Title
Quantifying Context Bias in Domain Adaptation for Object Detection Hojun Son Asma Almutairi Arpan Kusari AI4CE 29 0 0 23 Sep 2024
Unsupervised Domain Adaptation Via Data Pruning Andrea Napoli Paul White 36 1 0 18 Sep 2024
What Is Wrong with My Model? Identifying Systematic Problems with Semantic Data Slicing Chenyang Yang Yining Hong Grace A. Lewis Tongshuang Wu Christian Kastner 38 1 0 14 Sep 2024
ETAGE: Enhanced Test Time Adaptation with Integrated Entropy and Gradient Norms for Robust Model Performance Afshar Shamsi Rejisa Becirovic A. Argha Ehsan Abbasnejad Hamid Alinejad-Rokny Arash Mohammadi TTA OOD 26 0 0 14 Sep 2024
LogoRA: Local-Global Representation Alignment for Robust Time Series Classification Huanyu Zhang Yi-Fan Zhang Zhang Zhang Qingsong Wen Liwen Wang AI4TS 29 1 0 12 Sep 2024
Control+Shift: Generating Controllable Distribution Shifts Roy Friedman Rhea Chowers 52 0 0 12 Sep 2024
VFA: Vision Frequency Analysis of Foundation Models and Human Mohammad Javad Darvishi Bayazi Md Rifat Arefin Jocelyn Faubert Irina Rish VLM 42 1 0 09 Sep 2024
Prediction Accuracy & Reliability: Classification and Object Localization under Distribution Shift Fabian Diet Moussa Kassem Sbeyti Michelle Karg 41 0 0 05 Sep 2024
Data Augmentation for Image Classification using Generative AI Fazle Rahat M Shifat Hossain Md Rubel Ahmed Sumit Kumar Jha Rickard Ewetz VLM 57 4 0 31 Aug 2024
Bootstrap Segmentation Foundation Model under Distribution Shift via Object-Centric Learning Luyao Tang Yuxuan Yuan Chia-Ju Chen Kunze Huang Xinghao Ding Yue Huang VLM 30 1 0 29 Aug 2024
A New Era in Computational Pathology: A Survey on Foundation and Vision-Language Models Dibaloke Chanda Milan Aryal Nasim Yahya Soltani Masoud Ganji AI4CE VLM 44 7 0 23 Aug 2024
Tackling Data Heterogeneity in Federated Learning via Loss Decomposition Shuang Zeng Pengxin Guo Shuai Wang Jianbo Wang Yuyin Zhou Liangqiong Qu FedML 34 2 0 22 Aug 2024
StylePrompter: Enhancing Domain Generalization with Test-Time Style Priors Jiao Zhang Jian Xu Xu-Yao Zhang Cheng-Lin Liu VLM OOD 24 0 0 17 Aug 2024
Deep Generative Classification of Blood Cell Morphology Simon Deltadahl J. Gilbey C. V. Laer Nancy Boeckx M. Leers ... Nicholas S. Gleadall Carola-Bibiane Schönlieb S. Sivapalaratnam Michael Roberts P. Nachev DiffM MedIm 41 0 0 16 Aug 2024
Out-of-Distribution Learning with Human Feedback Haoyue Bai Xuefeng Du Katie Rainey Shibin Parameswaran Yixuan Li OODD 26 3 0 14 Aug 2024
Quantifying the Impact of Population Shift Across Age and Sex for Abdominal Organ Segmentation Kate Čevora Ben Glocker Wenjia Bai OOD 28 0 0 08 Aug 2024
The Data Addition Dilemma Judy Hanwen Shen Inioluwa Deborah Raji Irene Y. Chen 37 5 0 08 Aug 2024
The Need for a Big World Simulator: A Scientific Challenge for Continual Learning Saurabh Kumar Hong Jun Jeon Alex Lewandowski Benjamin Van Roy 37 0 0 06 Aug 2024
Source-Free Domain-Invariant Performance Prediction Ekaterina Khramtsova Mahsa Baktashmotlagh Guido Zuccon Xi Wang Mathieu Salzmann UQCV 48 1 0 05 Aug 2024
Domain penalisation for improved Out-of-Distribution Generalisation Shuvam Jena Sushmetha Sumathi Rajendran Karthik Seemakurthy A. Sasithradevi M. Vijayalakshmi Prakash Poornachari 37 0 0 03 Aug 2024
Virchow2: Scaling Self-Supervised Mixed Magnification Models in Pathology Eric Zimmermann Eugene Vorontsov Julian Viret Adam Casson Michal Zelechowski ... Razik Yousfi Thomas J. Fuchs Nicolò Fusi Siqi Liu Kristen Severson MedIm 38 29 0 01 Aug 2024
Generalized Out-of-Distribution Detection and Beyond in Vision Language Model Era: A Survey Atsuyuki Miyai Jingkang Yang Jingyang Zhang Yifei Ming Sisir Dhakal ... Yixuan Li Hai "Helen" Li Ziwei Liu Toshihiko Yamasaki Kiyoharu Aizawa 43 10 0 31 Jul 2024
Space-scale Exploration of the Poor Reliability of Deep Learning Models: the Case of the Remote Sensing of Rooftop Photovoltaic Systems Gabriel Kasmi L. Dubus Yves-Marie Saint Drenan Philippe Blanc 40 0 0 31 Jul 2024
TADA: Temporal Adversarial Data Augmentation for Time Series Data Byeong Tak Lee Joon-Myoung Kwon Yong-Yeon Jo TTA 36 0 0 21 Jul 2024
Realistic Evaluation of Test-Time Adaptation Algorithms: Unsupervised Hyperparameter Selection Sebastian Cygert Damian Sójka Tomasz Trzciñski Bartlomiej Twardowski 58 0 0 19 Jul 2024
The Group Robustness is in the Details: Revisiting Finetuning under Spurious Correlations Tyler LaBonte John C. Hill Xinchen Zhang Vidya Muthukumar Abhishek Kumar AAML 41 0 0 19 Jul 2024
Calibrated Diverse Ensemble Entropy Minimization for Robust Test-Time Adaptation in Prostate Cancer Detection Mahdi Gilany Mohamed Harmanani P. Wilson Minh Nguyen Nhat To A. Jamzad Fahimeh Fooladgar Brian Wodlinger Purang Abolmaesumi Parvin Mousavi OOD 33 0 0 17 Jul 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
OAM-TCD: A globally diverse dataset of high-resolution tree cover maps Josh Veitch-Michaelis Andrew Cottam Daniella Schweizer Eben N. Broadbent David Dao Ce Zhang Angélica María Almeyda Zambrano Simeon Max 35 1 0 16 Jul 2024
SKADA-Bench: Benchmarking Unsupervised Domain Adaptation Methods with Realistic Validation On Diverse Modalities Yanis Lalou Théo Gnassounou Antoine Collas Antoine de Mathelin Oleksii Kachaiev Ambroise Odonnat Alexandre Gramfort Thomas Moreau Rémi Flamary 87 0 0 16 Jul 2024
Evaluating Model Bias Requires Characterizing its Mistakes Isabela Albuquerque Jessica Schrouff David Warde-Farley Ali Taylan Cemgil Sven Gowal Olivia Wiles 47 2 0 15 Jul 2024
Antibody DomainBed: Out-of-Distribution Generalization in Therapeutic Protein Design Natavsa Tagasovska Ji Won Park Matthieu Kirchmeyer Nathan C. Frey Andrew Watkins ... Arian R. Jamasb Edith Lee Tyler Bryson Stephen Ra Kyunghyun Cho OOD 39 6 0 15 Jul 2024
Empowering Graph Invariance Learning with Deep Spurious Infomax Tianjun Yao Yongqiang Chen Zhenhao Chen Kai Hu Zhiqiang Shen Kun Zhang OOD 45 6 0 13 Jul 2024
Reshaping the Online Data Buffering and Organizing Mechanism for Continual Test-Time Adaptation Zhilin Zhu Xiaopeng Hong Zhiheng Ma Weijun Zhuang Yaohui Ma Yong Dai Yaowei Wang CLL TTA 45 2 0 12 Jul 2024
An Unsupervised Domain Adaptation Method for Locating Manipulated Region in partially fake Audio Siding Zeng Jiangyan Yi Jianhua Tao Yujie Chen Shan Liang Yong Ren Xiaohui Zhang 41 0 0 11 Jul 2024
Position: Measure Dataset Diversity, Don't Just Claim It Dora Zhao Jerone T. A. Andrews Orestis Papakyriakopoulos Alice Xiang 64 14 0 11 Jul 2024
Trustworthy Classification through Rank-Based Conformal Prediction Sets Rui Luo Zhixin Zhou 39 12 0 05 Jul 2024
Robust Adaptation of Foundation Models with Black-Box Visual Prompting Changdae Oh Gyeongdeok Seo Geunyoung Jung Zhi-Qi Cheng Hosik Choi Jiyoung Jung Kyungwoo Song VLM 41 1 0 04 Jul 2024
Decision-Focused Evaluation of Worst-Case Distribution Shift Kevin Ren Yewon Byun Bryan Wilder OffRL 39 1 0 04 Jul 2024
Self-supervised Vision Transformer are Scalable Generative Models for Domain Generalization Sebastian Doerrich Francesco Di Salvo Christian Ledig MedIm ViT 25 1 0 03 Jul 2024
Evaluating Model Performance Under Worst-case Subpopulations Mike Li Hongseok Namkoong Shangzhou Xia 48 17 0 01 Jul 2024
Overcoming Common Flaws in the Evaluation of Selective Classification Systems Jeremias Traub Till J. Bungert Carsten T. Lüth Michael Baumgartner Klaus H. Maier-Hein Lena Maier-Hein Paul F. Jaeger 44 3 0 01 Jul 2024
Accuracy on the wrong line: On the pitfalls of noisy data for out-of-distribution generalisation Amartya Sanyal Yaxi Hu Yaodong Yu Yian Ma Yixin Wang Bernhard Schölkopf OODD 48 1 0 27 Jun 2024
Length Optimization in Conformal Prediction Shayan Kiyani George Pappas Hamed Hassani 31 14 0 27 Jun 2024
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual Segmentation Dunyuan Xu Xi Wang Jingyang Zhang Pheng-Ann Heng MedIm CLL 113 0 0 26 Jun 2024
PathoWAve: A Deep Learning-based Weight Averaging Method for Improving Domain Generalization in Histopathology Images Parastoo Sotoudeh Sharifi M. Omair Ahmad M. N. S. Swamy MoMe OOD 44 0 0 21 Jun 2024
Insect Identification in the Wild: The AMI Dataset Aditya Jain Fagner Cunha M. Bunsen Juan Sebastián Canas L. Pasi ... K. P. McFarland David Roy T. Høye Maxim Larrivée David Rolnick 48 3 0 18 Jun 2024
Edge Classification on Graphs: New Directions in Topological Imbalance Xueqi Cheng Yu Wang Yunchao Liu Yuying Zhao Charu C. Aggarwal Tyler Derr 48 3 0 17 Jun 2024
Benchmarking Out-of-Distribution Generalization Capabilities of DNN-based Encoding Models for the Ventral Visual Cortex Spandan Madan Will Xiao Mingran Cao Hanspeter Pfister Margaret Livingstone Gabriel Kreiman OOD 66 4 0 16 Jun 2024
First-Order Manifold Data Augmentation for Regression Learning Ilya Kaufman Omri Azencot 33 3 0 16 Jun 2024