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Brand Label Albedo Extraction of eCommerce Products using Generative Adversarial Network

2021-09-07 08:30:15
Suman Sapkota, Manish Juneja, Laurynas Keleras, Pranav Kotwal, Binod Bhattarai
arXiv_CV
     
Abstract

In this paper we present our solution to extract albedo of branded labels for e-commerce products. To this end, we generate a large-scale photo-realistic synthetic data set for albedo extraction followed by training a generative model to translate images with diverse lighting conditions to albedo. We performed an extensive evaluation to test the generalisation of our method to in-the-wild images. From the experimental results, we observe that our solution generalises well compared to the existing method both in the unseen rendered images as well as in the wild image.

Abstract (translated)

URL

https://arxiv.org/abs/2109.02929

PDF

https://arxiv.org/pdf/2109.02929.pdf

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