C-SFDA: A Curriculum Learning Aided Self-Training Framework for Efficient Source Free Domain Adaptation

30 March 2023

Nazmul Karim

Niluthpol Chowdhury Mithun

Nazanin Rahnavard

Papers citing "C-SFDA: A Curriculum Learning Aided Self-Training Framework for Efficient Source Free Domain Adaptation"

50 / 70 papers shown

Title
Model Adaptation: Unsupervised Domain Adaptation without Source Data Rui Li Qianfen Jiao Wenming Cao Hau-San Wong Si Wu OOD 205 488 0 26 Feb 2025
Simulations of Common Unsupervised Domain Adaptation Algorithms for Image Classification Ahmad Chaddad Yihang Wu Yuchen Jiang Ahmed Bouridane Christian Desrosiers 200 2 0 15 Feb 2025
Multi-Granularity Class Prototype Topology Distillation for Class-Incremental Source-Free Unsupervised Domain Adaptation Peihua Deng Jiehua Zhang Xichun Sheng C. Yan Yaoqi Sun Ying Fu Liang-Sheng Li CLL 144 1 0 25 Nov 2024
Source-Free Domain Adaptation via Distribution Estimation Ning Ding Yixing Xu Yehui Tang Chao Xu Yunhe Wang Dacheng Tao TTA 44 115 0 24 Apr 2022
Contrastive Test-Time Adaptation Dian Chen Dequan Wang Trevor Darrell Sayna Ebrahimi TTA 51 264 0 21 Apr 2022
Continual Test-Time Domain Adaptation Qin Wang Olga Fink Luc Van Gool Dengxin Dai OOD TTA 101 419 0 25 Mar 2022
Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation Ruihuang Li Shuai Li Chenhang He Yabin Zhang Xu Jia Lei Zhang 72 84 0 18 Mar 2022
Exploiting the Intrinsic Neighborhood Structure for Source-free Domain Adaptation Shiqi Yang Yaxing Wang Joost van de Weijer Luis Herranz Shangling Jui TTA 94 244 0 08 Oct 2021
Adaptive Early-Learning Correction for Segmentation from Noisy Annotations Sheng Liu Kangning Liu Weicheng Zhu Yiqiu Shen C. Fernandez‐Granda NoLa 76 105 0 07 Oct 2021
Model Adaptation: Historical Contrastive Learning for Unsupervised Domain Adaptation without Source Data Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu 203 219 0 07 Oct 2021
Generalized Source-free Domain Adaptation Shiqi Yang Yaxing Wang Joost van de Weijer Luis Herranz Shangling Jui TTA 66 254 0 03 Aug 2021
AUGCO: Augmentation Consistency-guided Self-training for Source-free Domain Adaptive Semantic Segmentation Viraj Prabhu Shivam Khare Deeksha Kartik Judy Hoffman TTA 49 21 0 21 Jul 2021
Predicting with Confidence on Unseen Distributions Devin Guillory Vaishaal Shankar Sayna Ebrahimi Trevor Darrell Ludwig Schmidt UQCV OOD 48 120 0 07 Jul 2021
DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic Segmentation Xinyi Wu Zhenyao Wu Haojie Guo L. Ju Song Wang 125 145 0 22 Apr 2021
Source-Free Domain Adaptation for Semantic Segmentation Yuang Liu Wei Zhang Jun Wang 43 253 0 30 Mar 2021
VDM-DA: Virtual Domain Modeling for Source Data-free Domain Adaptation Jiayi Tian Jing Zhang Wen Li Dong Xu TTA 32 96 0 26 Mar 2021
Transferable Semantic Augmentation for Domain Adaptation Shuang Li Mixue Xie Kaixiong Gong Chi Harold Liu Yulin Wang Wei Li TTA 57 126 0 23 Mar 2021
Uncertainty-guided Model Generalization to Unseen Domains Fengchun Qiao Xi Peng OOD UQCV 67 61 0 12 Mar 2021
Cycle Self-Training for Domain Adaptation Hong Liu Jianmin Wang Mingsheng Long 93 177 0 05 Mar 2021
Learning Frequency Domain Approximation for Binary Neural Networks Yixing Xu Kai Han Chang Xu Yehui Tang Chunjing Xu Yunhe Wang MQ 62 55 0 01 Mar 2021
Complementary Pseudo Labels For Unsupervised Domain Adaptation On Person Re-identification Hao Feng Minghao Chen Jinming Hu Dong Shen Haifeng Liu Deng Cai 48 66 0 29 Jan 2021
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation Pan Zhang Bo Zhang Ting Zhang Dong Chen Yong Wang Fang Wen 168 496 0 26 Jan 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 545 40,739 0 22 Oct 2020
Instance Adaptive Self-Training for Unsupervised Domain Adaptation Ke Mei Chuang Zhu Jiaqi Zou Shanghang Zhang 71 307 0 27 Aug 2020
Contextual-Relation Consistent Domain Adaptation for Semantic Segmentation Jiaxing Huang Shijian Lu Dayan Guan Xiaobing Zhang 145 125 0 05 Jul 2020
Domain Adaptation without Source Data Youngeun Kim Donghyeon Cho Kyeongtak Han Priyadarshini Panda Sungeun Hong TTA 91 176 0 03 Jul 2020
Early-Learning Regularization Prevents Memorization of Noisy Labels Sheng Liu Jonathan Niles-Weed N. Razavian C. Fernandez‐Granda NoLa 99 563 0 30 Jun 2020
Graph Optimal Transport for Cross-Domain Alignment Liqun Chen Zhe Gan Yu Cheng Linjie Li Lawrence Carin Jingjing Liu OT 85 152 0 26 Jun 2020
Evaluating Prediction-Time Batch Normalization for Robustness under Covariate Shift Zachary Nado Shreyas Padhy D. Sculley Alexander DÁmour Balaji Lakshminarayanan Jasper Snoek OOD AI4TS 85 247 0 19 Jun 2020
Domain Conditioned Adaptation Network Shuang Li Chi Harold Liu Qiuxia Lin Binhui Xie Zhengming Ding Gao Huang Jian Tang OOD 37 103 0 14 May 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 141 4,532 0 23 Apr 2020
Unsupervised Intra-domain Adaptation for Semantic Segmentation through Self-Supervision Fei Pan Inkyu Shin François Rameau Seokju Lee In So Kweon SSL 67 372 0 16 Apr 2020
Universal Source-Free Domain Adaptation Jogendra Nath Kundu Naveen Venkat V. RahulM. R. Venkatesh Babu VLM TTA 61 342 0 09 Apr 2020
Towards Inheritable Models for Open-Set Domain Adaptation Jogendra Nath Kundu Naveen Venkat R. Ambareesh V. RahulM. R. Venkatesh Babu VLM 50 118 0 09 Apr 2020
Unsupervised Domain Adaptation via Structurally Regularized Deep Clustering Hui Tang Ke Chen Kui Jia CML OOD 59 272 0 19 Mar 2020
A Balanced and Uncertainty-aware Approach for Partial Domain Adaptation Jian Liang Yunbo Wang Dapeng Hu Ran He Jiashi Feng 199 108 0 05 Mar 2020
Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation Jian Liang Dapeng Hu Jiashi Feng 95 1,238 0 20 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 335 18,721 0 13 Feb 2020
HoMM: Higher-order Moment Matching for Unsupervised Domain Adaptation Chao Chen Zhihang Fu Zhihong Chen Sheng Jin Zhaowei Cheng Xinyu Jin Xiansheng Hua 58 201 0 27 Dec 2019
PolyTransform: Deep Polygon Transformer for Instance Segmentation Justin Liang N. Homayounfar Wei-Chiu Ma Yuwen Xiong Rui Hu R. Urtasun ViT ISeg 51 175 0 05 Dec 2019
Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling Qian Wang T. Breckon OOD 60 212 0 18 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 175 12,065 0 13 Nov 2019
Self-training with Noisy Student improves ImageNet classification Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 296 2,387 0 11 Nov 2019
Aleatoric and Epistemic Uncertainty in Machine Learning: An Introduction to Concepts and Methods Eyke Hüllermeier Willem Waegeman PER UD 214 1,405 0 21 Oct 2019
Confidence Regularized Self-Training Yang Zou Zhiding Yu Xiaofeng Liu B. Kumar Jinsong Wang 340 795 0 26 Aug 2019
Pseudo-Labeling Curriculum for Unsupervised Domain Adaptation Jaehoon Choi Minki Jeong Taekyung Kim Changick Kim 48 95 0 01 Aug 2019
Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming Claudio Michaelis Benjamin Mitzkus Robert Geirhos E. Rusak Oliver Bringmann Alexander S. Ecker Matthias Bethge Wieland Brendel 3DPC 95 444 0 17 Jul 2019
Semi-supervised Domain Adaptation via Minimax Entropy Kuniaki Saito Donghyun Kim Stan Sclaroff Trevor Darrell Kate Saenko 68 620 0 13 Apr 2019
Sliced Wasserstein Discrepancy for Unsupervised Domain Adaptation Chen-Yu Lee Tanmay Batra M. H. Baig Daniel Ulbricht 124 541 0 10 Mar 2019
Contrastive Adaptation Network for Unsupervised Domain Adaptation Guoliang Kang Lu Jiang Yi Yang Alexander G. Hauptmann 102 834 0 04 Jan 2019