Source-Free Adaptation to Measurement Shift via Bottom-Up Feature Restoration

12 July 2021

Cian Eastwood

I. Mason

Christopher K. I. Williams

Bernhard Schölkopf

TTA

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Papers citing "Source-Free Adaptation to Measurement Shift via Bottom-Up Feature Restoration"

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DiCoTTA: Domain-invariant Learning for Continual Test-time Adaptation Sohyun Lee N. Kim Juwon Kang Seong Joon Oh Suha Kwak 87 0 0 07 Apr 2025
LEARN: A Unified Framework for Multi-Task Domain Adapt Few-Shot Learning Bharadwaj Ravichandran Alexander Lynch S. Brockman Brandon RichardWebster Dawei Du A. Hoogs Christopher Funk ObjD VLM 68 0 0 20 Dec 2024
Test-time Adaptation for Regression by Subspace Alignment Kazuki Adachi Shinýa Yamaguchi Atsutoshi Kumagai Tomoki Hamagami TTA 37 0 0 04 Oct 2024
Distribution Alignment for Fully Test-Time Adaptation with Dynamic Online Data Streams Ziqiang Wang Zhixiang Chi Yanan Wu Li Gu Zhi Liu Konstantinos Plataniotis Yang Wang OOD TTA 42 2 0 16 Jul 2024
DALLMi: Domain Adaption for LLM-based Multi-label Classifier Miruna Betianu Abele Malan Marco Aldinucci Robert Birke Lydia Y. Chen 38 5 0 03 May 2024
Active Test-Time Adaptation: Theoretical Analyses and An Algorithm Shurui Gui Xiner Li Shuiwang Ji TTA 59 11 0 07 Apr 2024
Test-Time Model Adaptation with Only Forward Passes Shuaicheng Niu Chunyan Miao Guohao Chen Pengcheng Wu Peilin Zhao TTA 38 18 0 02 Apr 2024
AutoFT: Learning an Objective for Robust Fine-Tuning Caroline Choi Yoonho Lee Annie S. Chen Allan Zhou Aditi Raghunathan Chelsea Finn OOD 42 0 0 18 Jan 2024
Target-agnostic Source-free Domain Adaptation for Regression Tasks Tianlang He Zhiqiu Xia Jierun Chen Haoliang Li S.-H. Gary Chan 36 4 0 01 Dec 2023
Mitigate Domain Shift by Primary-Auxiliary Objectives Association for Generalizing Person ReID Qilei Li Shaogang Gong 24 4 0 24 Oct 2023
SODA: Robust Training of Test-Time Data Adaptors Zige Wang Yonggang Zhang Zhen Fang Long Lan Wenjing Yang Bo Han 19 2 0 17 Oct 2023
SIDE: Self-supervised Intermediate Domain Exploration for Source-free Domain Adaptation Jiamei Liu Han Sun Yizhen Jia Jie Qin Huiyu Zhou Ningzhong Liu TTA 32 0 0 13 Oct 2023
VPA: Fully Test-Time Visual Prompt Adaptation Jiachen Sun Mark Ibrahim Melissa Hall Ivan Evtimov Z. Morley Mao Cristian Canton Ferrer C. Hazirbas VLM 43 6 0 26 Sep 2023
Trust your Good Friends: Source-free Domain Adaptation by Reciprocal Neighborhood Clustering Shiqi Yang Yaxing Wang Joost van de Weijer Luis Herranz Shangling Jui Jian Yang TTA 28 11 0 01 Sep 2023
Consistency Regularization for Generalizable Source-free Domain Adaptation Longxiang Tang Kai Li Chunming He Yulun Zhang Xiu Li TTA 30 15 0 03 Aug 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 10 17 0 19 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
Modularity Trumps Invariance for Compositional Robustness I. Mason Anirban Sarkar Tomotake Sasaki Xavier Boix OOD 19 1 0 15 Jun 2023
Partial Identifiability for Domain Adaptation Lingjing Kong Shaoan Xie Weiran Yao Yujia Zheng Guan-Hong Chen P. Stojanov Victor Akinwande Kun Zhang 48 8 0 10 Jun 2023
On Pitfalls of Test-Time Adaptation Hao Zhao Yuejiang Liu Alexandre Alahi Tao R. Lin TTA 29 39 0 06 Jun 2023
Joint Learning of Label and Environment Causal Independence for Graph Out-of-Distribution Generalization Shurui Gui Meng Liu Xiner Li Youzhi Luo Shuiwang Ji CML OOD 23 24 0 01 Jun 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts Jian Liang R. He Tien-Ping Tan OOD VLM TTA 29 202 0 27 Mar 2023
Multi-Modal Continual Test-Time Adaptation for 3D Semantic Segmentation Haozhi Cao Yuecong Xu Jianfei Yang Pengyu Yin Shenghai Yuan Lihua Xie TTA 30 18 0 18 Mar 2023
Deephys: Deep Electrophysiology, Debugging Neural Networks under Distribution Shifts Anirban Sarkar Matthew Groth I. Mason Tomotake Sasaki Xavier Boix 11 1 0 17 Mar 2023
TeSLA: Test-Time Self-Learning With Automatic Adversarial Augmentation Devavrat Tomar Guillaume Vray Behzad Bozorgtabar Jean-Philippe Thiran TTA 20 32 0 17 Mar 2023
MAPS: A Noise-Robust Progressive Learning Approach for Source-Free Domain Adaptive Keypoint Detection Yuhe Ding Jian Liang Bo Jiang A. Zheng R. He 3DPC 8 8 0 09 Feb 2023
Source-Free Unsupervised Domain Adaptation: A Survey Yuqi Fang P. Yap W. Lin Hongtu Zhu Mingxia Liu 130 90 0 31 Dec 2022
ActMAD: Activation Matching to Align Distributions for Test-Time-Training M. Jehanzeb Mirza Pol Jané Soneira W. Lin Mateusz Koziñski Horst Possegger Horst Bischof VLM TTA 31 24 0 23 Nov 2022
ProSFDA: Prompt Learning based Source-free Domain Adaptation for Medical Image Segmentation Shishuai Hu Zehui Liao Yong-quan Xia OOD MedIm 20 21 0 21 Nov 2022
Surgical Fine-Tuning Improves Adaptation to Distribution Shifts Yoonho Lee Annie S. Chen Fahim Tajwar Ananya Kumar Huaxiu Yao Percy Liang Chelsea Finn OOD 51 197 0 20 Oct 2022
Towards Understanding GD with Hard and Conjugate Pseudo-labels for Test-Time Adaptation Jun-Kun Wang Andre Wibisono 27 7 0 18 Oct 2022
Probable Domain Generalization via Quantile Risk Minimization Cian Eastwood Alexander Robey Shashank Singh Julius von Kügelgen Hamed Hassani George J. Pappas Bernhard Schölkopf OOD 27 61 0 20 Jul 2022
Test-Time Adaptation via Self-Training with Nearest Neighbor Information M-U Jang Sae-Young Chung Hye Won Chung OOD TTA 33 56 0 08 Jul 2022
Back to the Source: Diffusion-Driven Test-Time Adaptation Jin Gao Jialing Zhang Xihui Liu Trevor Darrell Evan Shelhamer Dequan Wang TTA 11 50 0 07 Jul 2022
Revisiting Realistic Test-Time Training: Sequential Inference and Adaptation by Anchored Clustering Yongyi Su Xun Xu K. Jia TTA OOD 18 45 0 06 Jun 2022
CAFA: Class-Aware Feature Alignment for Test-Time Adaptation Sanghun Jung Jungsoo Lee Nanhee Kim Amirreza Shaban Byron Boots Jaegul Choo OOD TTA 14 17 0 01 Jun 2022
A Field of Experts Prior for Adapting Neural Networks at Test Time Neerav Karani G. Brunner Ertunc Erdil Simin Fei K. Tezcan K. Chaitanya E. Konukoglu OOD 13 2 0 10 Feb 2022
Real-Time Style Modelling of Human Locomotion via Feature-Wise Transformations and Local Motion Phases I. Mason Sebastian Starke Taku Komura 3DH 34 47 0 12 Jan 2022
Data-Free Knowledge Transfer: A Survey Yuang Liu Wei Zhang Jun Wang Jianyong Wang 27 48 0 31 Dec 2021
Towards Data-Free Domain Generalization A. Frikha Haokun Chen Denis Krompass Thomas Runkler Volker Tresp OOD 36 14 0 09 Oct 2021
Uncertainty-Guided Mixup for Semi-Supervised Domain Adaptation without Source Data Ning Ma Jiajun Bu Zhen Zhang Sheng Zhou TTA 16 13 0 14 Jul 2021
If your data distribution shifts, use self-learning E. Rusak Steffen Schneider George Pachitariu L. Eck Peter V. Gehler Oliver Bringmann Wieland Brendel Matthias Bethge VLM OOD TTA 77 29 0 27 Apr 2021
Domain Impression: A Source Data Free Domain Adaptation Method V. Kurmi Venkatesh Subramanian Vinay P. Namboodiri TTA 147 150 0 17 Feb 2021