Uncertainty Modeling for Out-of-Distribution Generalization

8 February 2022

Xiaotong Li

Yongxing Dai

Yixiao Ge

Jun Liu

Ying Shan

Ling-Yu Duan

OODD

OOD

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Papers citing "Uncertainty Modeling for Out-of-Distribution Generalization"

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Title
Introspective Deep Metric Learning Cheng-Hao Wang Wenzhao Zheng Zheng Hua Zhu Jie Zhou Jiwen Lu UQCV 30 12 0 11 Sep 2023
DARC: Distribution-Aware Re-Coloring Model for Generalizable Nucleus Segmentation Shengcong Chen Changxing Ding Dacheng Tao Hao Chen 25 1 0 01 Sep 2023
SiTAR: Situated Trajectory Analysis for In-the-Wild Pose Error Estimation T. Scargill Ying Chen Tian-ran Hu M. Gorlatova 17 3 0 31 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
A Novel Cross-Perturbation for Single Domain Generalization Dongjia Zhao Lei Qi Xiao Shi Yinghuan Shi Xin Geng 28 2 0 02 Aug 2023
The RoboDepth Challenge: Methods and Advancements Towards Robust Depth Estimation Lingdong Kong Yaru Niu Shaoyuan Xie Hanjiang Hu Lai Xing Ng ... Zhenyu Li Runze Chen Haiyong Luo Fang Zhao Jing Yu 28 13 0 27 Jul 2023
NormAUG: Normalization-guided Augmentation for Domain Generalization Lei Qi Hongpeng Yang Yinghuan Shi Xin Geng OOD 33 11 0 25 Jul 2023
Phase Matching for Out-of-Distribution Generalization Chengming Hu Ye Du Rui Wang Hao Chen OOD 28 0 0 24 Jul 2023
Cross Contrasting Feature Perturbation for Domain Generalization Chenming Li Daoan Zhang Wen-Fong Huang Jiang Zhang OOD 26 17 0 24 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
SRCD: Semantic Reasoning with Compound Domains for Single-Domain Generalized Object Detection Zhijie Rao Jingcai Guo Luyao Tang Yue Huang Xinghao Ding Song Guo 25 16 0 04 Jul 2023
Intra- & Extra-Source Exemplar-Based Style Synthesis for Improved Domain Generalization Yumeng Li Dan Zhang M. Keuper Anna Khoreva 46 10 0 02 Jul 2023
Test-Time Style Shifting: Handling Arbitrary Styles in Domain Generalization Jun-Gyu Park Dong-Jun Han Soyeong Kim Jaekyun Moon OOD TTA 16 12 0 08 Jun 2023
Treasure in Distribution: A Domain Randomization based Multi-Source Domain Generalization for 2D Medical Image Segmentation Ziyang Chen Yongsheng Pan Yiwen Ye Hengfei Cui Yong-quan Xia OOD 31 20 0 31 May 2023
Moderately Distributional Exploration for Domain Generalization Ruiqi Dai Yonggang Zhang Zhen Fang Bo Han Xinmei Tian OOD 66 18 0 27 Apr 2023
Boosting long-term forecasting performance for continuous-time dynamic graph networks via data augmentation Yu Tian Mingjie Zhu Jiachi Luo Song Li 26 0 0 12 Apr 2023
Improved Test-Time Adaptation for Domain Generalization Liang Chen Yong Zhang Yibing Song Ying Shan Lingqiao Liu TTA OOD 24 46 0 10 Apr 2023
Patch-aware Batch Normalization for Improving Cross-domain Robustness Lei Qi Dongjia Zhao Yinghuan Shi Xin Geng OOD 31 0 0 06 Apr 2023
Domain Generalization with Adversarial Intensity Attack for Medical Image Segmentation Zheyu Zhang Bin Wang Lanhong Yao Ugur Demir Debesh Jha I. Turkbey Boqing Gong Ulas Bagci AAML MedIm OOD 32 11 0 05 Apr 2023
ALUM: Adversarial Data Uncertainty Modeling from Latent Model Uncertainty Compensation Wei Wei Jiahuan Zhou Hongze Li Yingying Wu 16 1 0 29 Mar 2023
Improving Generalization with Domain Convex Game Fangrui Lv Jian Liang Shuang Li Jinming Zhang Di Liu 21 6 0 23 Mar 2023
ALOFT: A Lightweight MLP-like Architecture with Dynamic Low-frequency Transform for Domain Generalization Jintao Guo Na Wang Lei Qi Yinghuan Shi 34 33 0 21 Mar 2023
Feature Alignment and Uniformity for Test Time Adaptation Shuai Wang Daoan Zhang Zipei Yan Jiang Zhang Ruizhen Li TTA OOD 32 44 0 20 Mar 2023
Modality-Agnostic Debiasing for Single Domain Generalization Sanqing Qu Yingwei Pan Guang-Sheng Chen Ting Yao Changjun Jiang Tao Mei 33 20 0 13 Mar 2023
EcoTTA: Memory-Efficient Continual Test-time Adaptation via Self-distilled Regularization Jun S. Song Jungsoo Lee In So Kweon Sungha Choi TTA 36 83 0 03 Mar 2023
BayeSeg: Bayesian Modeling for Medical Image Segmentation with Interpretable Generalizability Yuxin Li Hang Zhou Yibo Gao Xiahai Zhuang OOD 43 5 0 03 Mar 2023
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Yu Fu Yu Xie Yanwei Fu Yugang Jiang 30 31 0 18 Feb 2023
Dual Memory Units with Uncertainty Regulation for Weakly Supervised Video Anomaly Detection Hang Zhou Junqing Yu Wei Yang 22 64 0 10 Feb 2023
FedFA: Federated Feature Augmentation Tianfei Zhou E. Konukoglu OOD FedML 25 28 0 30 Jan 2023
Adversarial Style Augmentation for Domain Generalization Yabin Zhang Bin Deng Ruihuang Li Kui Jia Lei Zhang AAML OOD 18 14 0 30 Jan 2023
Modeling Uncertain Feature Representation for Domain Generalization Xiaotong Li Zixuan Hu Jun Liu Yixiao Ge Yongxing Dai Ling-Yu Duan OOD 29 3 0 16 Jan 2023
Domain Generalization with Correlated Style Uncertainty Zheyu Zhang Bin Wang Debesh Jha Ugur Demir Ulas Bagci OOD 38 5 0 20 Dec 2022
PASTA: Proportional Amplitude Spectrum Training Augmentation for Syn-to-Real Domain Generalization Prithvijit Chattopadhyay Kartik Sarangmath Vivek Vijaykumar Judy Hoffman 47 24 0 02 Dec 2022
Learning to Learn Domain-invariant Parameters for Domain Generalization Feng Hou Yao Zhang Yang Liu Jin Yuan Cheng Zhong Yang Zhang Zhongchao Shi Jianping Fan Zhiqiang He OOD 17 3 0 04 Nov 2022
Intra-Source Style Augmentation for Improved Domain Generalization Yumeng Li Dan Zhang M. Keuper Anna Khoreva 29 32 0 18 Oct 2022
Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization Chaoqi Chen Luyao Tang Feng Liu Gangming Zhao Yue Huang Yizhou Yu 37 31 0 14 Oct 2022
Tackling Instance-Dependent Label Noise with Dynamic Distribution Calibration Manyi Zhang Yuxin Ren Zihao Wang C. Yuan 21 3 0 11 Oct 2022
Attention Diversification for Domain Generalization Rang Meng Xianfeng Li Weijie Chen Shicai Yang Jie Song Xinchao Wang Lei Zhang Mingli Song Di Xie Shiliang Pu 23 39 0 09 Oct 2022
Constrained Maximum Cross-Domain Likelihood for Domain Generalization Jianxin Lin Yongqiang Tang Junping Wang Wensheng Zhang OOD 16 3 0 09 Oct 2022
Style Interleaved Learning for Generalizable Person Re-identification Wentao Tan Changxing Ding Pengfei Wang Biwei Huang Kui Jia OOD 27 20 0 07 Jul 2022
Uncertainty-aware Evaluation of Time-Series Classification for Online Handwriting Recognition with Domain Shift Andreas Klass Sven M. Lorenz M. Lauer-Schmaltz David Rügamer Bernd Bischl Christopher Mutschler Felix Ott 31 10 0 17 Jun 2022
MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation Cheng Chen Zeju Li Cheng Ouyang Matthew Sinclair Wenjia Bai Daniel Rueckert OOD 29 30 0 02 Jun 2022
Feature-Distribution Perturbation and Calibration for Generalized Person ReID Qilei Li Jiabo Huang Jian Hu S. Gong OOD 27 3 0 23 May 2022
Domain Invariant Masked Autoencoders for Self-supervised Learning from Multi-domains Haiyang Yang Meilin Chen Yizhou Wang Shixiang Tang Feng Zhu Lei Bai Rui Zhao Wanli Ouyang 26 16 0 10 May 2022
Semi-Supervised Domain Generalization with Evolving Intermediate Domain Luojun Lin Han Xie Zhishu Sun Weijie Chen Wenxi Liu Yuanlong Yu Lei Zhang 21 10 0 19 Nov 2021
Variational Disentanglement for Domain Generalization Yufei Wang Haoliang Li Hao Cheng Bihan Wen Lap-Pui Chau Alex C. Kot OOD DRL 22 24 0 13 Sep 2021
Robust and Generalizable Visual Representation Learning via Random Convolutions Zhenlin Xu Deyi Liu Junlin Yang Colin Raffel Marc Niethammer OOD AAML 49 189 0 25 Jul 2020
Domain Adaptive Ensemble Learning Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang OOD 137 273 0 16 Mar 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 338 11,684 0 09 Mar 2017
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015