Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation

20 February 2020

Jian Liang

Papers citing "Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation"

50 / 625 papers shown

Title
GeT: Generative Target Structure Debiasing for Domain Adaptation Can Zhang G. Lee DiffM 31 2 0 20 Aug 2023
On the Robustness of Open-World Test-Time Training: Self-Training with Dynamic Prototype Expansion Yu-Sheng Li Xun Xu Yongyi Su Kui Jia OOD VLM TTA 27 18 0 19 Aug 2023
ZhiJian: A Unifying and Rapidly Deployable Toolbox for Pre-trained Model Reuse Yi-Kai Zhang Lu Ren Chao Yi Qiwen Wang De-Chuan Zhan Han-Jia Ye 21 2 0 17 Aug 2023
The Unreasonable Effectiveness of Large Language-Vision Models for Source-free Video Domain Adaptation Giacomo Zara Alessandro Conti Subhankar Roy Stéphane Lathuilière Paolo Rota Elisa Ricci 27 11 0 17 Aug 2023
Label Shift Adapter for Test-Time Adaptation under Covariate and Label Shifts S. Park Seunghan Yang Jaegul Choo Sungrack Yun VLM TTA 30 18 0 17 Aug 2023
Context-Aware Pseudo-Label Refinement for Source-Free Domain Adaptive Fundus Image Segmentation Zheang Huai Xinpeng Ding Yi Li Xiaomeng Li 36 5 0 15 Aug 2023
Towards Open-Set Test-Time Adaptation Utilizing the Wisdom of Crowds in Entropy Minimization Jungsoo Lee Debasmit Das Jaegul Choo Sungha Choi TTA VLM 43 26 0 14 Aug 2023
Unsupervised Adaptation of Polyp Segmentation Models via Coarse-to-Fine Self-Supervision Jiexiang Wang Chaoqi Chen 18 2 0 13 Aug 2023
GeoAdapt: Self-Supervised Test-Time Adaptation in LiDAR Place Recognition Using Geometric Priors Joshua Knights Stephen Hausler S. Sridharan Clinton Fookes Peyman Moghadam 21 10 0 09 Aug 2023
Source-free Domain Adaptive Human Pose Estimation Qucheng Peng Ce Zheng Cheng Chen 3DH TTA 35 23 0 06 Aug 2023
Adapting Machine Learning Diagnostic Models to New Populations Using a Small Amount of Data: Results from Clinical Neuroscience Rongguang Wang G. Erus Pratik Chaudhari Christos Davatzikos OOD 40 2 0 06 Aug 2023
Incorporating Pre-training Data Matters in Unsupervised Domain Adaptation Yinsong Xu Aidong Men Yang Liu Qingchao Chen 16 0 0 06 Aug 2023
Cal-SFDA: Source-Free Domain-adaptive Semantic Segmentation with Differentiable Expected Calibration Error Zixin Wang Yadan Luo Zhi Chen Sen Wang Zi Huang 24 11 0 06 Aug 2023
ReCLIP: Refine Contrastive Language Image Pre-Training with Source Free Domain Adaptation Xuefeng Hu Ke Zhang Lu Xia Albert Y. C. Chen Jiajia Luo ... Nan Qiao Xiao Zeng Min Sun Cheng-Hao Kuo Ram Nevatia VLM 27 24 0 04 Aug 2023
Consistency Regularization for Generalizable Source-free Domain Adaptation Longxiang Tang Kai Li Chunming He Yulun Zhang Xiu Li TTA 32 15 0 03 Aug 2023
Curriculum Guided Domain Adaptation in the Dark C. S. Jahan Andreas E. Savakis 24 3 0 02 Aug 2023
Continual Domain Adaptation on Aerial Images under Gradually Degrading Weather C. S. Jahan Andreas E. Savakis 11 1 0 02 Aug 2023
Cross-Dataset Adaptation for Instrument Classification in Cataract Surgery Videos Jay N. Paranjape S. Sikder Vishal M. Patel S. Vedula 42 2 0 31 Jul 2023
Open-Set Domain Adaptation with Visual-Language Foundation Models Qing Yu Go Irie Kiyoharu Aizawa VLM 32 6 0 30 Jul 2023
Cross-Modal Concept Learning and Inference for Vision-Language Models Yi Zhang Ce Zhang Yushun Tang Z. He VLM MLLM CLIP 33 15 0 28 Jul 2023
Test Time Adaptation for Blind Image Quality Assessment Subhadeep Roy Shankhanil Mitra Soma Biswas R. Soundararajan VLM OOD 42 17 0 27 Jul 2023
SL: Stable Learning in Source-Free Domain Adaption for Medical Image Segmentation Yixin Chen Yan Wang OOD 23 0 0 24 Jul 2023
Distribution Shift Matters for Knowledge Distillation with Webly Collected Images Jialiang Tang Shuo Chen Gang Niu Masashi Sugiyama Chenggui Gong 21 13 0 21 Jul 2023
Label Calibration for Semantic Segmentation Under Domain Shift Ondrej Bohdal Da Li Timothy M. Hospedales VLM 20 3 0 20 Jul 2023
Feed-Forward Source-Free Domain Adaptation via Class Prototypes Ondrej Bohdal Da Li Timothy M. Hospedales VLM TTA CLL 21 3 0 20 Jul 2023
Unsupervised Accuracy Estimation of Deep Visual Models using Domain-Adaptive Adversarial Perturbation without Source Samples JoonHo Lee J. Woo H. Moon Kwonho Lee 27 2 0 19 Jul 2023
Spuriosity Didn't Kill the Classifier: Using Invariant Predictions to Harness Spurious Features Cian Eastwood Shashank Singh Andrei Liviu Nicolicioiu Marin Vlastelica Julius von Kügelgen Bernhard Schölkopf OOD 18 17 0 19 Jul 2023
PseudoCal: A Source-Free Approach to Unsupervised Uncertainty Calibration in Domain Adaptation Dapeng Hu Jian Liang Xinchao Wang Chuan-Sheng Foo 23 0 0 14 Jul 2023
Source-Free Domain Adaptation with Temporal Imputation for Time Series Data Mohamed Ragab Emadeldeen Eldele Min-man Wu Chuan-Sheng Foo Xiaoli Li Zhenghua Chen TTA AI4TS 19 18 0 14 Jul 2023
Diversity-enhancing Generative Network for Few-shot Hypothesis Adaptation Ruijiang Dong Feng Liu Haoang Chi Tongliang Liu Biwei Huang Gang Niu Masashi Sugiyama Bo Han 21 5 0 12 Jul 2023
Distill-SODA: Distilling Self-Supervised Vision Transformer for Source-Free Open-Set Domain Adaptation in Computational Pathology Guillaume Vray Devavrat Tomar Jean-Philippe Thiran Behzad Bozorgtabar MedIm 29 0 0 10 Jul 2023
Probabilistic Test-Time Generalization by Variational Neighbor-Labeling Sameer Ambekar Zehao Xiao Jiayi Shen Xiantong Zhen Cees G. M. Snoek BDL OOD 30 1 0 08 Jul 2023
Universal Semi-supervised Model Adaptation via Collaborative Consistency Training Zizheng Yan Yushuang Wu Yipeng Qin Xiaoguang Han Shuguang Cui Guanbin Li 39 1 0 07 Jul 2023
Benchmarking Test-Time Adaptation against Distribution Shifts in Image Classification Yongcan Yu Lijun Sheng Ran He Jian Liang OOD VLM TTA 35 15 0 06 Jul 2023
A Critical Look at the Current Usage of Foundation Model for Dense Recognition Task Shiqi Yang Atsushi Hashimoto Yoshitaka Ushiku DiffM VLM 38 1 0 06 Jul 2023
Prompting Diffusion Representations for Cross-Domain Semantic Segmentation R. Gong Martin Danelljan Hanqi Sun Julio Mangas Luc Van Gool DiffM VLM 31 22 0 05 Jul 2023
FREEDOM: Target Label & Source Data & Domain Information-Free Multi-Source Domain Adaptation for Unsupervised Personalization Eunju Yang Gyusang Cho Chan-Hyun Youn TTA 27 1 0 04 Jul 2023
Cross-Inferential Networks for Source-free Unsupervised Domain Adaptation Yushun Tang Qinghai Guo Z. He OOD 25 5 0 29 Jun 2023
Prompt Ensemble Self-training for Open-Vocabulary Domain Adaptation Jiaxing Huang Jingyi Zhang Han Qiu Sheng Jin Shijian Lu VPVLM VLM 14 0 0 29 Jun 2023
CoCo: A Coupled Contrastive Framework for Unsupervised Domain Adaptive Graph Classification Nan Yin Libin Shen Mengzhu Wang L. Lan Zeyu Ma C. L. Philip Chen Xiansheng Hua Xiao Luo 31 43 0 08 Jun 2023
ViDA: Homeostatic Visual Domain Adapter for Continual Test Time Adaptation Jiaming Liu Senqiao Yang Peidong Jia Renrui Zhang Ming Lu Yandong Guo Wei Xue Shanghang Zhang TTA OOD VLM 30 36 0 07 Jun 2023
On Pitfalls of Test-Time Adaptation Hao Zhao Yuejiang Liu Alexandre Alahi Tao R. Lin TTA 29 39 0 06 Jun 2023
Towards Source-free Domain Adaptive Semantic Segmentation via Importance-aware and Prototype-contrast Learning Yihong Cao Hui Zhang Xiao Lu Zhen Xiao Kailun Yang Yaonan Wang 24 7 0 02 Jun 2023
Universal Test-time Adaptation through Weight Ensembling, Diversity Weighting, and Prior Correction Robert A. Marsden Mario Döbler Bin Yang TTA 24 30 0 01 Jun 2023
FACT: Federated Adversarial Cross Training Stefan Schrod Jonas Lippl Andreas Schäfer Michael Altenbuchinger FedML HILM 11 3 0 01 Jun 2023
Source-Free Domain Adaptation for SSVEP-based Brain-Computer Interfaces Osman Berke Guney Deniz Kucukahmetler Huseyin Ozkan 11 1 0 27 May 2023
Representation Transfer Learning via Multiple Pre-trained models for Linear Regression Navjot Singh Suhas Diggavi 34 1 0 25 May 2023
Target-Aware Generative Augmentations for Single-Shot Adaptation Kowshik Thopalli Rakshith Subramanyam P. Turaga Jayaraman J. Thiagarajan TTA 39 5 0 22 May 2023
Single Domain Dynamic Generalization for Iris Presentation Attack Detection Yachun Li Jingjing Wang Yuhui Chen Di Xiey Shiliang Pu 26 4 0 22 May 2023
Imbalance-Agnostic Source-Free Domain Adaptation via Avatar Prototype Alignment Hongbin Lin Mingkui Tan Yifan Zhang Zhen Qiu Shuaicheng Niu Dong Liu Qing Du Yanxia Liu 57 0 0 22 May 2023