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Improving Zero-shot Generalization and Robustness of Multi-modal Models


Dec 04, 2022
Yunhao Ge, Jie Ren, Yuxiao Wang, Andrew Gallagher, Ming-Hsuan Yang, Laurent Itti, Hartwig Adam, Balaji Lakshminarayanan, Jiaping Zhao

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* 11 pages (including appendix), 5 figures 

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MOAT: Alternating Mobile Convolution and Attention Brings Strong Vision Models


Oct 04, 2022
Chenglin Yang, Siyuan Qiao, Qihang Yu, Xiaoding Yuan, Yukun Zhu, Alan Yuille, Hartwig Adam, Liang-Chieh Chen

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Exploring Fine-Grained Audiovisual Categorization with the SSW60 Dataset


Jul 21, 2022
Grant Van Horn, Rui Qian, Kimberly Wilber, Hartwig Adam, Oisin Mac Aodha, Serge Belongie

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* ECCV 2022 Camera Ready 

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CMT-DeepLab: Clustering Mask Transformers for Panoptic Segmentation


Jun 17, 2022
Qihang Yu, Huiyu Wang, Dahun Kim, Siyuan Qiao, Maxwell Collins, Yukun Zhu, Hartwig Adam, Alan Yuille, Liang-Chieh Chen

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* CVPR 2022 Oral 

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TubeFormer-DeepLab: Video Mask Transformer


May 30, 2022
Dahun Kim, Jun Xie, Huiyu Wang, Siyuan Qiao, Qihang Yu, Hong-Seok Kim, Hartwig Adam, In So Kweon, Liang-Chieh Chen

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* CVPR 2022 

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Adaptive Transformers for Robust Few-shot Cross-domain Face Anti-spoofing


Mar 23, 2022
Hsin-Ping Huang, Deqing Sun, Yaojie Liu, Wen-Sheng Chu, Taihong Xiao, Jinwei Yuan, Hartwig Adam, Ming-Hsuan Yang

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Surrogate Gap Minimization Improves Sharpness-Aware Training


Mar 19, 2022
Juntang Zhuang, Boqing Gong, Liangzhe Yuan, Yin Cui, Hartwig Adam, Nicha Dvornek, Sekhar Tatikonda, James Duncan, Ting Liu

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* Paper accepted by ICLR22, https://openreview.net/forum?id=edONMAnhLu

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Contextualized Spatio-Temporal Contrastive Learning with Self-Supervision


Dec 09, 2021
Liangzhe Yuan, Rui Qian, Yin Cui, Boqing Gong, Florian Schroff, Ming-Hsuan Yang, Hartwig Adam, Ting Liu

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Exploring Temporal Granularity in Self-Supervised Video Representation Learning


Dec 08, 2021
Rui Qian, Yeqing Li, Liangzhe Yuan, Boqing Gong, Ting Liu, Matthew Brown, Serge Belongie, Ming-Hsuan Yang, Hartwig Adam, Yin Cui

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DeepLab2: A TensorFlow Library for Deep Labeling


Jun 17, 2021
Mark Weber, Huiyu Wang, Siyuan Qiao, Jun Xie, Maxwell D. Collins, Yukun Zhu, Liangzhe Yuan, Dahun Kim, Qihang Yu, Daniel Cremers, Laura Leal-Taixe, Alan L. Yuille, Florian Schroff, Hartwig Adam, Liang-Chieh Chen

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* 4-page technical report. The first three authors contributed equally to this work 

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