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Adaptive Hardness-driven Augmentation and Alignment Strategies for Multi-Source Domain Adaptations

2 January 2025

Papers citing "Adaptive Hardness-driven Augmentation and Alignment Strategies for Multi-Source Domain Adaptations"

44 / 44 papers shown

Title
Learning with Alignments: Tackling the Inter- and Intra-domain Shifts for Cross-multidomain Facial Expression Recognition Yuxiang Yang L. Wen Xinyi Zeng Yuanyuan Xu Xi Wu Jiliu Zhou Yan Wang 82 3 0 08 Jul 2024
A Class-aware Optimal Transport Approach with Higher-Order Moment Matching for Unsupervised Domain Adaptation Tuan Nguyen Van Nguyen Trung Le He Zhao Quan Hung Tran Dinh Q. Phung OT 79 1 0 29 Jan 2024
Graph Matching with Bi-level Noisy Correspondence Yijie Lin Mouxing Yang Jun Yu Peng Hu Changqing Zhang Xiaocui Peng 112 33 0 08 Dec 2022
Instance-specific and Model-adaptive Supervision for Semi-supervised Semantic Segmentation Zhen Zhao Sifan Long Jimin Pi Jingdong Wang Luping Zhou 80 34 0 21 Nov 2022
Dynamic Instance Domain Adaptation Zhongying Deng Kaiyang Zhou Da Li Junjun He Yi-Zhe Song Tao Xiang OOD 99 33 0 09 Mar 2022
Multi-Source Unsupervised Domain Adaptation via Pseudo Target Domain Chuan-Xian Ren Yong-Jin Liu Xiwen Zhang Ke-Kun Huang AAML OOD 66 93 0 22 Feb 2022
Aligning Domain-specific Distribution and Classifier for Cross-domain Classification from Multiple Sources Yongchun Zhu Fuzhen Zhuang Deqing Wang OOD 114 310 0 04 Jan 2022
Multi-Representation Adaptation Network for Cross-domain Image Classification Yongchun Zhu Fuzhen Zhuang Jindong Wang Jingwu Chen Zhiping Shi Wenjuan Wu Qing He OOD 130 223 0 04 Jan 2022
Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation Binhui Xie Longhui Yuan Shuang Li Chi Harold Liu Xinjing Cheng UQCV 93 92 0 25 Nov 2021
T-SVDNet: Exploring High-Order Prototypical Correlations for Multi-Source Domain Adaptation Ruihuang Li Xu Jia Jianzhong He Shuaijun Chen Q. Hu 56 38 0 30 Jul 2021
MixStyle Neural Networks for Domain Generalization and Adaptation Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang OOD TTA 77 86 0 05 Jul 2021
Deep Subdomain Adaptation Network for Image Classification Yongchun Zhu Fuzhen Zhuang Jindong Wang Guolin Ke Jingwu Chen Jiang Bian Hui Xiong Qing He 92 792 0 17 Jun 2021
Cross-Domain Adaptive Clustering for Semi-Supervised Domain Adaptation Jichang Li Guanbin Li Yemin Shi Yizhou Yu 134 120 0 19 Apr 2021
A Simple Baseline for Semi-supervised Semantic Segmentation with Strong Data Augmentation Jianlong Yuan Yifan Liu Chunhua Shen Zhibin Wang Hao Li 57 112 0 15 Apr 2021
Information-theoretic regularization for Multi-source Domain Adaptation Geon Yeong Park Sang Wan Lee TTA 86 28 0 04 Apr 2021
AutoMix: Unveiling the Power of Mixup for Stronger Classifiers Zicheng Liu Siyuan Li Di Wu Jianzhu Guo Zhiyuan Chen Lirong Wu Stan Z. Li 121 78 0 24 Mar 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 753 41,831 0 22 Oct 2020
Learning to Combine: Knowledge Aggregation for Multi-Source Domain Adaptation Hang Wang Minghao Xu Bingbing Ni Wenjun Zhang 97 113 0 17 Jul 2020
Unsupervised Intra-domain Adaptation for Semantic Segmentation through Self-Supervision Fei Pan Inkyu Shin François Rameau Seokju Lee In So Kweon SSL 88 374 0 16 Apr 2020
Instance Credibility Inference for Few-Shot Learning Yikai Wang C. Xu Chen Liu Li Zhang Yanwei Fu 80 164 0 26 Mar 2020
Multi-source Distilling Domain Adaptation Sicheng Zhao Guangzhi Wang Shanghang Zhang Yang Gu Yaxian Li Zhichao Song Pengfei Xu Runbo Hu Hua Chai Kurt Keutzer TTA 102 218 0 22 Nov 2019
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 400 3,518 0 30 Sep 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 660 4,825 0 13 May 2019
Active Adversarial Domain Adaptation Jong-Chyi Su Yi-Hsuan Tsai Kihyuk Sohn Buyu Liu Subhransu Maji Manmohan Chandraker 77 139 0 16 Apr 2019
Moment Matching for Multi-Source Domain Adaptation Xingchao Peng Qinxun Bai Xide Xia Zijun Huang Kate Saenko Bo Wang OOD 191 1,813 0 04 Dec 2018
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation Tuan-Hung Vu Himalaya Jain Max Bucher Matthieu Cord P. Pérez 179 1,304 0 30 Nov 2018
Model Adaptation with Synthetic and Real Data for Semantic Dense Foggy Scene Understanding Daniel Gehrig Dengxin Dai Simon Hecker Luc Van Gool 104 243 0 03 Aug 2018
Deep Cocktail Network: Multi-source Unsupervised Domain Adaptation with Category Shift Ruijia Xu Ziliang Chen W. Zuo Junjie Yan Liang Lin OOD 102 392 0 02 Mar 2018
Maximum Classifier Discrepancy for Unsupervised Domain Adaptation Kuniaki Saito Kohei Watanabe Yoshitaka Ushiku Tatsuya Harada 112 1,796 0 07 Dec 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 323 9,831 0 25 Oct 2017
Deeper, Broader and Artier Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 209 1,454 0 09 Oct 2017
Deep Hashing Network for Unsupervised Domain Adaptation Hemanth Venkateswara José Eusébio Shayok Chakraborty S. Panchanathan OOD 162 2,060 0 22 Jun 2017
Mind the Class Weight Bias: Weighted Maximum Mean Discrepancy for Unsupervised Domain Adaptation Hongliang Yan Yukang Ding P. Li Qilong Wang Yong-mei Xu W. Zuo 103 577 0 01 May 2017
Adversarial Discriminative Domain Adaptation Eric Tzeng Judy Hoffman Kate Saenko Trevor Darrell GAN OOD 306 4,687 0 17 Feb 2017
Correlation Alignment for Unsupervised Domain Adaptation Baochen Sun Jiashi Feng Kate Saenko OOD 70 404 0 06 Dec 2016
Hard-Aware Deeply Cascaded Embedding Yuhui Yuan Kuiyuan Yang Chao Zhang 111 303 0 17 Nov 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 1.1K 36,992 0 25 Aug 2016
Deep CORAL: Correlation Alignment for Deep Domain Adaptation Baochen Sun Kate Saenko OOD 111 3,182 0 06 Jul 2016
Coupled Generative Adversarial Networks Ming-Yuan Liu Oncel Tuzel OOD GAN 142 1,630 0 24 Jun 2016
Deep Transfer Learning with Joint Adaptation Networks Mingsheng Long Hanhua Zhu Jianmin Wang Michael I. Jordan TTA 107 2,467 0 21 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.5K 195,053 0 10 Dec 2015
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 1.1K 27,484 0 02 Dec 2015
Learning Transferable Features with Deep Adaptation Networks Mingsheng Long Yue Cao Jianmin Wang Michael I. Jordan OOD 241 5,227 0 10 Feb 2015
Unsupervised Domain Adaptation by Backpropagation Yaroslav Ganin Victor Lempitsky OOD 277 6,055 0 26 Sep 2014