Few-Shot

Few-Shot

• 2020-11-23 BiOpt: Bi-Level Optimization for Few-Shot Segmentation    Jinlu Liu, Liang Song, Yongqiang Qin arXiv_CV arXiv_CV  Segmentation  Embedding  Optimization  Knowledge  Pose  Few-Shot  PDF
• 2020-11-22 RNNP: A Robust Few-Shot Learning Approach    Pratik Mazumder, Pravendra Singh, Vinay P. Namboodiri arXiv_CV arXiv_CV  RNN  Few-Shot  PDF
• 2020-11-20 An Effective Anti-Aliasing Approach for Residual Networks    Cristina Vasconcelos, Hugo Larochelle, Vincent Dumoulin, Nicolas Le Roux, Ross Goroshin arXiv_CV arXiv_CV  Classification  Deep_Learning  Few-Shot  Image_Classification  PDF
• 2020-11-19 Cooperating RPN's Improve Few-Shot Object Detection    Weilin Zhang, Yu-Xiong Wang, David A. Forsyth arXiv_CV arXiv_CV  Detection  Few-Shot  Object_Detection  PDF
• 2020-11-19 Hybrid Consistency Training with Prototype Adaptation for Few-Shot Learning    Meng Ye, Xiao Lin, Giedrius Burachas, Ajay Divakaran, Yi Yao arXiv_CV arXiv_CV  Embedding  Sparse  Represenation_Learning  Pose  Few-Shot  Inference  PDF
• 2020-11-18 Liquid Warping GAN with Attention: A Unified Framework for Human Image Synthesis    Wen Liu, Zhixin Piao, Zhi Tu, Wenhan Luo, Lin Ma, Shenghua Gao arXiv_CV arXiv_CV  3D  Adversarial  Self-Supervised  Pose  Face  Few-Shot  Denoising  Attention  GAN  CNN  PDF
• 2020-11-17 Multimodal Prototypical Networks for Few-shot Learning    Frederik Pahde, Mihai Puscas, Tassilo Klein, Moin Nabi arXiv_CV arXiv_CV  Embedding  Classification  Deep_Learning  Few-Shot  PDF
• 2020-11-17 Unsupervised BatchNorm Adaptation : A Domain Adaptation Method for Semantic Segmentation Without Using Source Domain Representations    Marvin Klingner, Jan-Aike Termöhlen, Jacob Ritterbach, Tim Fingscheidt arXiv_CV arXiv_CV  Segmentation  Unsupervised  Semantic_Segmentation  Few-Shot  PDF
• 2020-11-17 Semi-Supervised Few-Shot Atomic Action Recognition    Xiaoyuan Ni, Sizhe Song, Yu-Wing Tai, Chi-Keung Tang arXiv_CV arXiv_CV  Embedding  Unsupervised  Recognition  Pose  Action_Recognition  Action  Classification  Few-Shot  Attention  PDF
• 2020-11-14 Few-shot Object Grounding and Mapping for Natural Language Robot Instruction Following    Valts Blukis, Ross A. Knepper, Yoav Artzi arXiv_AI arXiv_AI  Few-Shot  PDF
• 2020-11-13 Zero-shot Learning for Relation Extraction    Jiaying Gong, Hoda Eldardiry arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Pose  Action  Relation  Few-Shot  Relation_Extraction  PDF
• 2020-11-09 Closing the Generalization Gap in One-Shot Object Detection    Claudio Michaelis, Matthias Bethge, Alexander S. Ecker arXiv_CV arXiv_CV  Detection  Few-Shot  Object_Detection  PDF
• 2020-11-06 Self-Supervised Learning from Contrastive Mixtures for Personalized Speech Enhancement    Aswin Sivaraman, Minje Kim arXiv_SD arXiv_SD  Enhancement  Speech  Self-Supervised  Pose  Contrastive_Learning  Few-Shot  PDF
• 2020-11-06 Disentangling 3D Prototypical Networks For Few-Shot Concept Learning    Mihir Prabhudesai, Shamit Lal, Darshan Patil, Hsiao-Yu Tung, Adam W Harley, Katerina Fragkiadaki arXiv_CV arXiv_CV  3D  Self-Supervised  Pose  Classification  Detection  Relation  VQA  Few-Shot  Object_Detection  PDF
• 2020-11-06 Confusable Learning for Large-class Few-Shot Classification    Bingcong Li, Bo Han, Zhuowei Wang, Jing Jiang, Guodong Long arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2020-11-05 Few-Shot Object Detection in Real Life: Case Study on Auto-Harvest    Kevin Riou, Jingwen Zhu, Suiyi Ling, Mathis Piquet, Vincent Truffault, Patrick Le Callet arXiv_CV arXiv_CV  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2020-11-05 Entity Linking in 100 Languages    Jan A. Botha, Zifei Shan, Daniel Gillick arXiv_CL arXiv_CL  Enhancement  Knowledge  Pose  Few-Shot  PDF
• 2020-11-04 Investigating Novel Verb Learning in BERT: Selectional Preference Classes and Alternation-Based Syntactic Generalization    Tristan Thrush, Ethan Wilcox, Roger Levy arXiv_CL arXiv_CL  Bert  Pose  Deep_Learning  Relation  Few-Shot  PDF
• 2020-11-04 Few-Shot Font Generation with Deep Metric Learning    Haruka Aoki, Koki Tsubota, Hikaru Ikuta, Kiyoharu Aizawa arXiv_CV arXiv_CV  Pose  Contour  Few-Shot  PDF
• 2020-11-03 CMT in TREC-COVID Round 2: Mitigating the Generalization Gaps from Web to Special Domain Search    Chenyan Xiong, Zhenghao Liu, Si Sun, Zhuyun Dai, Kaitao Zhang, Shi Yu, Zhiyuan Liu, Hoifung Poon, Jianfeng Gao, Paul Bennett arXiv_CL arXiv_CL  Sparse  Relation  Few-Shot  Language_Model  PDF
• 2020-11-02 Emergent Communication Pretraining for Few-Shot Machine Translation    Yaoyiran Li, Edoardo M. Ponti, Ivan Vulić, Anna Korhonen arXiv_AI arXiv_AI  Unsupervised  Knowledge  NMT  Few-Shot  Inference  PDF
• 2020-10-31 Meta-Learning with Adaptive Hyperparameters    Sungyong Baik, Myungsub Choi, Janghoon Choi, Heewon Kim, Kyoung Mu Lee arXiv_CV arXiv_CV  Optimization  Pose  Few-Shot  PDF
• 2020-10-31 Combining Domain-Specific Meta-Learners in the Parameter Space for Cross-Domain Few-Shot Classification    Shuman Peng, Weilian Song, Martin Ester arXiv_CV arXiv_CV  Optimization  Knowledge  Pose  Classification  Few-Shot  PDF
• 2020-10-30 Bridging Text and Knowledge with Multi-Prototype Embedding for Few-Shot Relational Triple Extraction    Haiyang Yu, Ningyu Zhang, Shumin Deng, Hongbin Ye, Wei Zhang, Huajun Chen arXiv_CL arXiv_CL  Embedding  Regularization  Knowledge  Pose  Action  Relation  Few-Shot  PDF
• 2020-10-29 Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement Learning    Yuncheng Hua, Yuan-Fang Li, Gholamreza Haffari, Guilin Qi, Tongtong Wu arXiv_AI arXiv_AI  Reinforcement_Learning  Knowledge  Pose  Few-Shot  QA  PDF
• 2020-10-28 Handling Class Imbalance in Low-Resource Dialogue Systems by Combining Few-Shot Classification and Interpolation    Vishal Sunder, Eric Fosler-Lussier arXiv_CL arXiv_CL  Pose  Classification  Few-Shot  PDF
• 2020-10-27 Dynamic Boundary Time Warping for Sub-sequence Matching with Few Examples    Łukasz Borchmann, Dawid Jurkiewicz, Filip Graliński, Tomasz Górecki arXiv_CL arXiv_CL  Pose  Few-Shot  Matching  PDF
• 2020-10-26 Word Frequency Does Not Predict Grammatical Knowledge in Language Models    Charles Yu, Ryan Sie, Nico Tedeschi, Leon Bergen arXiv_CL arXiv_CL  Knowledge  Few-Shot  Language_Model  PDF
• 2020-10-26 Automatically Identifying Words That Can Serve as Labels for Few-Shot Text Classification    Timo Schick, Helmut Schmid, Hinrich Schütze arXiv_AI arXiv_AI  Text_Classification  Classification  Few-Shot  Language_Model  PDF
• 2020-10-25 Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference    Jian-Guo Zhang, Kazuma Hashimoto, Wenhao Liu, Chien-Sheng Wu, Yao Wan, Philip S. Yu, Richard Socher, Caiming Xiong arXiv_AI arXiv_AI  Embedding  Bert  Pose  Classification  Detection  Few-Shot  Attention  Inference  PDF
• 2020-10-24 Improving Zero and Few-Shot Abstractive Summarization with Intermediate Fine-tuning and Data Augmentation    Alexander R. Fabbri, Simeng Han, Haoyuan Li, Haoran Li, Marjan Ghazvininejad, Shafiq Joty, Dragomir Radev, Yashar Mehdad arXiv_CL arXiv_CL  Unsupervised  Zero-Shot  Self-Supervised  Few-Shot  Summarization  PDF
• 2020-10-24 Effective Distant Supervision for Temporal Relation Extraction    Xinyu Zhao, Shih-ting Lin, Greg Durrett arXiv_CL arXiv_CL  Transformer  Zero-Shot  Action  Relation  Few-Shot  Relation_Extraction  PDF
• 2020-10-23 Long Document Ranking with Query-Directed Sparse Transformer    Jyun-Yu Jiang, Chenyan Xiong, Chia-Jung Lee, Wei Wang arXiv_AI arXiv_AI  Transformer  Bert  Sparse  Few-Shot  Attention  Prediction  Matching  PDF
• 2020-10-22 Few-shot Image Recognition with Manifolds    Debasmit Das, J.H. Moon, C. S. George Lee arXiv_CV arXiv_CV  Recognition  Pose  Classification  Few-Shot  Attention  PDF
• 2020-10-22 The Turking Test: Can Language Models Understand Instructions?    Avia Efrat, Omer Levy arXiv_AI arXiv_AI  Few-Shot  Inference  Language_Model  PDF
• 2020-10-22 Few-Shot Adaptation of Generative Adversarial Networks    Esther Robb, Wen-Sheng Chu, Abhishek Kumar, Jia-Bin Huang arXiv_CV arXiv_CV  Adversarial  Pose  Quantitative  Few-Shot  GAN  PDF
• 2020-10-22 ConVEx: Data-Efficient and Few-Shot Slot Labeling    Matthew Henderson, Ivan Vulić arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  PDF
• 2020-10-22 Restoring Negative Information in Few-Shot Object Detection    Yukuan Yang, Fangyu Wei, Miaojing Shi, Guoqi Li arXiv_AI arXiv_AI  Embedding  Classification  Deep_Learning  Detection  Few-Shot  Object_Detection  Image_Classification  Inference  PDF
• 2020-10-22 Task-Adaptive Feature Transformer for Few-Shot Segmentation    Jun Seo, Young-Hyun Park, Sung-Whan Yoon, Jaekyun Moon arXiv_AI arXiv_AI  Transformer  Segmentation  Semantic_Segmentation  Pose  Few-Shot  PDF
• 2020-10-21 Probing and Fine-tuning Reading Comprehension Models for Few-shot Event Extraction    Rui Feng, Jie Yuan, Chao Zhang arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Pose  Action  Detection  Few-Shot  Prediction  PDF
• 2020-10-21 Self-Supervised Contrastive Learning for Efficient User Satisfaction Prediction in Conversational Agents    Mohammad Kachuee, Hao Yuan, Young-Bum Kim, Sungjin Lee arXiv_CL arXiv_CL  Transfer_Learning  Optimization  Self-Supervised  Pose  Contrastive_Learning  Action  Deep_Learning  Few-Shot  Prediction  PDF
• 2020-10-21 Learning to Decouple Relations: Few-Shot Relation Classification with Entity-Guided Attention and Confusion-Aware Training    Yingyao Wang, Junwei Bao, Guangyi Liu, Youzheng Wu, Xiaodong He, Bowen Zhou, Tiejun Zhao arXiv_CL arXiv_CL  Pose  Classification  Relation  Few-Shot  Attention  PDF
• 2020-10-20 Depth Guided Adaptive Meta-Fusion Network for Few-shot Video Recognition    Yuqian Fu, Li Zhang, Junke Wang, Yanwei Fu, Yu-Gang Jiang arXiv_CV arXiv_CV  Recognition  Pose  Action_Recognition  Action  Few-Shot  PDF
• 2020-10-19 Adaptive Attentional Network for Few-Shot Knowledge Graph Completion    Jiawei Sheng, Shu Guo, Zhenyu Chen, Juwei Yue, Lihong Wang, Tingwen Liu, Hongbo Xu arXiv_CL arXiv_CL  Knowledge  Knowledge_Graph  Pose  Relation  Few-Shot  Attention  Prediction  PDF
• 2020-10-19 Locally Linear Region Knowledge Distillation    Xiang Deng, Zhongfei (Mark) Zhang arXiv_CV arXiv_CV  Sparse  Knowledge  Pose  Few-Shot  PDF
• 2020-10-17 Directed Variational Cross-encoder Network for Few-shot Multi-image Co-segmentation    Sayan Banerjee, S Divakar Bhat, Subhasis Chaudhuri, Rajbabu Velmurugan arXiv_CV arXiv_CV  Segmentation  Embedding  Pose  Few-Shot  Inference  PDF
• 2020-10-17 Example-Driven Intent Prediction with Observers    Shikib Mehri, Mihail Eric, Dilek Hakkani-Tur arXiv_AI arXiv_AI  Bert  Pose  Classification  Few-Shot  Attention  Prediction  PDF
• 2020-10-16 Few-shot model-based adaptation in noisy conditions    Karol Arndt, Ali Ghadirzadeh, Murtaza Hazara, Ville Kyrki arXiv_RO arXiv_RO  Reinforcement_Learning  RNN  Pose  Few-Shot  PDF
• 2020-10-16 Training Data Generating Networks: Linking 3D Shapes and Few-Shot Classification    Biao Zhang, Peter Wonka arXiv_CV arXiv_CV  Reconstruction  3D  Pose  Classification  Few-Shot  PDF
• 2020-10-16 Auxiliary Task Reweighting for Minimum-data Learning    Baifeng Shi, Judy Hoffman, Kate Saenko, Trevor Darrell, Huijuan Xu arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2020-10-16 SF-UDA$^{3D}$: Source-Free Unsupervised Domain Adaptation for LiDAR-Based 3D Object Detection    Cristiano Saltori, Stéphane Lathuiliére, Nicu Sebe, Elisa Ricci, Fabio Galasso arXiv_CV arXiv_CV  Unsupervised  Point_Cloud  3D  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2020-10-15 Self-training for Few-shot Transfer Across Extreme Task Differences    Cheng Perng Phoo, Bharath Hariharan arXiv_AI arXiv_AI  Transfer_Learning  Few-Shot  PDF
• 2020-10-15 Multi-label Few/Zero-shot Learning with Knowledge Aggregated from Multiple Label Graphs    Jueqing Lu, Lan Du, Ming Liu, Joanna Dipnall arXiv_AI arXiv_AI  Embedding  Zero-Shot  Knowledge  Classification  Relation  Few-Shot  PDF
• 2020-10-14 Data Augmentation for Meta-Learning    Renkun Ni, Micah Goldblum, Amr Sharaf, Kezhi Kong, Tom Goldstein arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2020-10-14 Adaptive-Attentive Geolocalization from few queries: a hybrid approach    Gabriele Moreno Berton, Valerio Paolicelli, Carlo Masone, Barbara Caputo arXiv_CV arXiv_CV  Unsupervised  Recognition  Pose  Few-Shot  Attention  PDF
• 2020-10-13 'What Are You Trying to Do?' Semantic Typing of Event Processes    Muhao Chen, Hongming Zhang, Haoyu Wang, Dan Roth arXiv_AI arXiv_AI  Pose  Action  Few-Shot  PDF
• 2020-10-13 Random Network Distillation as a Diversity Metric for Both Image and Text Generation    Liam Fowl, Micah Goldblum, Arjun Gupta, Amr Sharaf, Tom Goldstein arXiv_CV arXiv_CV  Reinforcement_Learning  Few-Shot  Text_Generation  PDF
• 2020-10-13 The Tatoeba Translation Challenge -- Realistic Data Sets for Low Resource and Multilingual MT    Jörg Tiedemann arXiv_CL arXiv_CL  Zero-Shot  Few-Shot  PDF
• 2020-10-13 Few-shot Action Recognition with Implicit Temporal Alignment and Pair Similarity Optimization    Congqi Cao, Yajuan Li, Qinyi Lv, Peng Wang, Yanning Zhang arXiv_CV arXiv_CV  Recognition  3D  Optimization  Pose  Action_Recognition  Action  Classification  Few-Shot  CNN  Image_Classification  PDF
• 2020-10-12 COMET-ATOMIC 2020: On Symbolic and Neural Commonsense Knowledge Graphs    Jena D. Hwang, Chandra Bhagavatula, Ronan Le Bras, Jeff Da, Keisuke Sakaguchi, Antoine Bosselut, Yejin Choi arXiv_CL arXiv_CL  Knowledge  Knowledge_Graph  Pose  Few-Shot  Language_Model  PDF
• 2020-10-12 Structural Supervision Improves Few-Shot Learning and Syntactic Generalization in Neural Language Models    Ethan Wilcox, Peng Qian, Richard Futrell, Ryosuke Kohita, Roger Levy, Miguel Ballesteros arXiv_CL arXiv_CL  RNN  Few-Shot  Language_Model  PDF
• 2020-10-11 Unsupervised Distillation of Syntactic Information from Contextualized Word Representations    Shauli Ravfogel, Yanai Elazar, Jacob Goldberger, Yoav Goldberg arXiv_CL arXiv_CL  Unsupervised  Bert  Few-Shot  PDF
• 2020-10-11 Few-shot Learning for Multi-label Intent Detection    Yutai Hou, Yongkui Lai, Yushan Wu, Wanxiang Che, Ting Liu arXiv_AI arXiv_AI  Embedding  Pose  Classification  Detection  Few-Shot  PDF
• 2020-10-11 Generalized Few-Shot Semantic Segmentation    Zhuotao Tian, Xin Lai, Li Jiang, Michelle Shu, Hengshuang Zhao, Jiaya Jia arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Few-Shot  PDF
• 2020-10-10 Localizing Open-Ontology QA Semantic Parsers in a Day Using Machine Translation    Mehrad Moradshahi. Giovanni Campagna, Sina J. Semnani, Silei Xu, Monica S. Lam arXiv_CL arXiv_CL  RNN  Pose  Ontology  NMT  Few-Shot  QA  PDF
• 2020-10-09 Characterizing Policy Divergence for Personalized Meta-Reinforcement Learning    Michael Zhang arXiv_AI arXiv_AI  Reinforcement_Learning  Pose  Few-Shot  PDF
• 2020-10-09 Uncertainty-Aware Few-Shot Image Classification    Zhizheng Zhang, Cuiling Lan, Wenjun Zeng, Zhibo Chen, Shih-Fu Chang arXiv_CV arXiv_CV  Optimization  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2020-10-09 Addressing the Real-world Class Imbalance Problem in Dermatology    Wei-Hung Weng, Jonathan Deaton, Vivek Natarajan, Gamaleldin F. Elsayed, Yuan Liu arXiv_CV arXiv_CV  Recognition  Pose  Few-Shot  Medical  PDF
• 2020-10-07 Adaptive Self-training for Few-shot Neural Sequence Labeling    Yaqing Wang, Subhabrata Mukherjee, Haoda Chu, Yuancheng Tu, Ming Wu, Jing Gao, Ahmed Hassan Awadallah arXiv_AI arXiv_AI  Recognition  Few-Shot  Language_Model  PDF
• 2020-10-07 Variational Transfer Learning for Fine-grained Few-shot Visual Recognition    Jingyi Xu, Mingzhen Huang, ShahRukh Athar, Dimitris Samaras arXiv_CV arXiv_CV  Transfer_Learning  Recognition  Pose  Classification  Few-Shot  Image_Classification  Inference  PDF
• 2020-10-07 Learning Clusterable Visual Features for Zero-Shot Recognition    Jingyi Xu, Zhixin Shu, Dimitris Samaras arXiv_CV arXiv_CV  Reconstruction  Recognition  Zero-Shot  Pose  Classification  Few-Shot  PDF
• 2020-10-06 CURI: A Benchmark for Productive Concept Learning Under Uncertainty    Ramakrishna Vedantam, Arthur Szlam, Maximilian Nickel, Ari Morcos, Brenden Lake arXiv_AI arXiv_AI  Pose  Classification  Relation  Few-Shot  PDF
• 2020-10-06 Representation learning from videos in-the-wild: An object-centric approach    Rob Romijnders, Aravindh Mahendran, Michael Tschannen, Josip Djolonga, Marvin Ritter, Neil Houlsby, Mario Lucic arXiv_CV arXiv_CV  Image_Caption  Transfer_Learning  Represenation_Learning  Self-Supervised  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2020-10-06 Universal Natural Language Processing with Limited Annotations: Try Few-shot Textual Entailment as a Start    Wenpeng Yin, Nazneen Fatema Rajani, Dragomir Radev, Richard Socher, Caiming Xiong arXiv_CL arXiv_CL  Few-Shot  PDF
• 2020-10-06 Dynamic Semantic Matching and Aggregation Network for Few-shot Intent Detection    Hoang Nguyen, Chenwei Zhang, Congying Xia, Philip S. Yu arXiv_CL arXiv_CL  Regularization  Knowledge  Pose  Classification  Detection  Few-Shot  Attention  Matching  PDF
• 2020-10-06 Shot in the Dark: Few-Shot Learning with No Base-Class Labels    Zitian Chen, Subhransu Maji, Erik Learned-Miller arXiv_CV arXiv_CV  Self-Supervised  Relation  Few-Shot  PDF
• 2020-10-06 On the Role of Supervision in Unsupervised Constituency Parsing    Haoyue Shi, Karen Livescu, Kevin Gimpel arXiv_CL arXiv_CL  Unsupervised  Pose  Few-Shot  PDF
• 2020-10-06 Simple and Effective Few-Shot Named Entity Recognition with Structured Nearest Neighbor Learning    Yi Yang, Arzoo Katiyar arXiv_CL arXiv_CL  Recognition  Pose  Few-Shot  Inference  PDF
• 2020-10-05 KGPT: Knowledge-Grounded Pre-Training for Data-to-Text Generation    Wenhu Chen, Yu Su, Xifeng Yan, William Yang Wang arXiv_AI arXiv_AI  Transfer_Learning  Zero-Shot  Knowledge  Pose  Few-Shot  Text_Generation  PDF
• 2020-10-05 Self-training Improves Pre-training for Natural Language Understanding    Jingfei Du, Edouard Grave, Beliz Gunel, Vishrav Chaudhary, Onur Celebi, Michael Auli, Ves Stoyanov, Alexis Conneau arXiv_CL arXiv_CL  Embedding  Unsupervised  Bert  Text_Classification  Knowledge  Classification  Few-Shot  PDF
• 2020-10-05 Putting Theory to Work: From Learning Bounds to Meta-Learning Algorithms    Quentin Bouniot, Ievgen Redko, Romaric Audigier, Angélique Loesch, Amaury Habrard arXiv_AI arXiv_AI  Regularization  Knowledge  Review  Pose  Classification  Deep_Learning  Few-Shot  PDF
• 2020-10-05 Robust High-dimensional Memory-augmented Neural Networks    Geethan Karunaratne, Manuel Schmuck, Manuel Le Gallo, Giovanni Cherubini, Luca Benini, Abu Sebastian, Abbas Rahimi arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Attention  Image_Classification  Matching  PDF
• 2020-10-05 MetaPhys: Unsupervised Few-Shot Adaptation for Non-Contact Physiological Measurement    Xin Liu, Ziheng Jiang, Josh Fromm, Xuhai Xu, Shwetak Patel, Daniel McDuff arXiv_CV arXiv_CV  Unsupervised  Pose  Few-Shot  Attention  Medical  PDF
• 2020-10-04 Unknown Presentation Attack Detection against Rational Attackers    Ali Khodabakhsh arXiv_CV arXiv_CV  Optimization  Adversarial  Pose  Action  Detection  Few-Shot  Object_Detection  PDF
• 2020-10-04 Remembering for the Right Reasons: Explanations Reduce Catastrophic Forgetting    Sayna Ebrahimi, Suzanne Petryk, Akash Gokul, William Gan, Joseph E. Gonzalez, Marcus Rohrbach, Trevor Darrell arXiv_AI arXiv_AI  Regularization  Pose  Few-Shot  Prediction  PDF
• 2020-10-02 Cross-Lingual Transfer Learning for Complex Word Identification    George-Eduard Zaharia, Dumitru-Clementin Cercel, Mihai Dascalu arXiv_CL arXiv_CL  Transformer  Transfer_Learning  Zero-Shot  Pose  Few-Shot  PDF
• 2020-10-02 Long-Tail Zero and Few-Shot Learning via Contrastive Pretraining on and for Small Data    Nils Rethmeier, Isabelle Augenstein arXiv_CL arXiv_CL  Embedding  Zero-Shot  Text_Classification  Sparse  Self-Supervised  Pose  Classification  Sentiment  Few-Shot  PDF
• 2020-10-01 Few-Shot Classification By Few-Iteration Meta-Learning    Ardhendu Shekhar Tripathi, Martin Danelljan, Luc Van Gool, Radu Timofte arXiv_CV arXiv_CV  Embedding  Optimization  Knowledge  Pose  Classification  Few-Shot  Inference  PDF
• 2020-09-30 Cross-lingual Spoken Language Understanding with Regularized Representation Alignment    Zihan Liu, Genta Indra Winata, Peng Xu, Zhaojiang Lin, Pascale Fung arXiv_CL arXiv_CL  Zero-Shot  Regularization  Adversarial  Pose  Few-Shot  PDF
• 2020-09-29 Message Passing Neural Processes    Ben Day, Cătălina Cangea, Arian R. Jamasb, Pietro Liò arXiv_AI arXiv_AI  Pose  Relation  Few-Shot  PDF
• 2020-09-29 MetaMix: Improved Meta-Learning with Interpolation-based Consistency Regularization    Yangbin Chen, Yun Ma, Tom Ko, Jianping Wang, Qing Li arXiv_CV arXiv_CV  Transfer_Learning  Regularization  Pose  Classification  Few-Shot  PDF
• 2020-09-29 Learned Fine-Tuner for Incongruous Few-Shot Learning    Pu Zhao, Sijia Liu, Parikshit Ram, Songtao Lu, Djallel Bouneffouf, Xue Lin arXiv_AI arXiv_AI  Adversarial  Pose  Classification  Few-Shot  PDF
• 2020-09-28 RS-MetaNet: Deep meta metric learning for few-shot remote sensing scene classification    Haifeng Li, Zhenqi Cui, Zhiqing Zhu, Li Chen, Jiawei Zhu, Haozhe Huang, Chao Tao arXiv_CV arXiv_CV  Segmentation  Scene_Classification  Pose  Face  Classification  Few-Shot  GAN  PDF
• 2020-09-28 Amodal 3D Reconstruction for Robotic Manipulation via Stability and Connectivity    William Agnew, Christopher Xie, Aaron Walsman, Octavian Murad, Caelen Wang, Pedro Domingos, Siddhartha Srinivasa arXiv_CV arXiv_CV  Reconstruction  3D  Pose  Relation  Few-Shot  PDF
• 2020-09-28 Interventional Few-Shot Learning    Zhongqi Yue, Hanwang Zhang, Qianru Sun, Xian-Sheng Hua arXiv_CV arXiv_CV  Knowledge  Pose  Few-Shot  PDF
• 2020-09-26 Few-shot Object Detection with Self-adaptive Attention Network for Remote Sensing Images    Zixuan Xiao, Wei Xue, Ping Zhong arXiv_CV arXiv_CV  Pose  Face  Detection  Relation  Few-Shot  Object_Detection  Attention  PDF
• 2020-09-26 A Few-shot Learning Approach for Historical Ciphered Manuscript Recognition    Mohamed Ali Souibgui, Alicia Fornés, Yousri Kessentini, Crina Tudor arXiv_CV arXiv_CV  Segmentation  Unsupervised  Recognition  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2020-09-23 Fair Meta-Learning For Few-Shot Classification    Chen Zhao, Changbin Li, Jincheng Li, Feng Chen arXiv_AI arXiv_AI  Pose  Classification  Few-Shot  Prediction  PDF
• 2020-09-23 Fuzzy Simplicial Networks: A Topology-Inspired Model to Improve Task Generalization in Few-shot Learning    Henry Kvinge, Zachary New, Nico Courts, Jung H. Lee, Lauren A. Phillips, Courtney D. Corley, Aaron Tuor, Andrew Avila, Nathan O. Hodas arXiv_AI arXiv_AI  Deep_Learning  Few-Shot  PDF
• 2020-09-23 Worst-Case-Aware Curriculum Learning for Zero and Few Shot Transfer    Sheng Zhang, Xin Zhang, Weiming Zhang, Anders Søgaard arXiv_CL arXiv_CL  Transfer_Learning  Zero-Shot  Few-Shot  PDF
• 2020-09-23 Few-shot Font Generation with Localized Style Representations and Factorization    Song Park, Sanghyuk Chun, Junbum Cha, Bado Lee, Hyunjung Shim arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2020-09-21 Composed Variational Natural Language Generation for Few-shot Intents    Congying Xia, Caiming Xiong, Philip Yu, Richard Socher arXiv_CL arXiv_CL  Transformer  Regularization  Pose  Action  Detection  Few-Shot  PDF
• 2020-09-21 Modality-Transferable Emotion Embeddings for Low-Resource Multimodal Emotion Recognition    Wenliang Dai, Zihan Liu, Tiezheng Yu, Pascale Fung arXiv_CL arXiv_CL  Embedding  Recognition  Zero-Shot  Pose  Emotion  Relation  Few-Shot  Prediction  PDF
• 2020-09-21 Vector Projection Network for Few-shot Slot Tagging in Natural Language Understanding    Su Zhu, Ruisheng Cao, Lu Chen, Kai Yu arXiv_CL arXiv_CL  Embedding  Pose  Few-Shot  PDF
• 2020-09-20 Knowledge-Guided Multi-Label Few-Shot Learning for General Image Recognition    Tianshui Chen, Liang Lin, Riquan Chen, Xiaolu Hui, Hefeng Wu arXiv_CV arXiv_CV  Recognition  RNN  Knowledge  Knowledge_Graph  Pose  Action  Relation  Few-Shot  PDF
• 2020-09-19 Few-shot learning using pre-training and shots, enriched by pre-trained samples    Detlef Schmicker arXiv_CV arXiv_CV  Few-Shot  PDF
• 2020-09-18 DeltaGAN: Towards Diverse Few-shot Image Generation with Sample-Specific Delta    Yan Hong, Li Niu, Jianfu Zhang, Jing Liang, Liqing Zhang arXiv_CV arXiv_CV  Reconstruction  Adversarial  Pose  Few-Shot  GAN  Matching  PDF
• 2020-09-17 Self-Supervised Meta-Learning for Few-Shot Natural Language Classification Tasks    Trapit Bansal, Rishikesh Jha, Tsendsuren Munkhdalai, Andrew McCallum arXiv_CL arXiv_CL  Transformer  Self-Supervised  Pose  Classification  Few-Shot  Language_Model  PDF
• 2020-09-17 FewJoint: A Few-shot Learning Benchmark for Joint Language Understanding    Yutai Hou, Jiafeng Mao, Yongkui Lai, Cheng Chen, Wanxiang Che, Zhigang Chen, Ting Liu arXiv_AI arXiv_AI  Classification  Few-Shot  Attention  Prediction  PDF
• 2020-09-17 Few-Shot Unsupervised Continual Learning through Meta-Examples    Alessia Bertugli, Stefano Vincenzi, Simone Calderara, Andrea Passerini arXiv_CV arXiv_CV  Embedding  Unsupervised  Optimization  Deep_Learning  Few-Shot  Attention  PDF
• 2020-09-16 State-Machine-Based Dialogue Agents with Few-Shot Contextual Semantic Parsers    Giovanni Campagna, Sina J. Semnani, Ryan Kearns, Lucas Jun Koba Sato, Monica S. Lam arXiv_CL arXiv_CL  Action  Few-Shot  PDF
• 2020-09-16 Reasoning about Goals, Steps, and Temporal Ordering with WikiHow    Qing Lyu, Li Zhang, Chris Callison-Burch arXiv_CL arXiv_CL  Transformer  Knowledge  Pose  Relation  Few-Shot  Inference  PDF
• 2020-09-15 Augmented Natural Language for Generative Sequence Labeling    Ben Athiwaratkun, Cicero Nogueira dos Santos, Jason Krone, Bing Xiang arXiv_CL arXiv_CL  Recognition  Bert  Knowledge  Pose  Classification  Few-Shot  PDF
• 2020-09-15 It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners    Timo Schick, Hinrich Schütze arXiv_AI arXiv_AI  Optimization  Few-Shot  Language_Model  PDF
• 2020-09-14 SML: Semantic Meta-learning for Few-shot Semantic Segmentation    Ayyappa Kumar Pambala, Titir Dutta, Soma Biswas arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Few-Shot  CNN  PDF
• 2020-09-12 Intent Detection with WikiHow    Li Zhang, Qing Lyu, Chris Callison-Burch arXiv_CL arXiv_CL  Face  Action  Detection  Few-Shot  PDF
• 2020-09-11 Meta Learning for Few-Shot One-class Classification    Gabriel Dahia, Maurício Pamplona Segundo arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2020-09-10 Prototype Completion with Primitive Knowledge for Few-Shot Learning    Baoquan Zhang, Xutao Li, Yunming Ye, Zhichao Huang, Lisai Zhang arXiv_CV arXiv_CV  Knowledge  Pose  Classification  Few-Shot  PDF
• 2020-09-10 Attributes-Guided and Pure-Visual Attention Alignment for Few-Shot Recognition    Siteng Huang, Min Zhang, Yachen Kang, Donglin Wang arXiv_CV arXiv_CV  Recognition  Knowledge  Pose  Few-Shot  Attention  PDF
• 2020-09-08 Region Comparison Network for Interpretable Few-shot Image Classification    Zhiyu Xue, Lixin Duan, Wen Li, Lin Chen, Jiebo Luo arXiv_AI arXiv_AI  Pose  Classification  Deep_Learning  Few-Shot  Image_Classification  PDF
• 2020-09-08 Few-Shot Hyperspectral Image Classification With Unknown Classes Using Multitask Deep Learning    Shengjie Liu, Qian Shi, Liangpei Zhang arXiv_CV arXiv_CV  Reconstruction  Pose  Classification  Deep_Learning  Few-Shot  Image_Classification  PDF
• 2020-09-07 Information Theoretic Meta Learning with Gaussian Processes    Michalis K. Titsias, Sotirios Nikoloutsopoulos, Alexandre Galashov arXiv_AI arXiv_AI  Classification  Few-Shot  PDF
• 2020-09-06 Any-to-Many Voice Conversion with Location-Relative Sequence-to-Sequence Modeling    Songxiang Liu, Yuewen Cao, Disong Wang, Xixin Wu, Xunying Liu, Helen Meng arXiv_CL arXiv_CL  Recognition  Speech  Pose  Classification  Few-Shot  Attention  Speech_Recognition  PDF
• 2020-09-04 Class Interference Regularization    Bharti Munjal, Sikandar Amin, Fabio Galasso arXiv_CV arXiv_CV  Embedding  Person_Re-identification  Regularization  Knowledge  Pose  Face  Classification  Few-Shot  Re-identification  PDF
• 2020-09-04 ACDC: Weight Sharing in Atom-Coefficient Decomposed Convolution    Ze Wang, Xiuyuan Cheng, Guillermo Sapiro, Qiang Qiu arXiv_CV arXiv_CV  Regularization  Pose  Classification  Relation  Few-Shot  CNN  Image_Classification  PDF
• 2020-09-04 GPU-based Self-Organizing Maps for Post-Labeled Few-Shot Unsupervised Learning    Lyes Khacef, Vincent Gripon, Benoit Miramond arXiv_CV arXiv_CV  Unsupervised  Transfer_Learning  Classification  Few-Shot  GAN  PDF
• 2020-09-03 Few-shot Object Detection with Feature Attention Highlight Module in Remote Sensing Images    Zixuan Xiao, Ping Zhong, Yuan Quan, Xuping Yin, Wei Xue arXiv_CV arXiv_CV  Pose  Detection  Few-Shot  Object_Detection  Attention  PDF
• 2020-09-01 To augment or not to augment? Data augmentation in user identification based on motion sensors    Cezara Benegui, Radu Tudor Ionescu arXiv_CV arXiv_CV  Recognition  Memory_Networks  Pose  Face  Deep_Learning  Few-Shot  Face_Recognition  CNN  PDF
• 2020-08-28 Few-Shot Object Detection via Knowledge Transfer    Geonuk Kim, Hong-Gyu Jung, Seong-Whan Lee arXiv_CV arXiv_CV  Knowledge  Pose  Detection  Relation  Few-Shot  Object_Detection  PDF
• 2020-08-28 All About Knowledge Graphs for Actions    Pallabi Ghosh, Nirat Saini, Larry S. Davis, Abhinav Shrivastava arXiv_CV arXiv_CV  Embedding  Recognition  Zero-Shot  Knowledge  Knowledge_Graph  Pose  Action_Recognition  Action  Few-Shot  PDF
• 2020-08-27 learn2learn: A Library for Meta-Learning Research    Sébastien M. R. Arnold, Praateek Mahajan, Debajyoti Datta, Ian Bunner, Konstantinos Saitas Zarkias arXiv_CV arXiv_CV  Reinforcement_Learning  Face  Few-Shot  PDF
• 2020-08-27 SketchEmbedNet: Learning Novel Concepts by Imitating Drawings    Alexander Wang, Mengye Ren, Richard Zemel arXiv_CV arXiv_CV  Embedding  Unsupervised  Sketch  RNN  Classification  Few-Shot  PDF
• 2020-08-25 Transductive Information Maximization For Few-Shot Learning    Malik Boudiaf, Ziko Imtiaz Masud, Jérôme Rony, José Dolz, Pablo Piantanida, Ismail Ben Ayed arXiv_CV arXiv_CV  Optimization  Pose  Few-Shot  Inference  Prediction  PDF
• 2020-08-24 Example-Based Named Entity Recognition    Morteza Ziyadi, Yuting Sun, Abhishek Goswami, Jade Huang, Weizhu Chen arXiv_CL arXiv_CL  Recognition  Pose  Few-Shot  PDF
• 2020-08-23 Few-Shot Image Classification via Contrastive Self-Supervised Learning    Jianyi Li, Guizhong Liu arXiv_AI arXiv_AI  Unsupervised  Self-Supervised  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2020-08-22 Few-Shot Learning with Intra-Class Knowledge Transfer    Vivek Roy, Yan Xu, Yu-Xiong Wang, Kris Kitani, Ruslan Salakhutdinov, Martial Hebert arXiv_CV arXiv_CV  Sparse  Knowledge  Pose  Classification  Few-Shot  PDF
• 2020-08-21 Many-shot from Low-shot: Learning to Annotate using Mixed Supervision for Object Detection    Carlo Biffi, Steven McDonagh, Philip Torr, Ales Leonardis, Sarah Parisot arXiv_CV arXiv_CV  Weakly_Supervised  Detection  Few-Shot  Object_Detection  PDF
• 2020-08-21 Domain Adaptation of Learned Features for Visual Localization    Sungyong Baik, Hyo Jin Kim, Tianwei Shen, Eddy Ilg, Kyoung Mu Lee, Chris Sweeney arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2020-08-18 Dataset Bias in Few-shot Image Recognition    Shuqiang Jiang, Yaohui Zhu, Chenlong Liu, Xinhang Song, Xiangyang Li, Weiqing Min arXiv_CV arXiv_CV  Recognition  Knowledge  Quantitative  Relation  Few-Shot  PDF
• 2020-08-18 Mesh Guided One-shot Face Reenactment using Graph Convolutional Networks    Guangming Yao, Yi Yuan, Tianjia Shao, Kun Zhou arXiv_CV arXiv_CV  3D  Sparse  Pose  Face  Quantitative  Few-Shot  CNN  Optical_Flow  PDF
• 2020-08-18 Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging    Pulkit Khandelwal, Paul Yushkevich arXiv_CV arXiv_CV  Segmentation  Deep_Learning  Few-Shot  Medical  PDF
• 2020-08-16 A Self-supervised GAN for Unsupervised Few-shot Object Recognition    Khoi Nguyen, Sinisa Todorovic arXiv_CV arXiv_CV  Reconstruction  Unsupervised  Recognition  Self-Supervised  Classification  Few-Shot  GAN  PDF
• 2020-08-16 Bowtie Networks: Generative Modeling for Joint Few-Shot Recognition and Novel-View Synthesis    Zhipeng Bao, Yu-Xiong Wang, Martial Hebert arXiv_CV arXiv_CV  Recognition  3D  Pose  Few-Shot  PDF
• 2020-08-15 Cross-Modality Multi-Atlas Segmentation Using Deep Neural Networks    Wangbin Ding, Lei Li, Xiahai Zhuang, Liqin Huang arXiv_CV arXiv_CV  Segmentation  Pose  Few-Shot  PDF
• 2020-08-14 Rb-PaStaNet: A Few-Shot Human-Object Interaction Detection Based on Rules and Part States    Shenyu Zhang, Zichen Zhu, Qingquan Bao arXiv_CV arXiv_CV  Knowledge  Pose  Action  Detection  Few-Shot  PDF
• 2020-08-14 Unsupervised vs. transfer learning for multimodal one-shot matching of speech and images    Leanne Nortje, Herman Kamper arXiv_CV arXiv_CV  Unsupervised  Transfer_Learning  Speech  Few-Shot  Matching  PDF
• 2020-08-14 Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems    Andrea Madotto arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2020-08-14 BriNet: Towards Bridging the Intra-class and Inter-class Gaps in One-Shot Segmentation    Xianghui Yang, Bairun Wang, Kaige Chen, Xinchi Zhou, Shuai Yi, Wanli Ouyang, Luping Zhou arXiv_CV arXiv_CV  Segmentation  Pose  Action  Few-Shot  Inference  PDF
• 2020-08-13 ANDES at SemEval-2020 Task 12: A jointly-trained BERT multilingual model for offensive language detection    Juan Manuel Pérez, Aymé Arango, Franco Luque arXiv_CL arXiv_CL  Bert  Zero-Shot  Pose  Detection  Few-Shot  PDF
• 2020-08-13 Localizing the Common Action Among a Few Videos    Pengwan Yang, Vincent Tao Hu, Pascal Mettes, Cees G. M. Snoek arXiv_CV arXiv_CV  Enhancement  3D  Action_Localization  Pose  Action  Few-Shot  CNN  Matching  PDF
• 2020-08-13 What Should Not Be Contrastive in Contrastive Learning    Tete Xiao, Xiaolong Wang, Alexei A. Efros, Trevor Darrell arXiv_CV arXiv_CV  Embedding  Knowledge  Self-Supervised  Contrastive_Learning  Classification  Few-Shot  PDF
• 2020-08-12 An Overview of Deep Learning Architectures in Few-Shots Learning Domain    Shruti Jadon arXiv_CV arXiv_CV  Review  Speech  Classification  Deep_Learning  Few-Shot  Image_Classification  PDF
• 2020-08-12 Learning to Reason in Round-based Games: Multi-task Sequence Generation for Purchasing Decision Making in First-person Shooters    Yilei Zeng, Deren Lei, Beichen Li, Gangrong Jiang, Emilio Ferrara, Michael Zyda arXiv_AI arXiv_AI  Pose  Action  Few-Shot  PDF
• 2020-08-11 Topic Adaptation and Prototype Encoding for Few-Shot Visual Storytelling    Jiacheng Li, Siliang Tang, Juncheng Li, Jun Xiao, Fei Wu, Shiliang Pu, Yueting Zhuang arXiv_CV arXiv_CV  Pose  Few-Shot  Inference  PDF
• 2020-08-10 Informative Dropout for Robust Representation Learning: A Shape-bias Perspective    Baifeng Shi, Dinghuai Zhang, Qi Dai, Zhanxing Zhu, Yadong Mu, Jingdong Wang arXiv_CV arXiv_CV  Represenation_Learning  Knowledge  Adversarial  Pose  Classification  Relation  Few-Shot  CNN  PDF
• 2020-08-10 Cooperative Bi-path Metric for Few-shot Learning    Zeyuan Wang, Yifan Zhao, Jia Li, Yonghong Tian arXiv_CV arXiv_CV  Pose  Classification  Relation  Few-Shot  Attention  PDF
• 2020-08-10 FDFtNet: Facing Off Fake Images using Fake Detection Fine-tuning Network    Hyeonseong Jeon, Youngoh Bang, Simon S. Woo arXiv_CV arXiv_CV  Transformer  Adversarial  Pose  Face  Classification  Detection  Few-Shot  Attention  GAN  Image_Classification  PDF
• 2020-08-10 Prototype Mixture Models for Few-shot Semantic Segmentation    Boyu Yang, Chang Liu, Bohao Li, Jianbin Jiao, Qixiang Ye arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Few-Shot  Inference  PDF
• 2020-08-07 Revisiting Mid-Level Patterns for Distant-Domain Few-Shot Recognition    Yixiong Zou, Shanghang Zhang, José M. F. Moura, JianPeng Yu, Yonghong Tian arXiv_CV arXiv_CV  Recognition  Knowledge  Pose  Few-Shot  Medical  Prediction  PDF
• 2020-08-07 Few Shot Learning Framework to Reduce Inter-observer Variability in Medical Images    Sohini Roychowdhury arXiv_CV arXiv_CV  Segmentation  3D  Pose  Detection  Few-Shot  Medical  PDF
• 2020-08-06 Few-Shot Drum Transcription in Polyphonic Music    Yu Wang, Justin Salamon, Mark Cartwright, Nicholas J. Bryan, Juan Pablo Bello arXiv_SD arXiv_SD  Few-Shot  Inference  PDF
• 2020-08-06 Few-shot Classification via Adaptive Attention    Zihang Jiang, Bingyi Kang, Kuangqi Zhou, Jiashi Feng arXiv_CV arXiv_CV  Recognition  Pose  Classification  Few-Shot  Attention  PDF
• 2020-08-05 A Neural-Symbolic Framework for Mental Simulation    Michael Kissner arXiv_AI arXiv_AI  Face  Action  Few-Shot  Prediction  PDF
• 2020-08-05 F2GAN: Fusing-and-Filling GAN for Few-shot Image Generation    Yan Hong, Li Niu, Jianfu Zhang, Weijie Zhao, Chen Fu, Liqing Zhang arXiv_CV arXiv_CV  Adversarial  Pose  Few-Shot  Attention  GAN  PDF
• 2020-08-04 Prior Guided Feature Enrichment Network for Few-Shot Segmentation    Zhuotao Tian, Hengshuang Zhao, Michelle Shu, Zhicheng Yang, Ruiyu Li, Jiaya Jia arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Face  Few-Shot  PDF
• 2020-08-03 RareAct: A video dataset of unusual interactions    Antoine Miech, Jean-Baptiste Alayrac, Ivan Laptev, Josef Sivic, Andrew Zisserman arXiv_CV arXiv_CV  Recognition  Zero-Shot  Action_Recognition  Action  Few-Shot  PDF
• 2020-08-03 Deep Complementary Joint Model for Complex Scene Registration and Few-shot Segmentation on Medical Images    Yuting He, Tiantian Li, Guanyu Yang, Youyong Kong, Yang Chen, Huazhong Shu, Jean-Louis Coatrieux, Jean-Louis Dillenseger, Shuo Li arXiv_CV arXiv_CV  Segmentation  Enhancement  Weakly_Supervised  Pose  Deep_Learning  Few-Shot  Medical  Activity  PDF
• 2020-08-01 Meta-DRN: Meta-Learning for 1-Shot Image Segmentation    Atmadeep Banerjee arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Classification  Deep_Learning  Few-Shot  Image_Classification  PDF
• 2020-07-30 Learning from Few Samples: A Survey    Nihar Bendre, Hugo Terashima Marín, Peyman Najafirad arXiv_CV arXiv_CV  Embedding  Recognition  Zero-Shot  Optimization  Knowledge  Survey  Classification  Few-Shot  Image_Classification  PDF
• 2020-07-29 Meta-Learning with Context-Agnostic Initialisations    Toby Perrett, Alessandro Masullo, Tilo Burghardt, Majid Mirmehdi, Dima Damen arXiv_CV arXiv_CV  Knowledge  Adversarial  Classification  Few-Shot  Prediction  PDF
• 2020-07-27 Towards Accuracy-Fairness Paradox: Adversarial Example-based Data Augmentation for Visual Debiasing    Yi Zhang, Jitao Sang arXiv_CV arXiv_CV  Recognition  Adversarial  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2020-07-27 Few-shot Knowledge Transfer for Fine-grained Cartoon Face Generation    Nan Zhuang, Cheng Yang arXiv_CV arXiv_CV  Knowledge  Pose  Face  Few-Shot  PDF
• 2020-07-25 Few-Shot Keyword Spotting With Prototypical Networks    Archit Parnami, Minwoo Lee arXiv_SD arXiv_SD  Speech  Pose  Face  Deep_Learning  Few-Shot  PDF
• 2020-07-24 Commonality-Parsing Network across Shape and Appearance for Partially Supervised Instance Segmentation    Qi Fan, Lei Ke, Wenjie Pei, Chi-Keung Tang, Yu-Wing Tai arXiv_CV arXiv_CV  Segmentation  Pose  Detection  Few-Shot  Prediction  PDF
• 2020-07-23 Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild    Yang Xiao, Renaud Marlet arXiv_CV arXiv_CV  Embedding  3D  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2020-07-23 Leveraging Bottom-Up and Top-Down Attention for Few-Shot Object Detection    Xianyu Chen, Ming Jiang, Qi Zhao arXiv_CV arXiv_CV  Salient  Pose  Detection  Few-Shot  Object_Detection  Attention  PDF
• 2020-07-23 Few-shot Visual Reasoning with Meta-analogical Contrastive Learning    Youngsung Kim, Jinwoo Shin, Eunho Yang, Sung Ju Hwang arXiv_AI arXiv_AI  Pose  Contrastive_Learning  Relation  Few-Shot  PDF
• 2020-07-22 CrossTransformers: spatially-aware few-shot transfer    Carl Doersch, Ankush Gupta, Andrew Zisserman arXiv_CV arXiv_CV  Transformer  Self-Supervised  Pose  Classification  Few-Shot  PDF
• 2020-07-21 Complementing Representation Deficiency in Few-shot Image Classification: A Meta-Learning Approach    Xian Zhong, Cheng Gu, Wenxin Huang, Lin Li, Shuqin Chen, Chia-Wen Lin arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Attention  Image_Classification  Inference  PDF
• 2020-07-20 Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation    Cheng Ouyang, Carlo Biffi, Chen Chen, Turkay Kart, Huaqi Qiu, Daniel Rueckert arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Self-Supervised  Pose  Few-Shot  GAN  Medical  PDF
• 2020-07-19 Meta-learning for Few-shot Natural Language Processing: A Survey    Wenpeng Yin arXiv_CL arXiv_CL  Optimization  Survey  Few-Shot  PDF
• 2020-07-18 Few-shot Action Recognition with Permutation-invariant Attention    Hongguang Zhang, Li Zhang, Xiaojuan Qi, Hongdong Li, Philip H. S. Torr, Piotr Koniusz arXiv_CV arXiv_CV  Recognition  3D  Action_Recognition  Action  Relation  Few-Shot  Attention  PDF
• 2020-07-18 Few-Shot Defect Segmentation Leveraging Abundant Normal Training Samples Through Normal Background Regularization and Crop-and-Paste Operation    Dongyun Lin, Yanpeng Cao, Wenbing Zhu, Yiqun Li arXiv_CV arXiv_CV  Segmentation  Regularization  Pose  Detection  Few-Shot  PDF
• 2020-07-18 Multi-Scale Positive Sample Refinement for Few-Shot Object Detection    Jiaxi Wu, Songtao Liu, Di Huang, Yunhong Wang arXiv_CV arXiv_CV  Pose  Classification  Detection  Few-Shot  Object_Detection  Prediction  PDF
• 2020-07-17 Impact of base dataset design on few-shot image classification    Othman Sbai, Camille Couprie, Mathieu Aubry arXiv_CV arXiv_CV  Classification  Few-Shot  Image_Classification  PDF
• 2020-07-17 Explanation-Guided Training for Cross-Domain Few-Shot Classification    Jiamei Sun, Sebastian Lapuschkin, Wojciech Samek, Yunqing Zhao, Ngai-Man Cheung, Alexander Binder arXiv_CV arXiv_CV  Face  Classification  Relation  Few-Shot  Attention  Prediction  PDF
• 2020-07-17 Adaptive Task Sampling for Meta-Learning    Chenghao Liu, Zhihao Wang, Doyen Sahoo, Yuan Fang, Kun Zhang, Steven C.H. Hoi arXiv_CV arXiv_CV  Knowledge  Pose  Face  Classification  Few-Shot  PDF
• 2020-07-16 Layer-Wise Adaptive Updating for Few-Shot Image Classification    Yunxiao Qin, Weiguo Zhang, Zezheng Wang, Chenxu Zhao, Jingping Shi arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Attention  Image_Classification  PDF
• 2020-07-15 Few-shot Scene-adaptive Anomaly Detection    Yiwei Lu, Frank Yu, Mahesh Kumar Krishna Reddy, Yang Wang arXiv_CV arXiv_CV  Pose  Detection  Few-Shot  PDF
• 2020-07-15 Augmented Bi-path Network for Few-shot Learning    Baoming Yan, Chen Zhou, Bo Zhao, Kan Guo, Jiang Yang, Xiaobo Li, Ming Zhang, Yizhou Wang arXiv_CV arXiv_CV  Salient  Pose  Quantitative  Classification  Few-Shot  PDF
• 2020-07-15 Tell me what this is: Few-Shot Incremental Object Learning by a Robot    Ali Ayub, Alan R. Wagner arXiv_CV arXiv_CV  Few-Shot  GAN  PDF
• 2020-07-15 How to trust unlabeled data? Instance Credibility Inference for Few-Shot Learning    Yikai Wang, Li Zhang, Yuan Yao, Yanwei Fu arXiv_CV arXiv_CV  Recognition  Regularization  Pose  Deep_Learning  Few-Shot  Inference  PDF
• 2020-07-15 COCO-FUNIT: Few-Shot Unsupervised Image Translation with a Content Conditioned Style Encoder    Kuniaki Saito, Kate Saenko, Ming-Yu Liu arXiv_CV arXiv_CV  Embedding  Unsupervised  Pose  Few-Shot  Inference  PDF
• 2020-07-14 Concept Learners for Generalizable Few-Shot Learning    Kaidi Cao, Maria Brbic, Jure Leskovec arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Image_Classification  Prediction  PDF
• 2020-07-14 COBE: Contextualized Object Embeddings from Narrated Instructional Video    Gedas Bertasius, Lorenzo Torresani arXiv_CV arXiv_CV  Embedding  Zero-Shot  Pose  Action  Detection  Few-Shot  Object_Detection  PDF
• 2020-07-14 Multi-Task Reinforcement Learning as a Hidden-Parameter Block MDP    Amy Zhang, Shagun Sodhani, Khimya Khetarpal, Joelle Pineau arXiv_AI arXiv_AI  Reinforcement_Learning  Pose  Few-Shot  PDF
• 2020-07-14 Top-Related Meta-Learning Method for Few-Shot Detection    Qian Li, Nan Guo, Duo Wang, Xiaochun Ye arXiv_CV arXiv_CV  Pose  Classification  Detection  Few-Shot  Prediction  PDF
• 2020-07-13 Part-aware Prototype Network for Few-shot Semantic Segmentation    Yongfei Liu, Xiangyi Zhang, Songyang Zhang, Xuming He arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Few-Shot  PDF
• 2020-07-13 Expert Training: Task Hardness Aware Meta-Learning for Few-Shot Classification    Yucan Zhou, Yu Wang, Jianfei Cai, Yu Zhou, Qinghua Hu, Weiping Wang arXiv_CV arXiv_CV  Bert  Optimization  Sketch  Knowledge  Pose  Classification  Relation  Few-Shot  Attention  PDF
• 2020-07-13 FADACS: A Few-shot Adversarial Domain Adaptation Architecture for Context-Aware Parking Availability Sensing    Wei Shao, Sichen Zhao, Zhen Zhang, Shiyu Wang, Mohammad Saiedur Rahaman, Andy Song, Flora Dilys Salim arXiv_CV arXiv_CV  Transfer_Learning  Adversarial  Pose  Few-Shot  Prediction  PDF
• 2020-07-11 Coarse-to-Fine Pseudo-Labeling Guided Meta-Learning for Few-Shot Classification    Jinhai Yang, Hua Yang, Lin Chen arXiv_CV arXiv_CV  Embedding  Knowledge  Pose  Classification  Relation  Few-Shot  Attention  PDF
• 2020-07-09 $n$-Reference Transfer Learning for Saliency Prediction    Yan Luo, Yongkang Wong, Mohan S. Kankanhalli, Qi Zhao arXiv_CV arXiv_CV  Transfer_Learning  Salient  Knowledge  Pose  Deep_Learning  Few-Shot  Prediction  PDF
• 2020-07-09 Generalized Many-Way Few-Shot Video Classification    Yongqin Xian, Bruno Korbar, Matthijs Douze, Bernt Schiele, Zeynep Akata, Lorenzo Torresani arXiv_CV arXiv_CV  Recognition  3D  Pose  Classification  Few-Shot  Image_Classification  Video_Classification  PDF
• 2020-07-09 Wandering Within a World: Online Contextualized Few-Shot Learning    Mengye Ren, Michael L. Iuzzolino, Michael C. Mozer, Richard S. Zemel arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2020-07-08 Predicting the Accuracy of a Few-Shot Classifier    Myriam Bontonou, Louis Béthune, Vincent Gripon arXiv_CV arXiv_CV  Unsupervised  Pose  Few-Shot  PDF
• 2020-07-08 Evaluation for Weakly Supervised Object Localization: Protocol, Metrics, and Datasets    Junsuk Choe, Seong Joon Oh, Sanghyuk Chun, Zeynep Akata, Hyunjung Shim arXiv_CV arXiv_CV  Weakly_Supervised  Pose  Few-Shot  Attention  PDF
• 2020-07-07 Meta-Learning with Network Pruning    Hongduan Tian, Bo Liu, Xiao-Tong Yuan, Qingshan Liu arXiv_AI arXiv_AI  Optimization  Sparse  Pose  Classification  Few-Shot  PDF
• 2020-07-06 Learning to learn generative programs with Memoised Wake-Sleep    Luke B. Hewitt, Tuan Anh Le, Joshua B. Tenenbaum arXiv_AI arXiv_AI  Pose  Few-Shot  Inference  PDF
• 2020-07-06 In the Wild: From ML Models to Pragmatic ML Systems    Matthew Wallingford, Aditya Kusupati, Keivan Alizadeh-Vahid, Aaron Walsman, Aniruddha Kembhavi, Ali Farhadi arXiv_CV arXiv_CV  Self-Supervised  Few-Shot  GAN  Inference  Prediction  PDF
• 2020-07-05 MetaConcept: Learn to Abstract via Concept Graph for Weakly-Supervised Few-Shot Learning    Baoquan Zhang, Ka-Cheong Leung, Yunming Ye, Xutao Li arXiv_CV arXiv_CV  Regularization  Knowledge  Pose  Action  Classification  Few-Shot  Inference  PDF
• 2020-07-03 A Few-Shot Sequential Approach for Object Counting    Negin Sokhandan, Pegah Kamousi, Alejandro Posada, Eniola Alese, Negar Rostamzadeh arXiv_CV arXiv_CV  Weakly_Supervised  Pose  Detection  Few-Shot  Attention  PDF
• 2020-07-03 Few-Shot Semantic Segmentation Augmented with Image-Level Weak Annotations    Shuo Lei, Xuchao Zhang, Jianfeng He, Fanglan Chen, Chang-Tien Lu arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Action  Few-Shot  PDF
• 2020-06-30 Maximum Entropy Models for Fast Adaptation    Samarth Sinha, Anirudh Goyal, Animesh Garg arXiv_CV arXiv_CV  Regularization  Pose  Few-Shot  PDF
• 2020-06-29 Few-Shot Microscopy Image Cell Segmentation    Youssef Dawoud, Julia Hornauer, Gustavo Carneiro, Vasileios Belagiannis arXiv_CV arXiv_CV  Segmentation  Pose  Classification  Few-Shot  PDF
• 2020-06-29 Improving Few-Shot Learning using Composite Rotation based Auxiliary Task    Pratik Mazumder, Pravendra Singh, Vinay P. Namboodiri arXiv_CV arXiv_CV  Self-Supervised  Pose  Classification  Few-Shot  Prediction  PDF
• 2020-06-28 Few-Shot Class-Incremental Learning via Feature Space Composition    Hanbin Zhao, Yongjian Fu, Xuewei Li, Songyuan Li, Bourahla Omar, Xi Li arXiv_CV arXiv_CV  Embedding  Knowledge  Pose  Few-Shot  PDF
• 2020-06-28 Laplacian Regularized Few-Shot Learning    Imtiaz Masud Ziko, Jose Dolz, Eric Granger, Ismail Ben Ayed arXiv_CV arXiv_CV  Embedding  Pose  Few-Shot  Inference  PDF
• 2020-06-27 PCLNet: A Practical Way for Unsupervised Deep PolSAR Representations and Few-Shot Classification    Lamei Zhang, Siyu Zhang, Bin Zou, Hongwei Dong arXiv_CV arXiv_CV  Unsupervised  Represenation_Learning  Pose  Contrastive_Learning  Classification  Deep_Learning  Few-Shot  CNN  Image_Classification  PDF
• 2020-06-26 Few-Shot Anomaly Detection for Polyp Frames from Colonoscopy    Yu Tian, Gabriel Maicas, Leonardo Zorron Cheng Tao Pu, Rajvinder Singh, Johan W. Verjans, Gustavo Carneiro arXiv_CV arXiv_CV  Embedding  Pose  Detection  Few-Shot  Inference  PDF
• 2020-06-23 Inductive Unsupervised Domain Adaptation for Few-Shot Classification via Clustering    Xin Cong, Bowen Yu, Tingwen Liu, Shiyao Cui, Hengzhu Tang, Bin Wang arXiv_CL arXiv_CL  Unsupervised  Adversarial  Pose  Classification  Few-Shot  PDF
• 2020-06-23 Deep Learning of Unified Region, Edge, and Contour Models for Automated Image Segmentation    Ali Hatamizadeh arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  3D  Represenation_Learning  Action  Deep_Learning  Contour  Few-Shot  Medical  CNN  Autonomous  PDF
• 2020-06-22 Text Recognition in Real Scenarios with a Few Labeled Samples    Jinghuang Lin, Zhanzhan Cheng, Fan Bai, Yi Niu, Shiliang Pu, Shuigeng Zhou arXiv_CV arXiv_CV  Recognition  Adversarial  Pose  Scene_Text  Few-Shot  Attention  PDF
• 2020-06-22 Few-shot 3D Point Cloud Semantic Segmentation    Na Zhao, Tat-Seng Chua, Gim Hee Lee arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Point_Cloud  3D  Pose  Relation  Few-Shot  Attention  PDF
• 2020-06-21 Generalized Zero and Few-Shot Transfer for Facial Forgery Detection    Shivangi Aneja, Matthias Nießner arXiv_CV arXiv_CV  Transfer_Learning  Zero-Shot  Pose  Face  Classification  Detection  Few-Shot  PDF
• 2020-06-21 A Universal Representation Transformer Layer for Few-Shot Image Classification    Lu Liu, William Hamilton, Guodong Long, Jing Jiang, Hugo Larochelle arXiv_CV arXiv_CV  Transformer  Pose  Classification  Few-Shot  Attention  Image_Classification  PDF
• 2020-06-20 Semantically Tied Paired Cycle Consistency for Any-Shot Sketch-based Image Retrieval    Anjan Dutta, Zeynep Akata arXiv_CV arXiv_CV  Zero-Shot  Sketch  Image_Retrieval  Adversarial  Pose  Classification  Few-Shot  PDF
• 2020-06-20 Deep Double-Side Learning Ensemble Model for Few-Shot Parkinson Speech Recognition    Yongming Li, Lang Zhou, Lingyun Qin, Yuwei Zeng, Yuchuan Liu, Yan Lei, Pin Wang, Fan Li arXiv_CV arXiv_CV  Reconstruction  Recognition  Sparse  Regularization  Knowledge  Speech  Pose  Action  Classification  Deep_Learning  Few-Shot  Speech_Recognition  PDF
• 2020-06-20 Unsupervised Image Classification for Deep Representation Learning    Weijie Chen, Shiliang Pu, Di Xie, Shicai Yang, Yilu Guo, Luojun Lin arXiv_CV arXiv_CV  Segmentation  Embedding  Unsupervised  Transfer_Learning  Semantic_Segmentation  Represenation_Learning  Knowledge  Self-Supervised  Pose  Contrastive_Learning  Classification  Detection  Relation  Few-Shot  Object_Detection  GAN  Image_Classification  PDF
• 2020-06-19 Self-Supervised Prototypical Transfer Learning for Few-Shot Classification    Carlos Medina, Arnout Devos, Matthias Grossglauser arXiv_CV arXiv_CV  Embedding  Unsupervised  Transfer_Learning  Self-Supervised  Pose  Classification  Few-Shot  PDF
• 2020-06-18 Overcoming Classifier Imbalance for Long-tail Object Detection with Balanced Group Softmax    Yu Li, Tao Wang, Bingyi Kang, Sheng Tang, Chunfeng Wang, Jintao Li, Jiashi Feng arXiv_CV arXiv_CV  Segmentation  Recognition  Pose  Classification  Deep_Learning  Detection  Few-Shot  Object_Detection  Image_Classification  PDF
• 2020-06-17 Extensively Matching for Few-shot Learning Event Detection    Viet Dac Lai, Franck Dernoncourt, Thien Huu Nguyen arXiv_CL arXiv_CL  Pose  Detection  Few-Shot  Matching  PDF
• 2020-06-17 Self-supervised Knowledge Distillation for Few-shot Learning    Jathushan Rajasegaran, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Mubarak Shah arXiv_CV arXiv_CV  Embedding  Knowledge  Self-Supervised  Pose  Few-Shot  PDF
• 2020-06-17 Improving Few-Shot Visual Classification with Unlabelled Examples    Peyman Bateni, Jarred Barber, Jan-Willem van de Meent, Frank Wood arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2020-06-16 Momentum Contrastive Learning for Few-Shot COVID-19 Diagnosis from Chest CT Images    Xiaocong Chen, Lina Yao, Tao Zhou, Jinming Dong, Yu Zhang arXiv_CV arXiv_CV  Pose  Contrastive_Learning  Classification  Deep_Learning  Few-Shot  PDF
• 2020-06-16 Channel Relationship Prediction with Forget-Update Module for Few-shot Classification    Minglei Yuan, Cunhao Cai, Tong Lu arXiv_CV arXiv_CV  Pose  Classification  Relation  Few-Shot  GAN  CNN  Prediction  PDF
• 2020-06-15 Automatic Validation of Textual Attribute Values in E-commerce Catalog by Learning with Limited Labeled Data    Yaqing Wang, Yifan Ethan Xu, Xian Li, Xin Luna Dong, Jing Gao arXiv_CL arXiv_CL  Knowledge  Pose  Few-Shot  Inference  PDF
• 2020-06-14 Few-shot Object Detection on Remote Sensing Images    Jingyu Deng, Xiang Li, Yi Fang arXiv_CV arXiv_CV  Detection  Few-Shot  Object_Detection  Prediction  PDF
• 2020-06-13 Fine-grained Image-to-Image Transformation towards Visual Recognition    Wei Xiong, Yutong He, Yixuan Zhang, Wenhan Luo, Lin Ma, Jiebo Luo arXiv_CV arXiv_CV  Image_Generation  Recognition  Adversarial  Pose  Face  Few-Shot  GAN  PDF
• 2020-06-12 Weakly-supervised Any-shot Object Detection    Siddhesh Khandelwal, Raghav Goyal, Leonid Sigal arXiv_CV arXiv_CV  Segmentation  Detection  Few-Shot  Object_Detection  PDF
• 2020-06-12 Learning-to-Learn Personalised Human Activity Recognition Models    Anjana Wijekoon, Nirmalie Wiratunga arXiv_CV arXiv_CV  Recognition  Classification  Deep_Learning  Relation  Few-Shot  Activity  PDF
• 2020-06-12 BI-MAML: Balanced Incremental Approach for Meta Learning    Yang Zheng, Jinlin Xiang, Kun Su, Eli Shlizerman arXiv_CV arXiv_CV  Classification  Few-Shot  Image_Classification  PDF
• 2020-06-12 Knowledge Distillation Meets Self-Supervision    Guodong Xu, Ziwei Liu, Xiaoxiao Li, Chen Change Loy arXiv_CV arXiv_CV  Transfer_Learning  Knowledge  Pose  Contrastive_Learning  Few-Shot  Attention  Prediction  PDF
• 2020-06-10 Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network    Yutai Hou, Wanxiang Che, Yongkui Lai, Zhihan Zhou, Yijia Liu, Han Liu, Ting Liu arXiv_CL arXiv_CL  Pose  Face  Classification  Few-Shot  PDF
• 2020-06-08 Unsupervised Transfer Learning with Self-Supervised Remedy    Jiabo Huang, Shaogang Gong arXiv_CV arXiv_CV  Unsupervised  Transfer_Learning  Zero-Shot  Knowledge  Self-Supervised  Deep_Learning  Few-Shot  PDF
• 2020-06-08 A Transductive Multi-Head Model for Cross-Domain Few-Shot Learning    Jianan Jiang, Zhenpeng Li, Yuhong Guo, Jieping Ye arXiv_CV arXiv_CV  Embedding  Pose  Classification  Few-Shot  Prediction  Matching  PDF
• 2020-06-08 Ensemble Model with Batch Spectral Regularization and Data Blending for Cross-Domain Few-Shot Learning with Unlabeled Data    Zhen Zhao, Bingyu Liu, Yuhong Guo, Jieping Ye arXiv_CV arXiv_CV  Regularization  Pose  Deep_Learning  Few-Shot  Prediction  PDF
• 2020-06-08 Multi-step Estimation for Gradient-based Meta-learning    Jin-Hwa Kim, Junyoung Park, Yongseok Choi arXiv_CV arXiv_CV  Transfer_Learning  Pose  Few-Shot  PDF
• 2020-06-07 Multi-view Contrastive Learning for Online Knowledge Distillation    Chuanguang Yang, Zhulin An, Xiaolong Hu, Hui Zhu, Kaiqiang Xu, Yongjun Xu arXiv_CV arXiv_CV  Embedding  Knowledge  Contrastive_Learning  Classification  Relation  Few-Shot  Image_Classification  Inference  PDF
• 2020-06-05 Brain-inspired global-local hybrid learning towards human-like intelligence    Yujie Wu, Rong Zhao, Jun Zhu, Feng Chen, Mingkun Xu, Guoqi Li, Sen Song, Lei Deng, Guanrui Wang, Hao Zheng, Jing Pei, Youhui Zhang, Mingguo Zhao, Luping Shi arXiv_AI arXiv_AI  Few-Shot  PDF
• 2020-06-04 M3P: Learning Universal Representations via Multitask Multilingual Multimodal Pre-training    Haoyang Huang, Lin Su, Di Qi, Nan Duan, Edward Cui, Taroon Bharti, Lei Zhang, Lijuan Wang, Jianfeng Gao, Bei Liu, Jianlong Fu, Dongdong Zhang, Xin Liu, Ming Zhou arXiv_CV arXiv_CV  Image_Caption  Zero-Shot  Few-Shot  Text_Generation  Caption  Inference  PDF
• 2020-05-29 High-order structure preserving graph neural network for few-shot learning    Guangfeng Lin, Ying Yang, Yindi Fan, Xiaobing Kang, Kaiyang Liao, Fan Zhao arXiv_CV arXiv_CV  Knowledge  Pose  Relation  Few-Shot  PDF
• 2020-05-28 Language Models are Few-Shot Learners    Tom B. Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henighan, Rewon Child, Aditya Ramesh, Daniel M. Ziegler, Jeffrey Wu, Clemens Winter, Christopher Hesse, Mark Chen, Eric Sigler, Mateusz Litwin, Scott Gray, Benjamin Chess, Jack Clark, Christopher Berner, Sam McCandlish, Alec Radford, Ilya Sutskever, Dario Amodei arXiv_CL arXiv_CL  Sparse  Face  Action  Few-Shot  Language_Model  PDF
• 2020-05-28 Boosting Few-Shot Learning With Adaptive Margin Loss    Aoxue Li, Weiran Huang, Xu Lan, Jiashi Feng, Zhenguo Li, Liwei Wang arXiv_CV arXiv_CV  Embedding  Pose  Few-Shot  Attention  PDF
• 2020-05-28 TOAN: Target-Oriented Alignment Network for Fine-Grained Image Categorization with Few Labeled Samples    Huaxi Huang, Junjie Zhang, Jian Zhang, Qiang Wu, Chang Xu arXiv_CV arXiv_CV  Embedding  Pose  Relation  Few-Shot  PDF
• 2020-05-27 Few-Shot Open-Set Recognition using Meta-Learning    Bo Liu, Hao Kang, Haoxiang Li, Gang Hua, Nuno Vasconcelos arXiv_CV arXiv_CV  Recognition  Pose  Classification  Detection  Few-Shot  PDF
• 2020-05-27 Looking back to lower-level information in few-shot learning    Zhongjie Yu, Sebastian Raschka arXiv_CV arXiv_CV  Embedding  Pose  Classification  Deep_Learning  Relation  Few-Shot  Attention  PDF
• 2020-05-27 NDD20: A large-scale few-shot dolphin dataset for coarse and fine-grained categorisation    Cameron Trotter, Georgia Atkinson, Matt Sharpe, Kirsten Richardson, A. Stephen McGough, Nick Wright, Ben Burville, Per Berggren arXiv_CV arXiv_CV  Segmentation  Deep_Learning  Few-Shot  PDF
• 2020-05-27 SSM-Net for Plants Disease Identification in LowData Regime    Shruti Jadon arXiv_CV arXiv_CV  Transfer_Learning  Pose  Deep_Learning  Detection  Few-Shot  Matching  PDF
• 2020-05-27 Unifying Few- and Zero-Shot Egocentric Action Recognition    Tyler R. Scott, Michael Shvartsman, Karl Ridgeway arXiv_CV arXiv_CV  Recognition  Zero-Shot  Pose  Action_Recognition  Action  Classification  Few-Shot  PDF
• 2020-05-26 Pay Attention to What You Read: Non-recurrent Handwritten Text-Line Recognition    Lei Kang, Pau Riba, Marçal Rusiñol, Alicia Fornés, Mauricio Villegas arXiv_CV arXiv_CV  Transformer  Handwriting  Recognition  RNN  Pose  Few-Shot  Attention  PDF
• 2020-05-24 When does MAML Work the Best? An Empirical Study on Model-Agnostic Meta-Learning in NLP Applications    Zequn Liu, Ruiyi Zhang, Yiping Song, Ming Zhang arXiv_CL arXiv_CL  Text_Classification  Classification  Few-Shot  Language_Model  PDF
• 2020-05-23 Fine-Grain Few-Shot Vision via Domain Knowledge as Hyperspherical Priors    Bijan Haney, Alexander Lavin arXiv_CV arXiv_CV  Knowledge  Classification  Few-Shot  PDF
• 2020-05-22 One of these Things is Not Like the Others    Nat Roth, Justin Wagle arXiv_CV arXiv_CV  Pose  Classification  Deep_Learning  Few-Shot  Image_Classification  PDF
• 2020-05-22 Robust Layout-aware IE for Visually Rich Documents with Pre-trained Language Models    Mengxi Wei, Yifan He, Qiong Zhang arXiv_CL arXiv_CL  Unsupervised  Bert  Pose  Action  Few-Shot  Language_Model  PDF
• 2020-05-22 A Concise Review of Recent Few-shot Meta-learning Methods    Xiaoxu Li, Zhuo Sun, Jing-Hao Xue, Zhanyu Ma arXiv_CV arXiv_CV  Knowledge  Review  Few-Shot  PDF
• 2020-05-21 Cross-Domain Few-Shot Learning with Meta Fine-Tuning    John Cai, Sheng Mei Shen arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2020-05-21 Few-shot Compositional Font Generation with Dual Memory    Junbum Cha, Sanghyuk Chun, Gayoung Lee, Bado Lee, Seonghyeon Kim, Hwalsuk Lee arXiv_CV arXiv_CV  Handwriting  Pose  Quantitative  Few-Shot  PDF
• 2020-05-19 Prototypical Q Networks for Automatic Conversational Diagnosis and Few-Shot New Disease Adaption    Hongyin Luo, Shang-Wen Li, James Glass arXiv_AI arXiv_AI  Embedding  Reinforcement_Learning  Pose  Action  Few-Shot  Medical  PDF
• 2020-05-19 MOTS: Multiple Object Tracking for General Categories Based On Few-Shot Method    Xixi Xu, Chao Lu, Liang Zhu, Xiangyang Xue, Guanxian Chen, Qi Guo, Yining Lin, Zhijian Zhao arXiv_CV arXiv_CV  Tracking  Object_Tracking  Few-Shot  Matching  PDF
• 2020-05-18 Span-ConveRT: Few-shot Span Extraction for Dialog with Pretrained Conversational Representations    Sam Coope, Tyler Farghly, Daniela Gerz, Ivan Vulić, Matthew Henderson arXiv_CL arXiv_CL  Bert  Knowledge  Action  Few-Shot  PDF
• 2020-05-18 Attentron: Few-Shot Text-to-Speech Utilizing Attention-Based Variable-Length Embedding    Seungwoo Choi, Seungju Han, Dongyoung Kim, Sungjoo Ha arXiv_SD arXiv_SD  Embedding  Speech  Pose  Few-Shot  Attention  PDF
• 2020-05-18 Feature Transformation Ensemble Model with Batch Spectral Regularization for Cross-Domain Few-Shot Classification    Bingyu Liu, Zhen Zhao, Zhenpeng Li, Jianan Jiang, Yuhong Guo, Haifeng Shen, Jieping Ye arXiv_CV arXiv_CV  Transfer_Learning  Regularization  Pose  Action  Classification  Deep_Learning  Few-Shot  Prediction  PDF
• 2020-05-17 Weakly Supervised Few-shot Object Segmentation using Co-Attention with Visual and Semantic Embeddings    Mennatullah Siam, Naren Doraiswamy, Boris N. Oreshkin, Hengshuai Yao, Martin Jagersand arXiv_CV arXiv_CV  Segmentation  Embedding  Weakly_Supervised  Pose  Action  Few-Shot  Attention  PDF
• 2020-05-17 Graph Density-Aware Losses for Novel Compositions in Scene Graph Generation    Boris Knyazev, Harm de Vries, Cătălina Cangea, Graham W. Taylor, Aaron Courville, Eugene Belilovsky arXiv_AI arXiv_AI  Enhancement  Zero-Shot  Sparse  Face  Relation  Few-Shot  QA  PDF
• 2020-05-12 Compositional Few-Shot Recognition with Primitive Discovery and Enhancing    Yixiong Zou, Shanghang Zhang, Ke Chen, José M. F. Moura, Yaowei Wang, Yonghong Tian arXiv_CV arXiv_CV  Recognition  Pose  Classification  Deep_Learning  Few-Shot  Image_Classification  PDF
• 2020-05-12 Planning to Explore via Self-Supervised World Models    Ramanan Sekar, Oleh Rybkin, Kostas Daniilidis, Pieter Abbeel, Danijar Hafner, Deepak Pathak arXiv_AI arXiv_AI  Reinforcement_Learning  Self-Supervised  Action  Few-Shot  PDF
• 2020-05-12 Dynamic Memory Induction Networks for Few-Shot Text Classification    Ruiying Geng, Binhua Li, Yongbin Li, Jian Sun, Xiaodan Zhu arXiv_CV arXiv_CV  Text_Classification  Pose  Classification  Few-Shot  PDF
• 2020-05-12 AdaDurIAN: Few-shot Adaptation for Neural Text-to-Speech with DurIAN    Zewang Zhang, Qiao Tian, Heng Lu, Ling-Hui Chen, Shan Liu arXiv_CL arXiv_CL  Speech  Pose  Emotion  Few-Shot  PDF
• 2020-05-11 Combining Deep Learning with Geometric Features for Image based Localization in the Gastrointestinal Tract    Jingwei Song, Mitesh Patel, Andreas Girgensohn, Chelhwon Kim arXiv_CV arXiv_CV  Tracking  Pose  Classification  Deep_Learning  Few-Shot  PDF
• 2020-05-11 Deep Medical Image Analysis with Representation Learning and Neuromorphic Computing    Neil Getty, Thomas Brettin, Dong Jin, Rick Stevens, Fangfang Xia arXiv_CV arXiv_CV  Represenation_Learning  Classification  Few-Shot  Medical  CNN  Inference  Prediction  PDF
• 2020-05-11 SOLOIST: Few-shot Task-Oriented Dialog with A Single Pre-trained Auto-regressive Model    Baolin Peng, Chunyuan Li, Jinchao Li, Shahin Shayandeh, Lars Liden, Jianfeng Gao arXiv_AI arXiv_AI  Transformer  Transfer_Learning  Knowledge  Few-Shot  Language_Model  PDF
• 2020-05-10 Supervision and Source Domain Impact on Representation Learning: A Histopathology Case Study    Milad Sikaroudi, Amir Safarpoor, Benyamin Ghojogh, Sobhan Shafiei, Mark Crowley, H.R. Tizhoosh arXiv_CV arXiv_CV  Unsupervised  Represenation_Learning  Few-Shot  PDF
• 2020-05-10 A Comparison of Few-Shot Learning Methods for Underwater Optical and Sonar Image Classification    Mateusz Ochal, Jose Vazquez, Yvan Petillot, Sen Wang arXiv_CV arXiv_CV  Transfer_Learning  Recognition  Knowledge  Classification  Few-Shot  CNN  Image_Classification  Autonomous  PDF
• 2020-05-09 Memory-Augmented Relation Network for Few-Shot Learning    Jun He, Xueliang Liu, Richang Hong arXiv_CV arXiv_CV  Embedding  Relation  Few-Shot  PDF
• 2020-05-06 DenoiSeg: Joint Denoising and Segmentation    Tim-Oliver Buchholz, Mangal Prakash, Alexander Krull, Florian Jug arXiv_CV arXiv_CV  Segmentation  Self-Supervised  Pose  Few-Shot  Denoising  PDF
• 2020-05-06 Harvesting and Refining Question-Answer Pairs for Unsupervised QA    Zhongli Li, Wenhui Wang, Li Dong, Furu Wei, Ke Xu arXiv_CL arXiv_CL  Unsupervised  Bert  Few-Shot  QA  PDF
• 2020-05-06 Gradual Relation Network: Decoding Intuitive Upper Extremity Movement Imaginations Based on Few-Shot EEG Learning    Kyung-Hwan Shim, Ji-Hoon Jeong, Seong-Whan Lee arXiv_AI arXiv_AI  Pose  Face  Classification  Relation  Few-Shot  PDF
• 2020-05-05 Something-Else: Compositional Action Recognition with Spatial-Temporal Interaction Networks    Joanna Materzynska, Tete Xiao, Roei Herzig, Huijuan Xu, Xiaolong Wang, Trevor Darrell arXiv_CV arXiv_CV  Recognition  Pose  Action_Recognition  Action  Relation  Few-Shot  PDF
• 2020-05-04 Generalized Reinforcement Meta Learning for Few-Shot Optimization    Raviteja Anantha, Stephen Pulman, Srinivas Chappidi arXiv_AI arXiv_AI  NAS  Reinforcement_Learning  Optimization  Pose  Face  Few-Shot  PDF
• 2020-05-03 Self-Training with Improved Regularization for Few-Shot Chest X-Ray Classification    Deepta Rajan, Jayaraman J. Thiagarajan, Alexandros Karargyris, Satyananda Kashyap arXiv_CV arXiv_CV  Regularization  Classification  Few-Shot  Medical  Prediction  PDF
• 2020-05-01 From Zero to Hero: On the Limitations of Zero-Shot Cross-Lingual Transfer with Multilingual Transformers    Anne Lauscher, Vinit Ravishankar, Ivan Vulić, Goran Glavaš arXiv_CL arXiv_CL  Transformer  Embedding  Bert  Zero-Shot  Few-Shot  Language_Model  QA  PDF
• 2020-04-30 MAD-X: An Adapter-based Framework for Multi-task Cross-lingual Transfer    Jonas Pfeiffer, Ivan Vulić, Iryna Gurevych, Sebastian Ruder arXiv_CL arXiv_CL  Recognition  Bert  Zero-Shot  Pose  Few-Shot  PDF
• 2020-04-30 SimPropNet: Improved Similarity Propagation for Few-shot Image Segmentation    Siddhartha Gairola, Mayur Hemani, Ayush Chopra, Balaji Krishnamurthy arXiv_CV arXiv_CV  Segmentation  Pose  Quantitative  Few-Shot  PDF
• 2020-04-30 Few-Shot Natural Language Generation by Rewriting Templates    Mihir Kale, Abhinav Rastogi arXiv_CL arXiv_CL  Pose  Action  Few-Shot  Language_Model  PDF
• 2020-04-30 Few-Shot Learning for Abstractive Multi-Document Opinion Summarization    Arthur Bražinskas, Mirella Lapata, Ivan Titov arXiv_CL arXiv_CL  Unsupervised  Review  Pose  Sentiment  Few-Shot  Attention  Summarization  Language_Model  PDF
• 2020-04-30 Logic2Text: High-Fidelity Natural Language Generation from Logical Forms    Zhiyu Chen, Wenhu Chen, Hanwen Zha, Xiyou Zhou, Yunkai Zhang, Sairam Sundaresan, William Yang Wang arXiv_CL arXiv_CL  Pose  Face  Few-Shot  Inference  PDF
• 2020-04-30 Physarum Powered Differentiable Linear Programming Layers and Applications    Zihang Meng, Sathya N. Ravi, Vikas Singh arXiv_CV arXiv_CV  Segmentation  Gradient_Descent  Optimization  Review  Pose  Few-Shot  PDF
• 2020-04-29 Interactive Video Stylization Using Few-Shot Patch-Based Training    Ondřej Texler, David Futschik, Michal Kučera, Ondřej Jamriška, Šárka Sochorová, Menglei Chai, Sergey Tulyakov, Daniel Sýkora arXiv_CV arXiv_CV  Style_Transfer  Few-Shot  Inference  PDF
• 2020-04-29 Learning to Learn to Disambiguate: Meta-Learning for Few-Shot Word Sense Disambiguation    Nithin Holla, Pushkar Mishra, Helen Yannakoudakis, Ekaterina Shutova arXiv_CL arXiv_CL  Pose  Classification  Deep_Learning  Few-Shot  PDF
• 2020-04-29 Zero-Shot Learning and its Applications from Autonomous Vehicles to COVID-19 Diagnosis: A Review    Mahdi Rezaei, Mahsa Shahidi arXiv_CV arXiv_CV  Surveillance  Zero-Shot  Review  Pose  Deep_Learning  Few-Shot  Medical  Autonomous  PDF
• 2020-04-27 Towards Efficient COVID-19 CT Annotation: A Benchmark for Lung and Infection Segmentation    Jun Ma, Yixin Wang, Xingle An, Cheng Ge, Ziqi Yu, Jianan Chen, Qiongjie Zhu, Guoqiang Dong, Jian He, Zhiqiang He, Ziwei Nie, Xiaoping Yang arXiv_CV arXiv_CV  Segmentation  3D  Knowledge  Quantitative  Deep_Learning  Few-Shot  PDF
• 2020-04-26 MICK: A Meta-Learning Framework for Few-shot Relation Classification with Little Training Data    Xiaoqing Geng, Xiwen Chen, Kenny Q. Zhu arXiv_CL arXiv_CL  Knowledge  Pose  Classification  Relation  Few-Shot  PDF
• 2020-04-24 ST$^2$: Small-data Text Style Transfer via Multi-task Meta-Learning    Xiwen Chen, Kenny Q. Zhu arXiv_CL arXiv_CL  Unsupervised  Style_Transfer  Few-Shot  PDF
• 2020-04-23 Signal Level Deep Metric Learning for Multimodal One-Shot Action Recognition    Raphael Memmesheimer, Nick Theisen, Dietrich Paulus arXiv_CV arXiv_CV  Embedding  Recognition  Face  Action_Recognition  Action  Few-Shot  Activity  PDF
• 2020-04-23 Few-Shot Class-Incremental Learning    Xiaoyu Tao, Xiaopeng Hong, Xinyuan Chang, Songlin Dong, Xing Wei, Yihong Gong arXiv_CV arXiv_CV  Represenation_Learning  Knowledge  Pose  Few-Shot  PDF
• 2020-04-22 Learning to Classify Intents and Slot Labels Given a Handful of Examples    Jason Krone, Yi Zhang, Mona Diab arXiv_CL arXiv_CL  Bert  Pose  Classification  Few-Shot  Language_Model  PDF
• 2020-04-21 Few-Shot Learning with Embedded Class Models and Shot-Free Meta Training    Avinash Ravichandran, Rahul Bhotika, Stefano Soatto arXiv_CV arXiv_CV  Embedding  Pose  Few-Shot  PDF
• 2020-04-21 TAEN: Temporal Aware Embedding Network for Few-Shot Action Recognition    Rami Ben-Ari, Mor Shpigel, Ophir Azulai, Udi Barzelay, Daniel Rotman arXiv_CV arXiv_CV  Embedding  Recognition  Action_Recognition  Action  Classification  Detection  Few-Shot  Activity  Video_Classification  PDF
• 2020-04-21 Alleviating the Incompatibility between Cross Entropy Loss and Episode Training for Few-shot Skin Disease Classification    Wei Zhu, Haofu Liao, Wenbin Li, Weijian Li, Jiebo Luo arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2020-04-17 Meta-Meta-Classification for One-Shot Learning    Arkabandhu Chowdhury, Dipak Chaudhari, Swarat Chaudhuri, Chris Jermaine arXiv_CV arXiv_CV  Classification  Few-Shot  PDF
• 2020-04-16 Divergent Search for Few-Shot Image Classification    Jeremy Tan, Bernhard Kainz arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2020-04-15 Joint Supervised and Self-Supervised Learning for 3D Real-World Challenges    Antonio Alliegro, Davide Boscaini, Tatiana Tommasi arXiv_CV arXiv_CV  Segmentation  Transfer_Learning  Point_Cloud  3D  Knowledge  Self-Supervised  Pose  Classification  Deep_Learning  Few-Shot  Autonomous  PDF
• 2020-04-15 Defining Benchmarks for Continual Few-Shot Learning    Antreas Antoniou, Massimiliano Patacchiola, Mateusz Ochal, Amos Storkey arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2020-04-15 ToD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogues    Chien-Sheng Wu, Steven Hoi, Richard Socher, Caiming Xiong arXiv_CL arXiv_CL  Tracking  Bert  Detection  Few-Shot  Language_Model  Prediction  PDF
• 2020-04-14 Few-Shot Single-View 3-D Object Reconstruction with Compositional Priors    Mateusz Michalkiewicz, Sarah Parisot, Stavros Tsogkas, Mahsa Baktashmotlagh, Anders Eriksson, Eugene Belilovsky arXiv_CV arXiv_CV  Reconstruction  3D  Pose  Few-Shot  CNN  PDF
• 2020-04-14 Meta Reinforcement Learning with Autonomous Inference of Subtask Dependencies    Sungryull Sohn, Hyunjae Woo, Jongwook Choi, Honglak Lee arXiv_AI arXiv_AI  Reinforcement_Learning  Pose  Few-Shot  Autonomous  Inference  PDF
• 2020-04-13 Regularizing Meta-Learning via Gradient Dropout    Hung-Yu Tseng, Yi-Wen Chen, Yi-Hsuan Tsai, Sifei Liu, Yen-Yu Lin, Ming-Hsuan Yang arXiv_CV arXiv_CV  Reinforcement_Learning  Optimization  Regularization  Pose  Classification  Few-Shot  Attention  PDF
• 2020-04-13 Cross-lingual Zero- and Few-shot Hate Speech Detection Utilising Frozen Transformer Language Models and AXEL    Lukas Stappen, Fabian Brunn, Björn Schuller arXiv_CL arXiv_CL  Transformer  Zero-Shot  Speech  Classification  Detection  Few-Shot  Attention  Language_Model  PDF
• 2020-04-13 From Machine Reading Comprehension to Dialogue State Tracking: Bridging the Gap    Shuyang Gao, Sanchit Agarwal, Tagyoung Chung, Di Jin, Dilek Hakkani-Tur arXiv_AI arXiv_AI  Tracking  Zero-Shot  Pose  Few-Shot  PDF
• 2020-04-13 Unsupervised Few-shot Learning via Distribution Shift-based Augmentation    Tiexin Qin, Wenbin Li, Yinghuan Shi, Yang Gao arXiv_CV arXiv_CV  Unsupervised  Pose  Few-Shot  Attention  PDF
• 2020-04-12 Self-Supervised Tuning for Few-Shot Segmentation    Kai Zhu, Wei Zhai, Zheng-Jun Zha, Yang Cao arXiv_CV arXiv_CV  Segmentation  Embedding  Optimization  Sparse  Self-Supervised  Pose  Few-Shot  Prediction  PDF
• 2020-04-11 Meta-Learning in Neural Networks: A Survey    Timothy Hospedales, Antreas Antoniou, Paul Micaelli, Amos Storkey arXiv_AI arXiv_AI  NAS  Transfer_Learning  Reinforcement_Learning  Optimization  Pose  Survey  Deep_Learning  Few-Shot  PDF
• 2020-04-10 MA 3 : Model Agnostic Adversarial Augmentation for Few Shot learning    Rohit Jena, Shirsendu Sukanta Halder, Katia Sycara arXiv_CV arXiv_CV  Adversarial  Pose  Few-Shot  PDF
• 2020-04-09 Online Meta-Learning for Multi-Source and Semi-Supervised Domain Adaptation    Da Li, Timothy Hospedales arXiv_CV arXiv_CV  Unsupervised  Pose  Few-Shot  PDF
• 2020-04-06 Objectness-Aware One-Shot Semantic Segmentation    Yinan Zhao, Brian Price, Scott Cohen, Danna Gurari arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Knowledge  Few-Shot  CNN  Prediction  PDF
• 2020-04-06 Meta-Learning for Few-Shot NMT Adaptation    Amr Sharaf, Hany Hassan, Hal Daumé III arXiv_CL arXiv_CL  Pose  NMT  Few-Shot  PDF
• 2020-04-05 Long-tail learning with attributes    Dvir Samuel, Yuval Atzmon, Gal Chechik arXiv_CV arXiv_CV  Face  Few-Shot  Prediction  PDF
• 2020-04-04 It Is Not the Journey but the Destination: Endpoint Conditioned Trajectory Prediction    Karttikeya Mangalam, Harshayu Girase, Shreyas Agarwal, Kuan-Hui Lee, Ehsan Adeli, Jitendra Malik, Adrien Gaidon arXiv_AI arXiv_AI  Few-Shot  Drone  Autonomous  Prediction  PDF
• 2020-04-04 Knowledge Guided Metric Learning for Few-Shot Text Classification    Dianbo Sui, Yubo Chen, Binjie Mao, Delai Qiu, Kang Liu, Jun Zhao arXiv_CL arXiv_CL  Text_Classification  Knowledge  Pose  Classification  Relation  Few-Shot  PDF
• 2020-04-04 CG-BERT: Conditional Text Generation with BERT for Generalized Few-shot Intent Detection    Congying Xia, Chenwei Zhang, Hoang Nguyen, Jiawei Zhang, Philip Yu arXiv_CL arXiv_CL  Bert  Pose  Detection  Few-Shot  Text_Generation  Inference  Language_Model  PDF
• 2020-04-02 Learning to Segment the Tail    Xinting Hu, Yi Jiang, Kaihua Tang, Jingyuan Chen, Chunyan Miao, Hanwang Zhang arXiv_CV arXiv_CV  Recognition  Knowledge  Review  Pose  Few-Shot  PDF
• 2020-04-01 Revisiting Pose-Normalization for Fine-Grained Few-Shot Recognition    Luming Tang, Davis Wertheimer, Bharath Hariharan arXiv_CV arXiv_CV  Recognition  Pose  Classification  Few-Shot  PDF
• 2020-04-01 Learning to Select Base Classes for Few-shot Classification    Linjun Zhou, Peng Cui, Xu Jia, Shiqiang Yang, Qi Tian arXiv_AI arXiv_AI  Optimization  Pose  Classification  Few-Shot  Attention  PDF
• 2020-04-01 Self-Augmentation: Generalizing Deep Networks to Unseen Classes for Few-Shot Learning    Jin-Woo Seo, Hong-Gyu Jung, Seong-Whan Lee arXiv_CV arXiv_CV  Knowledge  Pose  Few-Shot  PDF
• 2020-04-01 Evaluating Weakly Supervised Object Localization Methods Right    Junsuk Choe, Seong Joon Oh, Seungho Lee, Sanghyuk Chun, Zeynep Akata, Hyunjung Shim arXiv_CV arXiv_CV  Weakly_Supervised  Pose  Few-Shot  Attention  PDF
• 2020-03-31 Revisiting Few-shot Activity Detection with Class Similarity Control    Huijuan Xu, Ximeng Sun, Eric Tzeng, Abir Das, Kate Saenko, Trevor Darrell arXiv_CV arXiv_CV  Pose  Classification  Detection  Few-Shot  Activity  Video_Classification  PDF
• 2020-03-31 DPGN: Distribution Propagation Graph Network for Few-shot Learning    Ling Yang, Liangliang Li, Zilun Zhang, Zhou, Erjin Zhou, Yu Liu arXiv_CV arXiv_CV  Pose  Relation  Few-Shot  PDF
• 2020-03-31 FGN: Fully Guided Network for Few-Shot Instance Segmentation    Zhibo Fan, Jin-Gang Yu, Zhihao Liang, Jiarong Ou, Changxin Gao, Gui-Song Xia, Yuanqing Li arXiv_CV arXiv_CV  Segmentation  Pose  Detection  Relation  Few-Shot  Object_Detection  Attention  Prediction  PDF
• 2020-03-30 Semi-supervised Learning for Few-shot Image-to-Image Translation    Yaxing Wang, Salman Khan, Abel Gonzalez-Garcia, Joost van de Weijer, Fahad Shahbaz Khan arXiv_CV arXiv_CV  Pose  Few-Shot  Inference  PDF
• 2020-03-30 Label-Efficient Learning on Point Clouds using Approximate Convex Decompositions    Matheus Gadelha, Aruni RoyChowdhury, Gopal Sharma, Evangelos Kalogerakis, Liangliang Cao, Erik Learned-Miller, Rui Wang, Subhransu Maji arXiv_CV arXiv_CV  Segmentation  Unsupervised  Point_Cloud  3D  Represenation_Learning  Classification  Few-Shot  Attention  PDF
• 2020-03-30 Improving out-of-distribution generalization via multi-task self-supervised pretraining    Isabela Albuquerque, Nikhil Naik, Junnan Li, Nitish Keskar, Richard Socher arXiv_CV arXiv_CV  Adversarial  Self-Supervised  Classification  Few-Shot  PDF
• 2020-03-30 Adversarial Feature Hallucination Networks for Few-Shot Learning    Kai Li, Yulun Zhang, Kunpeng Li, Yun Fu arXiv_CV arXiv_CV  Adversarial  Pose  Classification  Deep_Learning  Few-Shot  GAN  PDF
• 2020-03-29 Meta Fine-Tuning Neural Language Models for Multi-Domain Text Mining    Chengyu Wang, Minghui Qiu, Jun Huang, Xiaofeng He arXiv_CL arXiv_CL  Bert  Knowledge  Pose  Few-Shot  Language_Model  PDF
• 2020-03-28 One-Shot Domain Adaptation For Face Generation    Chao Yang, Ser-Nam Lim arXiv_CV arXiv_CV  Optimization  Pose  Face  Quantitative  Few-Shot  GAN  PDF
• 2020-03-26 Negative Margin Matters: Understanding Margin in Few-shot Classification    Bin Liu, Yue Cao, Yutong Lin, Qi Li, Zheng Zhang, Mingsheng Long, Han Hu arXiv_CV arXiv_CV  Classification  Few-Shot  PDF
• 2020-03-26 Instance Credibility Inference for Few-Shot Learning    Yikai Wang, Chengming Xu, Chen Liu, Li Zhang, Yanwei Fu arXiv_CV arXiv_CV  Pose  Few-Shot  Inference  PDF
• 2020-03-25 Learning What to Learn for Video Object Segmentation    Goutam Bhat, Felix Järemo Lawin, Martin Danelljan, Andreas Robinson, Michael Felsberg, Luc Van Gool, Radu Timofte arXiv_CV arXiv_CV  Segmentation  Few-Shot  Inference  PDF
• 2020-03-25 Rethinking Few-Shot Image Classification: a Good Embedding Is All You Need?    Yonglong Tian, Yue Wang, Dilip Krishnan, Joshua B. Tenenbaum, Phillip Isola arXiv_CV arXiv_CV  Embedding  Self-Supervised  Classification  Few-Shot  Image_Classification  PDF
• 2020-03-25 Auto-Ensemble: An Adaptive Learning Rate Scheduling based Deep Learning Model Ensembling    Jun Yang, Fei Wang arXiv_AI arXiv_AI  Pose  Deep_Learning  Few-Shot  PDF
• 2020-03-24 CRNet: Cross-Reference Networks for Few-Shot Segmentation    Weide Liu, Chi Zhang, Guosheng Lin, Fayao Liu arXiv_CV arXiv_CV  Segmentation  Pose  Few-Shot  CNN  Prediction  PDF
• 2020-03-23 Additive Angular Margin for Few Shot Learning to Classify Clinical Endoscopy Images    Sharib Ali, Binod Bhattaria, Tae-Kyun Kim, Jens Rittscher arXiv_AI arXiv_AI  Pose  Deep_Learning  Few-Shot  GAN  PDF
• 2020-03-20 Selecting Relevant Features from a Universal Representation for Few-shot Classification    Nikita Dvornik, Cordelia Schmid, Julien Mairal arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2020-03-20 Few-Shot Learning with Geometric Constraints    Hong-Gyu Jung, Seong-Whan Lee arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2020-03-19 Domain-Adaptive Few-Shot Learning    An Zhao, Mingyu Ding, Zhiwu Lu, Tao Xiang, Yulei Niu, Jiechao Guan, Ji-Rong Wen, Ping Luo arXiv_CV arXiv_CV  Embedding  Adversarial  Pose  Few-Shot  PDF
• 2020-03-19 XtarNet: Learning to Extract Task-Adaptive Representation for Incremental Few-Shot Learning    Sung Whan Yoon, Do-Yeon Kim, Jun Seo, Jaekyun Moon arXiv_AI arXiv_AI  Knowledge  Pose  Few-Shot  PDF
• 2020-03-18 Semi-supervised few-shot learning for medical image segmentation    Abdur R Feyjie, Reza Azad, Marco Pedersoli, Claude Kauffman, Ismail Ben Ayed, Jose Dolz arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Few-Shot  Medical  PDF
• 2020-03-18 An Artificial Intelligence-Based System to Assess Nutrient Intake for Hospitalised Patients    Ya Lu, Thomai Stathopoulou, Maria F. Vasiloglou, Stergios Christodoulidis, Zeno Stanga, Stavroula Mougiakakou arXiv_CV arXiv_CV  Segmentation  Recognition  3D  Pose  Face  Few-Shot  PDF
• 2020-03-18 CAFENet: Class-Agnostic Few-Shot Edge Detection Network    Young-Hyun Park, Jun Seo, Jaekyun Moon arXiv_CV arXiv_CV  Edge_Detection  Segmentation  Semantic_Segmentation  Regularization  Pose  Detection  Few-Shot  Attention  Matching  PDF
• 2020-03-18 Task-Adaptive Clustering for Semi-Supervised Few-Shot Classification    Jun Seo, Sung Whan Yoon, Jaekyun Moon arXiv_AI arXiv_AI  Embedding  Pose  Classification  Few-Shot  PDF
• 2020-03-16 Context-Transformer: Tackling Object Confusion for Few-Shot Detection    Ze Yang (1), Yali Wang (1), Xianyu Chen (1), Jianzhuang Liu (2), Yu Qiao (1 and 3) ((1) ShenZhen Key Lab of Computer Vision and Pattern Recognition, SIAT-SenseTime Joint Lab, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, (2) Huawei Noah's Ark Lab, (3) SIAT Branch, Shenzhen Institute of Artificial Intelligence and Robotics for Society) arXiv_CV arXiv_CV  Transformer  Transfer_Learning  Knowledge  Pose  Detection  Relation  Few-Shot  Object_Detection  PDF
• 2020-03-16 Any-Shot Object Detection    Shafin Rahman, Salman Khan, Nick Barnes, Fahad Shahbaz Khan arXiv_CV arXiv_CV  Zero-Shot  Knowledge  Pose  Detection  Few-Shot  Object_Detection  Inference  PDF
• 2020-03-16 Frustratingly Simple Few-Shot Object Detection    Xin Wang, Thomas E. Huang, Trevor Darrell, Joseph E. Gonzalez, Fisher Yu arXiv_CV arXiv_CV  Detection  Few-Shot  Object_Detection  Attention  PDF
• 2020-03-15 StarNet: towards weakly supervised few-shot detection and explainable few-shot classification    Leonid Karlinsky, Joseph Shtok, Amit Alfassy, Moshe Lichtenstein, Sivan Harary, Eli Schwartz, Sivan Doveh, Prasanna Sattigeri, Rogerio Feris, Alexander Bronstein, Raja Giryes arXiv_CV arXiv_CV  Weakly_Supervised  Pose  Classification  Detection  Few-Shot  Object_Detection  Prediction  Matching  PDF
• 2020-03-15 DeepEMD: Few-Shot Image Classification with Differentiable Earth Mover's Distance and Structured Classifiers    Chi Zhang, Yujun Cai, Guosheng Lin, Chunhua Shen arXiv_CV arXiv_CV  Image_Caption  Pose  Classification  Few-Shot  Image_Classification  Matching  PDF
• 2020-03-14 TAFSSL: Task-Adaptive Feature Sub-Space Learning for few-shot classification    Moshe Lichtenstein, Prasanna Sattigeri, Rogerio Feris, Raja Giryes, Leonid Karlinsky arXiv_CV arXiv_CV  Self-Supervised  Pose  Classification  Few-Shot  Attention  PDF
• 2020-03-13 Few-Shot Scene Adaptive Crowd Counting Using Meta-Learning    Mahesh Kumar Krishna Reddy, Mohammad Hossain, Mrigank Rochan, Yang Wang arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2020-03-12 A Multi-task Learning Framework for Grasping-Position Detection and Few-Shot Classification    Yasuto Yokota, Kanata Suzuki, Yuzi Kanazawa, Tomoyoshi Takebayashi arXiv_RO arXiv_RO  Pose  Classification  Deep_Learning  Detection  Few-Shot  PDF
• 2020-03-10 Efficient Intent Detection with Dual Sentence Encoders    Iñigo Casanueva, Tadas Temčinas, Daniela Gerz, Matthew Henderson, Ivan Vulić arXiv_CL arXiv_CL  OCR  Bert  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2020-03-10 Continual Local Replacement for Few-shot Learning    Canyu Le, Zhonggui Chen, Xihan Wei, Biao Wang, Lei Zhang arXiv_CV arXiv_CV  Embedding  Recognition  Pose  Classification  Few-Shot  PDF
• 2020-03-10 Incremental Few-Shot Object Detection    Juan-Manuel Perez-Rua, Xiatian Zhu, Timothy Hospedales, Tao Xiang arXiv_CV arXiv_CV  Pose  Detection  Few-Shot  Object_Detection  GAN  PDF
• 2020-03-09 A New Meta-Baseline for Few-Shot Learning    Yinbo Chen, Xiaolong Wang, Zhuang Liu, Huijuan Xu, Trevor Darrell arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2020-03-09 TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot Learning    Zhongjie Yu, Lin Chen, Zhongwei Cheng, Jiebo Luo arXiv_CV arXiv_CV  Recognition  Pose  Deep_Learning  Few-Shot  Attention  PDF
• 2020-03-09 Deep Neural Networks for Automatic Speech Processing: A Survey from Large Corpora to Limited Data    Vincent Roger, Jérôme Farinas, Julien Pinquier arXiv_SD arXiv_SD  Recognition  Review  Speech  Pose  Emotion  Survey  Few-Shot  Speech_Recognition  PDF
• 2020-03-09 Semantic Regularization: Improve Few-shot Image Classification by Reducing Meta Shift    Da Chen, Yongliang Yang, Zunlei Feng, Xiang Wu, Mingli Song, Wenbin Li, Yuan He, Hui Xue, Feng Mao arXiv_CV arXiv_CV  Embedding  Regularization  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2020-03-09 Embedding Propagation: Smoother Manifold for Few-Shot Classification    Pau Rodríguez, Issam Laradji, Alexandre Drouin, Alexandre Lacoste arXiv_CV arXiv_CV  Embedding  Unsupervised  Classification  Few-Shot  PDF
• 2020-03-09 On the Texture Bias for Few-Shot CNN Segmentation    Reza Azad, Abdur R Fayjie, Claude Kauffman, Ismail Ben Ayed, Marco Pedersoli, Jose Dolz arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Recognition  Pose  Few-Shot  CNN  PDF
• 2020-03-07 MatchingGAN: Matching-based Few-shot Image Generation    Yan Hong, Jianfu Zhang, Li Niu, Liqing Zhang arXiv_AI arXiv_AI  Adversarial  Pose  Few-Shot  GAN  Matching  PDF
• 2020-03-05 Zero-Shot Cross-Lingual Transfer with Meta Learning    Farhad Nooralahzadeh, Giannis Bekoulis, Johannes Bjerva, Isabelle Augenstein arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Relation  Few-Shot  Inference  Language_Model  QA  PDF
• 2020-03-05 GANwriting: Content-Conditioned Generation of Styled Handwritten Word Images    Lei Kang, Pau Riba, Yaxing Wang, Marçal Rusiñol, Alicia Fornés, Mauricio Villegas arXiv_CV arXiv_CV  Handwriting  Pose  Quantitative  Few-Shot  GAN  PDF
• 2020-03-04 Towards Fair Cross-Domain Adaptation via Generative Learning    Tongxin Wang, Zhengming Ding, Wei Shao, Haixu Tang, Kun Huang arXiv_CV arXiv_CV  Knowledge  Pose  Classification  Few-Shot  PDF
• 2020-03-04 Learning Fast Adaptation on Cross-Accented Speech Recognition    Genta Indra Winata, Samuel Cahyawijaya, Zihan Liu, Zhaojiang Lin, Andrea Madotto, Peng Xu, Pascale Fung arXiv_SD arXiv_SD  Recognition  Zero-Shot  Speech  Pose  Few-Shot  Speech_Recognition  PDF
• 2020-03-03 Hybrid Generative-Retrieval Transformers for Dialogue Domain Adaptation    Igor Shalyminov, Alessandro Sordoni, Adam Atkinson, Hannes Schulz arXiv_CL arXiv_CL  Transformer  Deep_Learning  Few-Shot  PDF
• 2020-03-02 Few-shot Learning with Weakly-supervised Object Localization    Jinfu Lin, Xiaojian He arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  GAN  PDF
• 2020-02-29 Learning to Compare Relation: Semantic Alignment for Few-Shot Learning    Congqi Cao, Yanning Zhang arXiv_CV arXiv_CV  Recognition  Pose  Relation  Few-Shot  PDF
• 2020-02-27 Is the Meta-Learning Idea Able to Improve the Generalization of Deep Neural Networks on the Standard Supervised Learning?    Xiang Deng, Zhongfei Zhang arXiv_CV arXiv_CV  Gradient_Descent  Pose  Few-Shot  PDF
• 2020-02-27 Brain-Inspired Model for Incremental Learning Using a Few Examples    Ali Ayub, Alan Wagner arXiv_CV arXiv_CV  Pose  Classification  Deep_Learning  Few-Shot  PDF
• 2020-02-27 Few-shot Natural Language Generation for Task-Oriented Dialog    Baolin Peng, Chenguang Zhu, Chunyuan Li, Xiujun Li, Jinchao Li, Michael Zeng, Jianfeng Gao arXiv_CL arXiv_CL  Pose  Few-Shot  PDF
• 2020-02-27 Transductive Few-shot Learning with Meta-Learned Confidence    Seong Min Kye, Hae Beom Lee, Hoirin Kim, Sung Ju Hwang arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Inference  Prediction  Matching  PDF
• 2020-02-26 Evolving Losses for Unsupervised Video Representation Learning    AJ Piergiovanni, Anelia Angelova, Michael S. Ryoo arXiv_CV arXiv_CV  Unsupervised  Recognition  Represenation_Learning  Self-Supervised  Pose  Action_Recognition  Action  Few-Shot  Matching  PDF
• 2020-02-26 An Open-set Recognition and Few-Shot Learning Dataset for Audio Event Classification in Domestic Environments    Javier Naranjo-Alcazar, Sergi Perez-Castanos, Pedro Zuccarrello, Maximo Cobos arXiv_SD arXiv_SD  Transfer_Learning  Recognition  Face  Classification  Deep_Learning  Detection  Few-Shot  Face_Recognition  PDF
• 2020-02-21 Modelling Latent Skills for Multitask Language Generation    Kris Cao, Dani Yogatama arXiv_CL arXiv_CL  Embedding  Few-Shot  Inference  PDF
• 2020-02-21 Few-shot acoustic event detection via meta-learning    Bowen Shi, Ming Sun, Krishna C. Puvvada, Chieh-Chi Kao, Spyros Matsoukas, Chao Wang arXiv_SD arXiv_SD  Recognition  Classification  Detection  Few-Shot  PDF
• 2020-02-19 Curriculum in Gradient-Based Meta-Reinforcement Learning    Bhairav Mehta, Tristan Deleu, Sharath Chandra Raparthy, Chris J. Pal, Liam Paull arXiv_AI arXiv_AI  Reinforcement_Learning  Pose  Few-Shot  PDF
• 2020-02-18 Few-Shot Few-Shot Learning and the role of Spatial Attention    Yann Lifchitz, Yannis Avrithis, Sylvaine Picard arXiv_CV arXiv_CV  Knowledge  Classification  Few-Shot  Attention  PDF
• 2020-02-18 Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation    Hung-Yu Tseng, Hsin-Ying Lee, Jia-Bin Huang, Ming-Hsuan Yang arXiv_CV arXiv_CV  Embedding  Pose  Classification  Few-Shot  PDF
• 2020-02-17 Unraveling Meta-Learning: Understanding Feature Representations for Few-Shot Tasks    Micah Goldblum, Steven Reich, Liam Fowl, Renkun Ni, Valeriia Cherepanova, Tom Goldstein arXiv_AI arXiv_AI  Classification  Few-Shot  PDF
• 2020-02-13 Exploiting the Matching Information in the Support Set for Few Shot Event Classification    Viet Dac Lai, Franck Dernoncourt, Thien Huu Nguyen arXiv_CL arXiv_CL  Pose  Classification  Few-Shot  Matching  PDF
• 2020-02-11 Incremental Learning for Metric-Based Meta-Learners    Qing Liu, Orchid Majumder, Avinash Ravichandran, Rahul Bhotika, Stefano Soatto arXiv_CV arXiv_CV  Knowledge  Pose  Classification  Few-Shot  PDF
• 2020-02-10 Prototype Refinement Network for Few-Shot Segmentation    Jinlu Liu, Yongqiang Qin arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Knowledge  Pose  Few-Shot  PDF
• 2020-02-08 Task Augmentation by Rotating for Meta-Learning    Jialin Liu, Fei Chao, Chih-Min Lin arXiv_CV arXiv_CV  Few-Shot  PDF
• 2019-12-16 A New Benchmark for Evaluation of Cross-Domain Few-Shot Learning    Yunhui Guo, Noel C. F. Codella, Leonid Karlinsky, John R. Smith, Tajana Rosing, Rogerio Feris arXiv_CV arXiv_CV  Transfer_Learning  Pose  Relation  Few-Shot  Medical  PDF
• 2019-12-15 Action Genome: Actions as Composition of Spatio-temporal Scene Graphs    Jingwei Ji, Ranjay Krishna, Li Fei-Fei, Juan Carlos Niebles arXiv_CV arXiv_CV  Recognition  Pose  Action_Recognition  Action  Relation  Few-Shot  Visual_Relation  Prediction  PDF
• 2019-12-13 Few-shot Learning with Contextual Cueing for Object Recognition in Complex Scenes    Mathieu Pagé Fortin, Brahim Chaib-draa arXiv_CV arXiv_CV  Recognition  Pose  Few-Shot  Attention  PDF
• 2019-12-13 Meta-Learning Initializations for Image Segmentation    Sean M. Hendryx, Andrew B. Leach, Paul D. Hein, Clayton T. Morrison arXiv_AI arXiv_AI  Segmentation  Semantic_Segmentation  Reinforcement_Learning  Classification  Relation  Few-Shot  Image_Classification  Prediction  PDF
• 2019-12-12 CLOSURE: Assessing Systematic Generalization of CLEVR Models    Dzmitry Bahdanau, Harm de Vries, Timothy J. O'Donnell, Shikhar Murty, Philippe Beaudoin, Yoshua Bengio, Aaron Courville arXiv_AI arXiv_AI  Transfer_Learning  3D  Pose  Few-Shot  Attention  Matching  PDF
• 2019-12-11 Associative Alignment for Few-shot Image Classification    Arman Afrasiyabi, Jean-François Lalonde, Christian Gagné arXiv_CV arXiv_CV  Recognition  Adversarial  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2019-12-10 A Two-Stage Approach to Few-Shot Learning for Image Recognition    Debasmit Das, C. S. George Lee arXiv_AI arXiv_AI  Recognition  Knowledge  Pose  Action  Classification  Few-Shot  PDF
• 2019-12-09 Meta-Learning without Memorization    Mingzhang Yin, George Tucker, Mingyuan Zhou, Sergey Levine, Chelsea Finn arXiv_AI arXiv_AI  Zero-Shot  Regularization  Classification  Deep_Learning  Few-Shot  Image_Classification  PDF
• 2019-12-07 Improved Few-Shot Visual Classification    Peyman Bateni, Raghav Goyal, Vaden Masrani, Frank Wood, Leonid Sigal arXiv_CV arXiv_CV  Classification  Few-Shot  Image_Classification  PDF
• 2019-12-05 Revisiting Few-Shot Learning for Facial Expression Recognition    Anca-Nicoleta Ciubotaru, Arnout Devos, Behzad Bozorgtabar, Hazim Kemal Ekenel, Jean-Philippe Thiran, Maria Gabrani arXiv_CV arXiv_CV  Recognition  Emotion  Few-Shot  PDF
• 2019-12-01 MetAdapt: Meta-Learned Task-Adaptive Architecture for Few-Shot Classification    Sivan Doveh, Eli Schwartz, Chao Xue, Rogerio Feris, Alex Bronstein, Raja Giryes, Leonid Karlinsky arXiv_CV arXiv_CV  NAS  Pose  Classification  Few-Shot  Attention  PDF
• 2019-11-29 Transflow Learning: Repurposing Flow Models Without Retraining    Andrew Gambardella, Atılım Güneş Baydin, Philip H. S. Torr arXiv_CV arXiv_CV  Style_Transfer  Classification  Few-Shot  Inference  PDF
• 2019-11-29 Learning Generalizable Representations via Diverse Supervision    Ziqi Pang, Zhiyuan Hu, Pavel Tokmakov, Yu-Xiong Wang, Martial Hebert arXiv_CV arXiv_CV  Scene_Parsing  Recognition  Represenation_Learning  Classification  Few-Shot  Attention  PDF
• 2019-11-28 All you need is a good representation: A multi-level and classifier-centric representation for few-shot learning    Shaoli Huang, Dacheng Tao arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2019-11-26 Decoupling Features and Coordinates for Few-shot RGB Relocalization    Siyan Dong, Songyin Wu, Yixin Zhuang, Shanghang Zhang, Kai Xu, Baoquan Chen arXiv_CV arXiv_CV  3D  Pose_Estimation  Pose  Action  Few-Shot  PDF
• 2019-11-26 Few-Shot Knowledge Graph Completion    Chuxu Zhang, Huaxiu Yao, Chao Huang, Meng Jiang, Zhenhui Li, Nitesh V. Chawla arXiv_AI arXiv_AI  Knowledge  Knowledge_Graph  Pose  Relation  Few-Shot  PDF
• 2019-11-25 Meta-Learning of Neural Architectures for Few-Shot Learning    Thomas Elsken, Benedikt Staffler, Jan Hendrik Metzen, Frank Hutter arXiv_AI arXiv_AI  Segmentation  Semantic_Segmentation  Pose  Classification  Detection  Few-Shot  Object_Detection  PDF
• 2019-11-25 Fast and Generalized Adaptation for Few-Shot Learning    Liang Song, Jinlu Liu, Yongqiang Qin arXiv_CV arXiv_CV  Pose  Deep_Learning  Few-Shot  PDF
• 2019-11-25 Prototype Rectification for Few-Shot Learning    Jinlu Liu, Liang Song, Yongqiang Qin arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2019-11-24 Invenio: Discovering Hidden Relationships Between Tasks/Domains Using Structured Meta Learning    Sameeksha Katoch, Kowshik Thopalli, Jayaraman J. Thiagarajan, Pavan Turaga, Andreas Spanias arXiv_CV arXiv_CV  Optimization  Knowledge  Self-Supervised  Relation  Few-Shot  PDF
• 2019-11-24 Facial Landmark Correlation Analysis    Yongzhe Yan, Stefan Duffner, Priyanka Phutane, Anthony Berthelier, Christophe Blanc, Christophe Garcia, Thierry Chateau arXiv_CV arXiv_CV  Transfer_Learning  Facial_Landmark  Sparse  Pose  Detection  Relation  Few-Shot  CNN  Prediction  PDF
• 2019-11-24 3FabRec: Fast Few-shot Face alignment by Reconstruction    Bjoern Browatzki, Christian Wallraven arXiv_CV arXiv_CV  Reconstruction  Unsupervised  Facial_Landmark  Knowledge  Adversarial  Face  Detection  Few-Shot  Inference  PDF
• 2019-11-23 Differentiable Meta-learning Model for Few-shot Semantic Segmentation    Pinzhuo Tian, Zhangkai Wu, Lei Qi, Lei Wang, Yinghuan Shi, Yang Gao arXiv_CV arXiv_CV  Segmentation  Embedding  Semantic_Segmentation  Knowledge  Pose  Classification  Few-Shot  PDF
• 2019-11-23 Meta Adaptation using Importance Weighted Demonstrations    Kiran Lekkala, Sami Abu-El-Haija, Laurent Itti arXiv_AI arXiv_AI  Knowledge  Pose  Few-Shot  PDF
• 2019-11-22 A Transfer Learning Method for Goal Recognition Exploiting Cross-Domain Spatial Features    Thibault Duhamel, Mariane Maynard, Froduald Kabanza arXiv_AI arXiv_AI  Transfer_Learning  Recognition  Knowledge  Action  Classification  Deep_Learning  Few-Shot  Activity  Inference  PDF
• 2019-11-21 Knowledge Graph Transfer Network for Few-Shot Recognition    Riquan Chen, Tianshui Chen, Xiaolu Hui, Hefeng Wu, Guanbin Li, Liang Lin arXiv_CV arXiv_CV  Recognition  Knowledge  Knowledge_Graph  Pose  Action  Relation  Few-Shot  PDF
• 2019-11-21 When Low Resource NLP Meets Unsupervised Language Model: Meta-pretraining Then Meta-learning for Few-shot Text Classification    Shumin Deng, Ningyu Zhang, Zhanlin Sun, Jiaoyan Chen, Huajun Chen arXiv_CL arXiv_CL  Unsupervised  Sentiment_Classification  Text_Classification  Classification  Sentiment  Few-Shot  Language_Model  PDF
• 2019-11-19 Learning to Control Latent Representations for Few-Shot Learning of Named Entities    Omar U. Florez, Erik Mueller arXiv_AI arXiv_AI  Recognition  Represenation_Learning  Pose  Action  Few-Shot  Prediction  PDF
• 2019-11-19 MarioNETte: Few-shot Face Reenactment Preserving Identity of Unseen Targets    Sungjoo Ha, Martin Kersner, Beomsu Kim, Seokjun Seo, Dongyoung Kim arXiv_CV arXiv_CV  Transformer  Pose  Face  Few-Shot  Attention  PDF
• 2019-11-16 Defensive Few-shot Adversarial Learning    Wenbin Li, Lei Wang, Xingxing Zhang, Jing Huo, Yang Gao, Jiebo Luo arXiv_CV arXiv_CV  Knowledge  Adversarial  Pose  Deep_Learning  Few-Shot  Attention  PDF
• 2019-11-16 Unsupervised Representation Learning for Gaze Estimation    Yu Yu, Jean-Marc Odobez arXiv_CV arXiv_CV  Unsupervised  3D  Represenation_Learning  Pose_Estimation  Regularization  Knowledge  Pose  Gaze_Estimation  Few-Shot  PDF
• 2019-11-14 Self-Supervised Learning For Few-Shot Image Classification    Da Chen, Yuefeng Chen, Yuhong Li, Feng Mao, Yuan He, Hui Xue arXiv_CV arXiv_CV  Embedding  Self-Supervised  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2019-11-12 SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning    Yan Wang, Wei-Lun Chao, Kilian Q. Weinberger, Laurens van der Maaten arXiv_CV arXiv_CV  Action  Classification  Few-Shot  CNN  PDF
• 2019-11-10 Searching for Legal Clauses by Analogy. Few-shot Semantic Retrieval Shared Task    Łukasz Borchmann, Dawid Wiśniewski, Andrzej Gretkowski, Izabela Kosmala, Dawid Jurkiewicz, Łukasz Szałkiewicz, Gabriela Pałka, Karol Kaczmarek, Agnieszka Kaliska, Filip Graliński arXiv_CL arXiv_CL  Unsupervised  Pose  Action  Detection  Few-Shot  Language_Model  PDF
• 2019-11-10 Learning to Few-Shot Learn Across Diverse Natural Language Classification Tasks    Trapit Bansal, Rishikesh Jha, Andrew McCallum arXiv_CL arXiv_CL  Transformer  Optimization  Self-Supervised  Action  Classification  Relation  Sentiment  Few-Shot  Relation_Extraction  Inference  PDF
• 2019-11-06 Shaping Visual Representations with Language for Few-shot Classification    Jesse Mu, Percy Liang, Noah Goodman arXiv_CV arXiv_CV  Represenation_Learning  Classification  Few-Shot  PDF
• 2019-11-06 A Generalized Algorithm for Multi-Objective Reinforcement Learning and Policy Adaptation    Runzhe Yang, Xingyuan Sun, Karthik Narasimhan arXiv_AI arXiv_AI  Reinforcement_Learning  Pose  Few-Shot  PDF
• 2019-11-02 On-Device Machine Learning: An Algorithms and Learning Theory Perspective    Sauptik Dhar, Junyao Guo, Jiayi Liu, Samarth Tripathi, Unmesh Kurup, Mohak Shah arXiv_AI arXiv_AI  Survey  Few-Shot  Inference  PDF
• 2019-10-30 A Neural Topic-Attention Model for Medical Term Abbreviation Disambiguation    Irene Li, Michihiro Yasunaga, Muhammed Yavuz Nuzumlalı, Cesar Caraballo, Shiwani Mahajan, Harlan Krumholz, Dragomir Radev arXiv_CL arXiv_CL  Pose  Few-Shot  Attention  Medical  PDF
• 2019-10-30 Metric Learning with Background Noise Class for Few-shot Detection of Rare Sound Events    Kazuki Shimada, Yuichiro Koyama, Akira Inoue arXiv_SD arXiv_SD  Recognition  Pose  Action  Classification  Detection  Few-Shot  PDF
• 2019-10-30 Multimodal Model-Agnostic Meta-Learning via Task-Aware Modulation    Risto Vuorio, Shao-Hua Sun, Hexiang Hu, Joseph J. Lim arXiv_AI arXiv_AI  Reinforcement_Learning  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2019-10-28 Neural Similarity Learning    Weiyang Liu, Zhen Liu, James M. Rehg, Le Song arXiv_CV arXiv_CV  Recognition  Pose  Few-Shot  CNN  Inference  PDF
• 2019-10-28 Shoestring: Graph-Based Semi-Supervised Learning with Severely Limited Labeled Data    Wanyu Lin, Zhaolin Gao, Baochun Li arXiv_CV arXiv_CV  Embedding  Text_Classification  Knowledge  Pose  Classification  Few-Shot  CNN  Image_Classification  PDF
• 2019-10-28 Few-shot Video-to-Video Synthesis    Ting-Chun Wang, Ming-Yu Liu, Andrew Tao, Guilin Liu, Jan Kautz, Bryan Catanzaro arXiv_CV arXiv_CV  Segmentation  Pose  Few-Shot  Attention  PDF
• 2019-10-25 Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection    Shumin Deng, Ningyu Zhang, Jiaojian Kang, Yichi Zhang, Wei Zhang, Huajun Chen arXiv_CL arXiv_CL  Dynamic_Memory_Network  Memory_Networks  Pose  Action  Detection  Few-Shot  PDF
• 2019-10-21 Localization of Fake News Detection via Multitask Transfer Learning    Jan Christian Blaise Cruz, Julianne Agatha Tan, Charibeth Cheng arXiv_CL arXiv_CL  Transformer  Transfer_Learning  Detection  Few-Shot  Attention  Language_Model  PDF
• 2019-10-18 Texture Bias Of CNNs Limits Few-Shot Classification Performance    Sam Ringer, Will Williams, Tom Ash, Remi Francis, David MacLeod arXiv_CV arXiv_CV  Classification  Few-Shot  CNN  Image_Classification  PDF
• 2019-10-17 Cross Attention Network for Few-shot Classification    Ruibing Hou, Hong Chang, Bingpeng Ma, Shiguang Shan, Xilin Chen arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Attention  Inference  PDF
• 2019-10-17 Probabilistic Model-Agnostic Meta-Learning    Chelsea Finn, Kelvin Xu, Sergey Levine arXiv_AI arXiv_AI  Gradient_Descent  Pose  Few-Shot  PDF
• 2019-10-16 FewRel 2.0: Towards More Challenging Few-Shot Relation Classification    Tianyu Gao, Xu Han, Hao Zhu, Zhiyuan Liu, Peng Li, Maosong Sun, Jie Zhou arXiv_CL arXiv_CL  Classification  Detection  Relation  Few-Shot  Attention  PDF
• 2019-10-15 Face Behavior `a la carte: Expressions, Affect and Action Units in a Single Network    Dimitrios Kollias, Viktoriia Sharmanska, Stefanos Zafeiriou arXiv_CV arXiv_CV  Recognition  Pose  Emotion  Face  Action  Detection  Few-Shot  Matching  PDF
• 2019-10-14 A New Local Transformation Module for Few-shot Segmentation    Yuwei Yang, Fanman Meng, Hongliang Li, Qingbo Wu, Xiaolong Xu, Shuai Chen arXiv_CV arXiv_CV  Segmentation  Embedding  Pose  Relation  Few-Shot  Attention  PDF
• 2019-10-14 Rethinking Data Augmentation: Self-Supervision and Self-Distillation    Hankook Lee, Sung Ju Hwang, Jinwoo Shin arXiv_CV arXiv_CV  Knowledge  Self-Supervised  Pose  Classification  Few-Shot  Inference  Prediction  PDF
• 2019-10-11 Artistic Glyph Image Synthesis via One-Stage Few-Shot Learning    Yue Gao, Yuan Guo, Zhouhui Lian, Yingmin Tang, Jianguo Xiao arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2019-10-10 MetaPix: Few-Shot Video Retargeting    Jessica Lee, Deva Ramanan, Rohit Girdhar arXiv_CV arXiv_CV  Unsupervised  Pose  Action  Few-Shot  PDF
• 2019-10-09 A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification    Varun Kumar, Hadrien Glaude, Cyprien de Lichy, William Campbell arXiv_CL arXiv_CL  Unsupervised  Transfer_Learning  Bert  Represenation_Learning  Face  Classification  Few-Shot  PDF
• 2019-10-08 When Does Self-supervision Improve Few-shot Learning?    Jong-Chyi Su, Subhransu Maji, Bharath Hariharan arXiv_CV arXiv_CV  Self-Supervised  Few-Shot  PDF
• 2019-10-08 Semi Few-Shot Attribute Translation    Ricard Durall, Franz-Josef Pfreundt, Janis Keuper arXiv_CV arXiv_CV  Transfer_Learning  Deep_Learning  Few-Shot  GAN  PDF
• 2019-10-07 Meta-Transfer Learning through Hard Tasks    Qianru Sun, Yaoyao Liu, Zhaozheng Chen, Tat-Seng Chua, Bernt Schiele arXiv_CV arXiv_CV  Transfer_Learning  Recognition  Pose  Few-Shot  CNN  PDF
• 2019-10-07 Compositional Generalization for Primitive Substitutions    Yuanpeng Li, Liang Zhao, Jianyu Wang, Joel Hestness arXiv_CL arXiv_CL  Knowledge  Pose  Few-Shot  Attention  PDF
• 2019-10-05 Few-shot tweet detection in emerging disaster events    Anna Kruspe arXiv_CL arXiv_CL  Detection  Few-Shot  Matching  PDF
• 2019-10-05 Transductive Episodic-Wise Adaptive Metric for Few-Shot Learning    Limeng Qiao, Yemin Shi, Jia Li, Yaowei Wang, Tiejun Huang, Yonghong Tian arXiv_CV arXiv_CV  Embedding  Regularization  Pose  Relation  Few-Shot  Attention  Inference  PDF
• 2019-10-04 Few-Shot Abstract Visual Reasoning With Spectral Features    Tanner Bohn, Yining Hu, Charles X. Ling arXiv_CV arXiv_CV  Knowledge  Pose  Classification  Deep_Learning  Relation  Few-Shot  PDF
• 2019-10-03 Data-Efficient Goal-Oriented Conversation with Dialogue Knowledge Transfer Networks    Igor Shalyminov, Sungjin Lee, Arash Eshghi, Oliver Lemon arXiv_CL arXiv_CL  Unsupervised  Knowledge  Few-Shot  PDF
• 2019-10-03 Learning Point Embeddings from Shape Repositories for Few-Shot Segmentation    Gopal Sharma, Evangelos Kalogerakis, Subhransu Maji arXiv_CV arXiv_CV  Segmentation  Embedding  Semantic_Segmentation  3D  Face  Relation  Few-Shot  PDF
• 2019-10-01 Graph convolutional networks for learning with few clean and many noisy labels    Ahmet Iscen, Giorgos Tolias, Yannis Avrithis, Ondrej Chum, Cordelia Schmid arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  CNN  PDF
• 2019-10-01 Bad Form: Comparing Context-Based and Form-Based Few-Shot Learning in Distributional Semantic Models    Jeroen Van Hautte, Guy Emerson, Marek Rei arXiv_AI arXiv_AI  Embedding  Pose  Few-Shot  PDF
• 2019-10-01 Revisiting Fine-tuning for Few-shot Learning    Akihiro Nakamura, Tatsuya Harada arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2019-09-30 Meta-learning algorithms for Few-Shot Computer Vision    Etienne Bennequin arXiv_CV arXiv_CV  Recognition  Review  Classification  Detection  Few-Shot  Object_Detection  Image_Classification  PDF
• 2019-09-29 Learning to Self-Train for Semi-Supervised Few-Shot Classification    Xinzhe Li, Qianru Sun, Yaoyao Liu, Shibao Zheng, Qin Zhou, Tat-Seng Chua, Bernt Schiele arXiv_CV arXiv_CV  Unsupervised  Gradient_Descent  Optimization  Pose  Classification  Few-Shot  PDF
• 2019-09-28 Generalized Zero-shot ICD Coding    Congzheng Song, Shanghang Zhang, Najmeh Sadoughi, Pengtao Xie, Eric Xing arXiv_CL arXiv_CL  Zero-Shot  Text_Classification  Knowledge  Adversarial  Pose  Classification  Few-Shot  Prediction  PDF
• 2019-09-28 Feature Weighting and Boosting for Few-Shot Segmentation    Khoi Nguyen, Sinisa Todorovic arXiv_CV arXiv_CV  Segmentation  Few-Shot  Inference  PDF
• 2019-09-26 RLBench: The Robot Learning Benchmark & Learning Environment    Stephen James, Zicong Ma, David Rovick Arrojo, Andrew J. Davison arXiv_AI arXiv_AI  Segmentation  Reinforcement_Learning  Pose  Few-Shot  PDF
• 2019-09-25 A Theoretical Analysis of the Number of Shots in Few-Shot Learning    Tianshi Cao, Marc Law, Sanja Fidler arXiv_AI arXiv_AI  Recognition  Pose  Classification  Few-Shot  PDF
• 2019-09-25 Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion    Zihao Wang, Kwun Ping Lai, Piji Li, Lidong Bing, Wai Lam arXiv_CL arXiv_CL  Knowledge  Knowledge_Graph  Pose  Relation  Few-Shot  PDF
• 2019-09-20 Teaching Pretrained Models with Commonsense Reasoning: A Preliminary KB-Based Approach    Shiyang Li, Jianshu Chen, Dian Yu arXiv_AI arXiv_AI  Bert  Knowledge  Pose  Relation  Few-Shot  Language_Model  PDF
• 2019-09-19 A New Few-shot Segmentation Network Based on Class Representation    Yuwei Yang, Fanman Meng, Hongliang Li, King N.Ngan, Qingbo Wu arXiv_CV arXiv_CV  Segmentation  Knowledge  Pose  Few-Shot  PDF
• 2019-09-17 ProtoGAN: Towards Few Shot Learning for Action Recognition    Sai Kumar Dwivedi, Vikram Gupta, Rahul Mitra, Shuaib Ahmed, Arjun Jain arXiv_CV arXiv_CV  Recognition  Knowledge  Adversarial  Action_Recognition  Action  Few-Shot  GAN  PDF
• 2019-09-17 Learn to Segment Organs with a Few Bounding Boxes    Abhijeet Parida, Arianne Tran, Nassir Navab, Shadi Albarqouni arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  3D  Few-Shot  GAN  Medical  PDF
• 2019-09-14 Metric-Based Few-Shot Learning for Video Action Recognition    Chris Careaga, Brian Hutchinson, Nathan Hodas, Lawrence Phillips arXiv_CV arXiv_CV  Embedding  Recognition  Pose  Action_Recognition  Action  Classification  Few-Shot  CNN  Image_Classification  Video_Classification  PDF
• 2019-09-12 Differentially Private Meta-Learning    Jeffrey Li, Mikhail Khodak, Sebastian Caldas, Ameet Talwalkar arXiv_AI arXiv_AI  Transfer_Learning  Reinforcement_Learning  Pose  Few-Shot  Language_Model  PDF
• 2019-09-12 Modular Meta-Learning with Shrinkage    Yutian Chen, Abram L. Friesen, Feryal Behbahani, David Budden, Matthew W. Hoffman, Arnaud Doucet, Nando de Freitas arXiv_AI arXiv_AI  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2019-09-11 Learning to Propagate for Graph Meta-Learning    Lu Liu, Tianyi Zhou, Guodong Long, Jing Jiang, Chengqi Zhang arXiv_CV arXiv_CV  Knowledge  Classification  Relation  Few-Shot  Attention  PDF
• 2019-09-11 Few-Shot Classification on Unseen Domains by Learning Disparate Modulators    Yongseok Choi, Junyoung Park, Subin Yi, Dong-Yeon Cho arXiv_CV arXiv_CV  Embedding  Pose  Classification  Few-Shot  PDF
• 2019-09-10 Meta-Learning with Implicit Gradients    Aravind Rajeswaran, Chelsea Finn, Sham Kakade, Sergey Levine arXiv_AI arXiv_AI  Recognition  Optimization  Pose  Few-Shot  PDF
• 2019-09-10 PARN: Position-Aware Relation Networks for Few-Shot Learning    Ziyang Wu, Yuwei Li, Lihua Guo, Kui Jia arXiv_CV arXiv_CV  Pose  Action  Relation  Few-Shot  Attention  CNN  PDF
• 2019-09-06 A Baseline for Few-Shot Image Classification    Guneet S. Dhillon, Pratik Chaudhari, Avinash Ravichandran, Stefano Soatto arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2019-09-06 Efficient Automatic Meta Optimization Search for Few-Shot Learning    Xinyue Zheng, Peng Wang, Qigang Wang, Zhongchao shi, Feiyu Xu arXiv_CV arXiv_CV  NAS  Optimization  Pose  Few-Shot  PDF
• 2019-09-05 Investigating Multilingual NMT Representations at Scale    Sneha Reddy Kudugunta, Ankur Bapna, Isaac Caswell, Naveen Arivazhagan, Orhan Firat arXiv_CL arXiv_CL  Transfer_Learning  NMT  Relation  Few-Shot  PDF
• 2019-09-04 Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs    Mingyang Chen, Wen Zhang, Wei Zhang, Qiang Chen, Huajun Chen arXiv_CL arXiv_CL  Embedding  Knowledge  Knowledge_Graph  Pose  Relation  Few-Shot  Prediction  PDF
• 2019-09-03 Few-Shot Generalization for Single-Image 3D Reconstruction via Priors    Bram Wallace, Bharath Hariharan arXiv_CV arXiv_CV  Reconstruction  3D  Few-Shot  PDF
• 2019-08-31 Out-of-Domain Detection for Low-Resource Text Classification Tasks    Ming Tan, Yang Yu, Haoyu Wang, Dakuo Wang, Saloni Potdar, Shiyu Chang, Mo Yu arXiv_CL arXiv_CL  Zero-Shot  Text_Classification  Pose  Classification  Detection  Few-Shot  PDF
• 2019-08-30 Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations    Xin Lv, Yuxian Gu, Xu Han, Lei Hou, Juanzi Li, Zhiyuan Liu arXiv_AI arXiv_AI  Knowledge  Knowledge_Graph  Pose  Relation  Few-Shot  QA  PDF
• 2019-08-29 Neural Snowball for Few-Shot Relation Learning    Tianyu Gao, Xu Han, Ruobing Xie, Zhiyuan Liu, Fen Lin, Leyu Lin, Maosong Sun arXiv_CL arXiv_CL  Knowledge  Knowledge_Graph  Pose  Action  Relation  Few-Shot  Relation_Extraction  PDF
• 2019-08-27 Few-shot Learning with Deep Triplet Networks for Brain Imaging Modality Recognition    Santi Puch, Irina Sánchez, Matt Rowe arXiv_CV arXiv_CV  Recognition  Pose  Few-Shot  CNN  PDF
• 2019-08-18 PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment    Kaixin Wang, Jun Hao Liew, Yingtian Zou, Daquan Zhou, Jiashi Feng arXiv_CV arXiv_CV  Segmentation  Embedding  Semantic_Segmentation  Regularization  Knowledge  Few-Shot  Matching  PDF
• 2019-08-16 Few-shot Text Classification with Distributional Signatures    Yujia Bao, Menghua Wu, Shiyu Chang, Regina Barzilay arXiv_CL arXiv_CL  Text_Classification  Classification  Relation  Few-Shot  Attention  PDF
• 2019-08-16 Few-Shot Dialogue Generation Without Annotated Data: A Transfer Learning Approach    Igor Shalyminov, Sungjin Lee, Arash Eshghi, Oliver Lemon arXiv_CL arXiv_CL  Transfer_Learning  Knowledge  Few-Shot  PDF
• 2019-08-14 Few-Shot Learning with Global Class Representations    Tiange Luo, Aoxue Li, Tao Xiang, Weiran Huang, Liwei Wang arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2019-08-13 Meta Reasoning over Knowledge Graphs    Hong Wang, Wenhan Xiong, Mo Yu, Xiaoxiao Guo, Shiyu Chang, William Yang Wang arXiv_CL arXiv_CL  Knowledge  Knowledge_Graph  Pose  Relation  Few-Shot  PDF
• 2019-08-06 MetaAdvDet: Towards Robust Detection of Evolving Adversarial Attacks    Chen Ma, Chenxu Zhao, Hailin Shi, Li Chen, Junhai Yong, Dan Zeng arXiv_CV arXiv_CV  Adversarial  Pose  Detection  Few-Shot  Object_Detection  Prediction  PDF
• 2019-08-06 Few-Shot Object Detection with Attention-RPN and Multi-Relation Detector    Qi Fan, Wei Zhuo, Yu-Wing Tai arXiv_CV arXiv_CV  Knowledge  Pose  Quantitative  Detection  Relation  Few-Shot  Object_Detection  Attention  PDF
• 2019-08-04 Low-Rank Pairwise Alignment Bilinear Network For Few-Shot Fine-Grained Image Classification    Huaxi Huang, Junjie Zhang, Jian Zhang, Jingsong Xu, Qiang Wu arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2019-07-31 Few-Shot Viewpoint Estimation    Hung-Yu Tseng, Shalini De Mello, Jonathan Tremblay, Sifei Liu, Stan Birchfield, Ming-Hsuan Yang, Jan Kautz arXiv_CV arXiv_CV  3D  Few-Shot  PDF
• 2019-07-31 Few-Shot Meta-Denoising    Leslie Casas, Gustavo Carneiro, Nassir Navab, Vasileios Belagiannis arXiv_CV arXiv_CV  Transfer_Learning  Pose  Few-Shot  Denoising  PDF
• 2019-07-31 An Empirical Study of Batch Normalization and Group Normalization in Conditional Computation    Vincent Michalski, Vikram Voleti, Samira Ebrahimi Kahou, Anthony Ortiz, Pascal Vincent, Chris Pal, Doina Precup arXiv_CV arXiv_CV  Optimization  Pose  VQA  Few-Shot  PDF
• 2019-07-29 FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation    Tianhan Wei, Xiang Li, Yau Pun Chen, Yu-Wing Tai, Chi-Keung Tang arXiv_CV arXiv_CV  Segmentation  Recognition  Deep_Learning  Few-Shot  PDF
• 2019-07-28 Charting the Right Manifold: Manifold Mixup for Few-shot Learning    Puneet Mangla, Mayank Singh, Abhishek Sinha, Nupur Kumari, Vineeth N Balasubramanian, Balaji Krishnamurthy arXiv_CV arXiv_CV  Represenation_Learning  Regularization  Self-Supervised  Pose  Few-Shot  PDF