Show Me The Best Outfit for A Certain Scene: A Scene-aware Fashion Recommender System

Author:

Ye Tangwei1ORCID,Hu Liang2ORCID,Zhang Qi3ORCID,Lai Zhong Yuan1ORCID,Naseem Usman4ORCID,Liu Dora D.5ORCID

Affiliation:

1. DeepBlue Academy of Sciences, China

2. Tongji University, China and DeepBlue Academy of Sciences, China

3. University of Technology Sydney, Australia and DeepBlue Academy of Sciences, China

4. University of Sydney, Australia

5. DeepBlue Academy of Sciences, China and BirenTech Research, China

Funder

National Key Research and Development Program of China

National Natural Science Foundation of China

Publisher

ACM

Reference34 articles.

1. Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation

2. Guillem Cucurull , Perouz Taslakian , and David Vázquez . 2019 . Context-Aware Visual Compatibility Prediction. In IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2019 , Long Beach, CA, USA , June 16-20, 2019. Computer Vision Foundation / IEEE, 12617–12626. https://doi.org/10.1109/CVPR.2019.01290 10.1109/CVPR.2019.01290 Guillem Cucurull, Perouz Taslakian, and David Vázquez. 2019. Context-Aware Visual Compatibility Prediction. In IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2019, Long Beach, CA, USA, June 16-20, 2019. Computer Vision Foundation / IEEE, 12617–12626. https://doi.org/10.1109/CVPR.2019.01290

3. Jacob Devlin , Ming-Wei Chang , Kenton Lee , and Kristina Toutanova . 2019 . BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding . In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies , Volume 1 (Long and Short Papers). Association for Computational Linguistics, Minneapolis, Minnesota, 4171–4186. https://doi.org/10. 18653/v1/N 19 - 1423 10.18653/v1 Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers). Association for Computational Linguistics, Minneapolis, Minnesota, 4171–4186. https://doi.org/10.18653/v1/N19-1423

4. Alexey Dosovitskiy , Lucas Beyer , Alexander Kolesnikov , Dirk Weissenborn , Xiaohua Zhai , Thomas Unterthiner , Mostafa Dehghani , Matthias Minderer , Georg Heigold , Sylvain Gelly , Jakob Uszkoreit , and Neil Houlsby . 2021 . An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale . In 9th International Conference on Learning Representations, ICLR 2021 , Virtual Event, Austria , May 3-7, 2021. OpenReview.net. https://openreview.net/forum?id=YicbFdNTTy Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, Jakob Uszkoreit, and Neil Houlsby. 2021. An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale. In 9th International Conference on Learning Representations, ICLR 2021, Virtual Event, Austria, May 3-7, 2021. OpenReview.net. https://openreview.net/forum?id=YicbFdNTTy

5. Michael Gutmann and Aapo Hyvärinen. 2010. Noise-contrastive estimation: A new estimation principle for unnormalized statistical models. In Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics(Proceedings of Machine Learning Research Vol. 9) Yee Whye Teh and Mike Titterington (Eds.). PMLR Chia Laguna Resort Sardinia Italy 297–304. https://proceedings.mlr.press/v9/gutmann10a.html Michael Gutmann and Aapo Hyvärinen. 2010. Noise-contrastive estimation: A new estimation principle for unnormalized statistical models. In Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics(Proceedings of Machine Learning Research Vol. 9) Yee Whye Teh and Mike Titterington (Eds.). PMLR Chia Laguna Resort Sardinia Italy 297–304. https://proceedings.mlr.press/v9/gutmann10a.html

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