Learning to Diversify for Single Domain Generalization

26 August 2021

Zi Huang

Papers citing "Learning to Diversify for Single Domain Generalization"

38 / 138 papers shown

Title
Not Just Pretty Pictures: Toward Interventional Data Augmentation Using Text-to-Image Generators Jianhao Yuan Francesco Pinto Adam Davies Philip H. S. Torr DiffM 19 12 0 21 Dec 2022
Style-Hallucinated Dual Consistency Learning: A Unified Framework for Visual Domain Generalization Yuyang Zhao Zhun Zhong Na Zhao N. Sebe G. Lee 25 29 0 18 Dec 2022
Domain-General Crowd Counting in Unseen Scenarios Zhipeng Du Jiankang Deng Miaojing Shi OOD 16 27 0 05 Dec 2022
PASTA: Proportional Amplitude Spectrum Training Augmentation for Syn-to-Real Domain Generalization Prithvijit Chattopadhyay Kartik Sarangmath Vivek Vijaykumar Judy Hoffman 32 24 0 02 Dec 2022
When Neural Networks Fail to Generalize? A Model Sensitivity Perspective Jiajin Zhang Hanqing Chao Amit Dhurandhar Pin-Yu Chen A. Tajer Yangyang Xu Pingkun Yan OOD AAML 11 14 0 01 Dec 2022
Disentangled Generation with Information Bottleneck for Few-Shot Learning Zhuohang Dang Jihong Wang Minnan Luo Chengyou Jia Caixia Yan Qinghua Zheng 11 1 0 29 Nov 2022
Cross-Domain Ensemble Distillation for Domain Generalization Kyung-Jin Lee Sungyeon Kim Suha Kwak FedML OOD 12 38 0 25 Nov 2022
Generalization Beyond Feature Alignment: Concept Activation-Guided Contrastive Learning Y. Liu Chris Xing Tian Haoliang Li Shiqi Wang 18 1 0 13 Nov 2022
Normalization Perturbation: A Simple Domain Generalization Method for Real-World Domain Shifts Qi Fan Mattia Segu Yu-Wing Tai F. I. F. Richard Yu Chi-Keung Tang Bernt Schiele Dengxin Dai 16 11 0 08 Nov 2022
FIXED: Frustratingly Easy Domain Generalization with Mixup Wang Lu Jindong Wang Han Yu Lei Huang Xiang Zhang Yiqiang Chen Xingxu Xie 11 6 0 07 Nov 2022
Learning Less Generalizable Patterns with an Asymmetrically Trained Double Classifier for Better Test-Time Adaptation Thomas Duboudin Emmanuel Dellandréa Corentin Abgrall Gilles Hénaff Limin Chen TTA 19 1 0 17 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
Domain-Unified Prompt Representations for Source-Free Domain Generalization Hongjing Niu Hanting Li Feng Zhao Bin Li VLM 45 18 0 29 Sep 2022
A Comprehensive Review of Trends, Applications and Challenges In Out-of-Distribution Detection Navid Ghassemi E. F. Ersi AAML OODD 13 4 0 26 Sep 2022
Bootstrap Generalization Ability from Loss Landscape Perspective Huanran Chen Shitong Shao Ziyi Wang Zirui Shang Jin Chen Xiaofeng Ji Xinxiao Wu OOD 61 17 0 18 Sep 2022
Out-of-Distribution Representation Learning for Time Series Classification Wang Lu Jindong Wang Xinwei Sun Yiqiang Chen Xingxu Xie OODD OOD 22 34 0 15 Sep 2022
Language-aware Domain Generalization Network for Cross-Scene Hyperspectral Image Classification Yuxiang Zhang Mengmeng Zhang Wei Li Shuai Wang Ran Tao VLM 27 108 0 06 Sep 2022
Single-source Domain Expansion Network for Cross-Scene Hyperspectral Image Classification Yuxiang Zhang Wei Li Weidong Sun Ran Tao Qian Du 15 188 0 04 Sep 2022
GCISG: Guided Causal Invariant Learning for Improved Syn-to-real Generalization Gilhyun Nam Gyeongjae Choi Kyungmin Lee OOD 11 4 0 22 Aug 2022
Semantic Novelty Detection via Relational Reasoning Francesco Cappio Borlino S. Bucci Tatiana Tommasi 9 4 0 18 Jul 2022
Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation Zhun Zhong Yuyang Zhao G. Lee N. Sebe OOD 17 68 0 11 Jul 2022
GSMFlow: Generation Shifts Mitigating Flow for Generalized Zero-Shot Learning Zhi Chen Yadan Luo Sen Wang Jingjing Li Zi Huang 11 14 0 05 Jul 2022
Single-domain Generalization in Medical Image Segmentation via Test-time Adaptation from Shape Dictionary Quande Liu Cheng Chen Qi Dou Pheng-Ann Heng OOD 43 36 0 29 Jun 2022
Adversarial Consistency for Single Domain Generalization in Medical Image Segmentation Yanwu Xu Shaoan Xie Maxwell Reynolds1 Matthew Ragoza1 Mingming Gong Kayhan Batmanghelich GAN OOD MedIm 4 22 0 28 Jun 2022
OneRing: A Simple Method for Source-free Open-partial Domain Adaptation Shiqi Yang Yaxing Wang Kai Wang Shangling Jui Joost van de Weijer 17 0 0 07 Jun 2022
Towards Model Generalization for Monocular 3D Object Detection Zhenyu Li Zehui Chen Ang Li Liangji Fang Qinhong Jiang Xianming Liu Junjun Jiang 26 7 0 23 May 2022
Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic Segmentation Yuyang Zhao Zhun Zhong Na Zhao N. Sebe G. Lee 25 99 0 06 Apr 2022
Perspective Flow Aggregation for Data-Limited 6D Object Pose Estimation Yinlin Hu Pascal Fua Mathieu Salzmann 3DH 27 41 0 18 Mar 2022
Edge Augmentation for Large-Scale Sketch Recognition without Sketches Nikos Efthymiadis Giorgos Tolias Ondřej Chum 24 7 0 26 Feb 2022
PLACE dropout: A Progressive Layer-wise and Channel-wise Dropout for Domain Generalization Jintao Guo Lei Qi Yinghuan Shi Yang Gao OOD AI4CE 26 5 0 07 Dec 2021
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation C. Ouyang C. L. P. Chen Surui Li Zeju Li C. Qin Wenjia Bai Daniel Rueckert OOD 20 155 0 24 Nov 2021
Semi-Supervised Domain Generalization with Evolving Intermediate Domain Luojun Lin Han Xie Zhishu Sun Weijie Chen Wenxi Liu Yuanlong Yu Lei Zhang 17 10 0 19 Nov 2021
Better Pseudo-label: Joint Domain-aware Label and Dual-classifier for Semi-supervised Domain Generalization Ruiqi Wang Lei Qi Yinghuan Shi Yang Gao 25 22 0 10 Oct 2021
Conditional Extreme Value Theory for Open Set Video Domain Adaptation Zhuoxiao Chen Yadan Luo Mahsa Baktash 13 10 0 01 Sep 2021
OoD-Bench: Quantifying and Understanding Two Dimensions of Out-of-Distribution Generalization Nanyang Ye Kaican Li Haoyue Bai Runpeng Yu Lanqing Hong Fengwei Zhou Zhenguo Li Jun Zhu CML OOD 27 105 0 07 Jun 2021
Feature-based Style Randomization for Domain Generalization Yue Wang Lei Qi Yinghuan Shi Yang Gao OOD 19 49 0 06 Jun 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 52 1,168 0 02 Mar 2021
Robust and Generalizable Visual Representation Learning via Random Convolutions Zhenlin Xu Deyi Liu Junlin Yang Colin Raffel Marc Niethammer OOD AAML 41 189 0 25 Jul 2020