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Not Just Pretty Pictures: Text-to-Image Generators Enable Interpretable Interventions for Robust Representations


Dec 21, 2022
Jianhao Yuan, Francesco Pinto, Adam Davies, Aarushi Gupta, Philip Torr

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General Adversarial Defense Against Black-box Attacks via Pixel Level and Feature Level Distribution Alignments


Dec 11, 2022
Xiaogang Xu, Hengshuang Zhao, Philip Torr, Jiaya Jia

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LUMix: Improving Mixup by Better Modelling Label Uncertainty


Nov 29, 2022
Shuyang Sun, Jie-Neng Chen, Ruifei He, Alan Yuille, Philip Torr, Song Bai

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Is synthetic data from generative models ready for image recognition?


Oct 14, 2022
Ruifei He, Shuyang Sun, Xin Yu, Chuhui Xue, Wenqing Zhang, Philip Torr, Song Bai, Xiaojuan Qi

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* Preprint. Under review 

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Diversified Dynamic Routing for Vision Tasks


Sep 26, 2022
Botos Csaba, Adel Bibi, Yanwei Li, Philip Torr, Ser-Nam Lim

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* 18 pages, 9 figures, ECCV, VIPriors 

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SegPGD: An Effective and Efficient Adversarial Attack for Evaluating and Boosting Segmentation Robustness


Jul 25, 2022
Jindong Gu, Hengshuang Zhao, Volker Tresp, Philip Torr

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* European Conference on Computer Vision (ECCV) , 2022 

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Collaborative Quantization Embeddings for Intra-Subject Prostate MR Image Registration


Jul 14, 2022
Ziyi Shen, Qianye Yang, Yuming Shen, Francesco Giganti, Vasilis Stavrinides, Richard Fan, Caroline Moore, Mirabela Rusu, Geoffrey Sonn, Philip Torr, Dean Barratt, Yipeng Hu

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* preprint version, accepted for MICCAI 2022 (25th International Conference on Medical Image Computing and Computer Assisted Intervention) 

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Universal Adaptive Data Augmentation


Jul 14, 2022
Xiaogang Xu, Hengshuang Zhao, Philip Torr

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* under submission 

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Unsupervised Contrastive Domain Adaptation for Semantic Segmentation


Apr 18, 2022
Feihu Zhang, Vladlen Koltun, Philip Torr, René Ranftl, Stephan R. Richter

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MP2: A Momentum Contrast Approach for Recommendation with Pointwise and Pairwise Learning


Apr 18, 2022
Menghan Wang, Yuchen Guo, Zhenqi Zhao, Guangzheng Hu, Yuming Shen, Mingming Gong, Philip Torr

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* This paper was accepted at SIGIR 2022 

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