Learning to Diversify for Single Domain Generalization

26 August 2021

Zi Huang

Papers citing "Learning to Diversify for Single Domain Generalization"

50 / 138 papers shown

Title
MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature Perturbation Sumanth Udupa Prajwal Gurunath Aniruddh Sikdar Suresh Sundaram 28 7 0 30 Nov 2023
MetaDefa: Meta-learning based on Domain Enhancement and Feature Alignment for Single Domain Generalization Can Sun Hao Zheng Zhigang Hu Liu Yang Meiguang Zheng Bo Xu 16 0 0 27 Nov 2023
C-SAW: Self-Supervised Prompt Learning for Image Generalization in Remote Sensing Avigyan Bhattacharya Mainak Singha Ankit Jha Biplab Banerjee SSL VLM 21 6 0 27 Nov 2023
Robust Domain Misinformation Detection via Multi-modal Feature Alignment Hui Liu Wenya Wang Hao Sun Anderson de Rezende Rocha Haoliang Li 41 11 0 24 Nov 2023
DoubleAUG: Single-domain Generalized Object Detector in Urban via Color Perturbation and Dual-style Memory Lei Qi Peng Dong Tan Xiong Hui Xue Xin Geng 36 4 0 22 Nov 2023
Domain Generalization of 3D Object Detection by Density-Resampling Shuangzhi Li Lei Ma Xingyu Li 3DPC 21 4 0 17 Nov 2023
Learning Class and Domain Augmentations for Single-Source Open-Domain Generalization Prathmesh Bele Valay Bundele Avigyan Bhattacharya Ankit Jha Gemma Roig Biplab Banerjee 13 5 0 05 Nov 2023
In Search of Lost Online Test-time Adaptation: A Survey Zixin Wang Yadan Luo Liang Zheng Zhuoxiao Chen Sen Wang Zi Huang 32 15 0 31 Oct 2023
Bayesian Domain Invariant Learning via Posterior Generalization of Parameter Distributions Shiyu Shen Bin Pan Tianyang Shi Tao Li Zhenwei Shi BDL OOD 29 1 0 25 Oct 2023
Domain Generalization Guided by Gradient Signal to Noise Ratio of Parameters Mateusz Michalkiewicz M. Faraki Xiang Yu Manmohan Chandraker Mahsa Baktash 24 2 0 11 Oct 2023
Domain Watermark: Effective and Harmless Dataset Copyright Protection is Closed at Hand Junfeng Guo Yiming Li Lixu Wang Shu-Tao Xia Heng-Chiao Huang Cong Liu Boheng Li 30 50 0 09 Oct 2023
Incorporating Supervised Domain Generalization into Data Augmentation Shohei Enomoto Monikka Roslianna Busto Takeharu Eda 25 0 0 02 Oct 2023
Open Compound Domain Adaptation with Object Style Compensation for Semantic Segmentation Tingliang Feng Hong Shi Xueyang Liu Wei Feng Jie Wang Yanlin Zhou Di Lin 19 5 0 28 Sep 2023
INSURE: An Information Theory Inspired Disentanglement and Purification Model for Domain Generalization Xi Yu Huan-Hsin Tseng Shinjae Yoo Haibin Ling Yuewei Lin OOD 27 10 0 08 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
Trustworthy Representation Learning Across Domains Ronghang Zhu Dongliang Guo Daiqing Qi Zhixuan Chu Xiang Yu Sheng R. Li FaML AI4TS 33 2 0 23 Aug 2023
Improving the Transferability of Adversarial Examples with Arbitrary Style Transfer Zhijin Ge Fanhua Shang Hongying Liu Yuanyuan Liu Liang Wan Wei Feng Xiaosen Wang AAML 35 19 0 21 Aug 2023
DomainDrop: Suppressing Domain-Sensitive Channels for Domain Generalization Jintao Guo Lei Qi Yinghuan Shi OOD 32 21 0 20 Aug 2023
DIVERSIFY: A General Framework for Time Series Out-of-distribution Detection and Generalization Wang Lu Jindong Wang Xinwei Sun Yiqiang Chen Xiangyang Ji Qiang Yang Xingxu Xie OODD AI4TS 20 15 0 04 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
PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization Junhyeong Cho Gilhyun Nam Sungyeon Kim Hunmin Yang Suha Kwak VLM OOD TTA 24 48 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
Single Domain Generalization via Normalised Cross-correlation Based Convolutions Weiqin Chuah Ruwan Tennakoon R. Hoseinnezhad David Suter A. Bab-Hadiashar OOD 32 3 0 12 Jul 2023
MoP-CLIP: A Mixture of Prompt-Tuned CLIP Models for Domain Incremental Learning Julien Nicolas Florent Chiaroni Imtiaz Masud Ziko Ola Ahmad Christian Desrosiers Jose Dolz VLM CLL 28 5 0 11 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
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation Qi Bi Shaodi You Theo Gevers ViT 29 39 0 01 Jul 2023
Deep Transfer Learning for Intelligent Vehicle Perception: a Survey Xinyi Liu Jinlong Li Jin Ma Huiming Sun Zhigang Xu Tianyu Zhang Hongkai Yu 48 22 0 26 Jun 2023
Generalizable Low-Resource Activity Recognition with Diverse and Discriminative Representation Learning Xin Qin Jindong Wang Shuo Ma Wang Lu Yongchun Zhu Xingxu Xie Yiqiang Chen AI4TS 28 14 0 25 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
Moderately Distributional Exploration for Domain Generalization Ruiqi Dai Yonggang Zhang Zhen Fang Bo Han Xinmei Tian OOD 60 18 0 27 Apr 2023
Any-to-Any Style Transfer: Making Picasso and Da Vinci Collaborate Songhua Liu Jingwen Ye Xinchao Wang DiffM 26 18 0 19 Apr 2023
Frequency Decomposition to Tap the Potential of Single Domain for Generalization Qing-sheng Yang Hongjing Niu Pengfei Xia Wei Zhang Bin Li OOD 28 0 0 14 Apr 2023
APPLeNet: Visual Attention Parameterized Prompt Learning for Few-Shot Remote Sensing Image Generalization using CLIP Mainak Singha Ankit Jha Bhupendra S. Solanki Shirsha Bose Biplab Banerjee VLM 19 27 0 12 Apr 2023
Meta-causal Learning for Single Domain Generalization Jin Chen Zhiqiang Gao Xinxiao Wu Jiebo Luo OOD 31 41 0 07 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
Progressive Random Convolutions for Single Domain Generalization Seokeon Choi Debasmit Das Sungha Choi Seunghan Yang Hyunsin Park Sungrack Yun 20 37 0 02 Apr 2023
Complementary Domain Adaptation and Generalization for Unsupervised Continual Domain Shift Learning Won-Yong Cho Jinha Park Taesup Kim CLL 27 5 0 28 Mar 2023
On the Importance of Feature Separability in Predicting Out-Of-Distribution Error Renchunzi Xie Hongxin Wei Lei Feng Yuzhou Cao Bo An OODD OOD 22 10 0 27 Mar 2023
Fairness meets Cross-Domain Learning: a new perspective on Models and Metrics Leonardo Iurada S. Bucci Timothy M. Hospedales Tatiana Tommasi 19 0 0 25 Mar 2023
ALOFT: A Lightweight MLP-like Architecture with Dynamic Low-frequency Transform for Domain Generalization Jintao Guo Na Wang Lei Qi Yinghuan Shi 29 33 0 21 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
Neuron Structure Modeling for Generalizable Remote Physiological Measurement Hao Lu Zitong Yu Xuesong Niu Yingke Chen 31 31 0 10 Mar 2023
Adaptive Texture Filtering for Single-Domain Generalized Segmentation Xinhui Li Mingjiang Li Yaxing Wang Chuan-Xian Ren Xiaojie Guo 19 5 0 06 Mar 2023
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Yu Fu Yu Xie Yanwei Fu Yugang Jiang 25 31 0 18 Feb 2023
StyLIP: Multi-Scale Style-Conditioned Prompt Learning for CLIP-based Domain Generalization Shirsha Bose Ankit Jha Enrico Fini Mainak Singha Elisa Ricci Biplab Banerjee VLM 34 23 0 18 Feb 2023
Domain Generalization Emerges from Dreaming Hwan Heo Youngjin Oh Jaewon Lee Hyunwoo J. Kim 16 2 0 02 Feb 2023
Adversarial Style Augmentation for Domain Generalization Yabin Zhang Bin Deng Ruihuang Li K. Jia Lei Zhang AAML OOD 18 14 0 30 Jan 2023
DEJA VU: Continual Model Generalization For Unseen Domains Chenxi Liu Lixu Wang Lingjuan Lyu Chen Sun Xiao Wang Qi Zhu CLL OOD 21 22 0 25 Jan 2023
CLIP the Gap: A Single Domain Generalization Approach for Object Detection Vidit Vidit Martin Engilberge Mathieu Salzmann VLM ObjD 22 75 0 13 Jan 2023