Deeper, Broader and Artier Domain Generalization

9 October 2017

Da Li

Yongxin Yang

Yi-Zhe Song

Timothy M. Hospedales

OOD

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Papers citing "Deeper, Broader and Artier Domain Generalization"

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Title
Crafting Distribution Shifts for Validation and Training in Single Source Domain Generalization Nikos Efthymiadis Giorgos Tolias Ondřej Chum OOD 81 2 0 29 Sep 2024
FedGCA: Global Consistent Augmentation Based Single-Source Federated Domain Generalization Yuan Liu Shu Wang Zhe Qu Xingyu Li Shichao Kan Jianxin Wang FedML 62 3 0 23 Sep 2024
PromptTA: Prompt-driven Text Adapter for Source-free Domain Generalization Haoran Zhang Shuanghao Bai Wanqi Zhou Jingwen Fu Badong Chen VLM OOD TTA 83 3 0 21 Sep 2024
Soft Segmented Randomization: Enhancing Domain Generalization in SAR-ATR for Synthetic-to-Measured Minjun Kim Ohtae Jang Haekang Song Heesub Shin Jaewoo Ok Minyoung Back Jaehyuk Youn Sungho Kim 95 2 0 21 Sep 2024
Across-Game Engagement Modelling via Few-Shot Learning Kosmas Pinitas Konstantinos Makantasis Georgios N. Yannakakis 74 1 0 19 Sep 2024
Integrating Audio Narrations to Strengthen Domain Generalization in Multimodal First-Person Action Recognition Cagri Gungor Adriana Kovashka EgoV 46 0 0 15 Sep 2024
DICS: Find Domain-Invariant and Class-Specific Features for Out-of-Distribution Generalization Qiaowei Miao Yawei Luo Yi Yang OOD OODD 69 1 0 13 Sep 2024
What happens to diffusion model likelihood when your model is conditional? Mattias Cross Anton Ragni DiffM 73 0 0 10 Sep 2024
TriplePlay: Enhancing Federated Learning with CLIP for Non-IID Data and Resource Efficiency Ahmed Imteaj Md Zarif Hossain Saika Zaman Abdur R. Shahid VLM 85 1 0 09 Sep 2024
Prediction Accuracy & Reliability: Classification and Object Localization under Distribution Shift Fabian Diet Moussa Kassem Sbeyti Michelle Karg 67 0 0 05 Sep 2024
Validation of musculoskeletal segmentation model with uncertainty estimation for bone and muscle assessment in hip-to-knee clinical CT images Mazen Soufi Y. Otake Makoto Iwasa Keisuke Uemura Tomoki Hakotani ... Suzushi Kusano Masaki Takao S. Okada Nobuhiko Sugano Yoshinobu Sato 69 1 0 04 Sep 2024
Domain-Guided Weight Modulation for Semi-Supervised Domain Generalization Chamuditha Jayanaga Galappaththige Zachary Izzo Xilin He Honglu Zhou Muhammad Haris Khan 87 3 0 04 Sep 2024
Buffer-based Gradient Projection for Continual Federated Learning Shenghong Dai Jy-yong Sohn Yicong Chen S. Alam Ravikumar Balakrishnan Suman Banerjee N. Himayat Kangwook Lee FedML 97 2 0 03 Sep 2024
Focus-Consistent Multi-Level Aggregation for Compositional Zero-Shot Learning Fengyuan Dai Siteng Huang Min Zhang Biao Gong Donglin Wang 70 0 0 30 Aug 2024
StylePrompter: Enhancing Domain Generalization with Test-Time Style Priors Jiao Zhang Jian Xu Xu-Yao Zhang Cheng-Lin Liu VLM OOD 52 0 0 17 Aug 2024
Out-of-Distribution Learning with Human Feedback Haoyue Bai Xuefeng Du Katie Rainey Shibin Parameswaran Yixuan Li OODD 94 5 0 14 Aug 2024
Do Vision-Language Foundational models show Robust Visual Perception? Shivam Chandhok P. Tandon VLM OOD 16 0 0 13 Aug 2024
Robust Domain Generalization for Multi-modal Object Recognition Yuxin Qiao Keqin Li Junhong Lin Rong Wei Chufeng Jiang Yang Luo Haoyu Yang VLM 104 26 0 11 Aug 2024
Source-Free Domain-Invariant Performance Prediction Ekaterina Khramtsova Mahsa Baktashmotlagh Guido Zuccon Xi Wang Mathieu Salzmann UQCV 97 1 0 05 Aug 2024
DECIDER: Leveraging Foundation Model Priors for Improved Model Failure Detection and Explanation Rakshith Subramanyam Kowshik Thopalli V. Narayanaswamy Jayaraman J.Thiagarajan 76 3 0 01 Aug 2024
Resilience and Security of Deep Neural Networks Against Intentional and Unintentional Perturbations: Survey and Research Challenges Sazzad Sayyed Milin Zhang Shahriar Rifat A. Swami Michael De Lucia Francesco Restuccia 102 1 0 31 Jul 2024
Reducing Spurious Correlation for Federated Domain Generalization Shuran Ma Weiying Xie Daixun Li Haowei Li Yunsong Li OOD FedML 83 1 0 27 Jul 2024
Weighted Risk Invariance: Domain Generalization under Invariant Feature Shift Gina Wong Joshua Gleason Ramalingam Chellappa Yoav Wald Anqi Liu OOD 194 0 0 25 Jul 2024
DualFed: Enjoying both Generalization and Personalization in Federated Learning via Hierachical Representations Guogang Zhu Xuefeng Liu Jianwei Niu Shaojie Tang Xinghao Wu Jiayuan Zhang AI4CE 230 1 0 25 Jul 2024
Distilling Vision-Language Foundation Models: A Data-Free Approach via Prompt Diversification Yunyi Xuan Weijie Chen Shicai Yang Di Xie Luojun Lin Yueting Zhuang VLM 104 4 0 21 Jul 2024
Learn to Preserve and Diversify: Parameter-Efficient Group with Orthogonal Regularization for Domain Generalization Jiajun Hu Jian Zhang Lei Qi Yinghuan Shi Yang Gao OOD 69 6 0 21 Jul 2024
FedPartWhole: Federated domain generalization via consistent part-whole hierarchies Ahmed Radwan Mohamed S. Shehata FedML 75 0 0 20 Jul 2024
CycleMix: Mixing Source Domains for Domain Generalization in Style-Dependent Data Aristotelis Ballas Christos Diou OOD 87 0 0 18 Jul 2024
Disentangling Masked Autoencoders for Unsupervised Domain Generalization An Zhang Han Wang Xiang Wang Tat-Seng Chua 95 0 0 10 Jul 2024
Beyond the Federation: Topology-aware Federated Learning for Generalization to Unseen Clients Mengmeng Ma Tang Li Xi Peng 111 4 0 06 Jul 2024
FDS: Feedback-guided Domain Synthesis with Multi-Source Conditional Diffusion Models for Domain Generalization Mehrdad Noori Milad Cheraghalikhani Ali Bahri G. A. V. Hakim David Osowiechi Moslem Yazdanpanah Ismail Ben Ayed Christian Desrosiers 81 1 0 04 Jul 2024
Domain-independent detection of known anomalies Jonas Buhler Jonas Fehrenbach Lucas Steinmann Christian Nauck Marios Koulakis 152 0 0 03 Jul 2024
Towards Multimodal Open-Set Domain Generalization and Adaptation through Self-supervision Hao Dong Eleni Chatzi Olga Fink 69 7 0 01 Jul 2024
Invariant Correlation of Representation with Label: Enhancing Domain Generalization in Noisy Environments Gaojie Jin Ronghui Mu Xinping Yi Xiaowei Huang Lijun Zhang 148 0 0 01 Jul 2024
WATT: Weight Average Test-Time Adaptation of CLIP David Osowiechi Mehrdad Noori G. A. V. Hakim Moslem Yazdanpanah Ali Bahri Milad Cheraghalikhani Sahar Dastani Farzad Beizaee Ismail Ben Ayed Christian Desrosiers VLM 74 7 0 19 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 97 4 0 16 Jun 2024
Rethinking the Evaluation of Out-of-Distribution Detection: A Sorites Paradox Xingming Long Jie Zhang Shiguang Shan Xilin Chen OODD 81 2 0 14 Jun 2024
How Does Distribution Matching Help Domain Generalization: An Information-theoretic Analysis Yuxin Dong Tieliang Gong Hong Chen Shuangyong Song Weizhan Zhang Chen Li OOD 80 1 0 14 Jun 2024
OT-VP: Optimal Transport-guided Visual Prompting for Test-Time Adaptation Yunbei Zhang Akshay Mehra Jihun Hamm VLM 88 4 0 12 Jun 2024
Minimizing Energy Costs in Deep Learning Model Training: The Gaussian Sampling Approach Challapalli Phanindra Revanth Sumohana S. Channappayya C Krishna Mohan 127 23 0 11 Jun 2024
Causality-inspired Latent Feature Augmentation for Single Domain Generalization Jian Xu Chaojie Ji Yankai Cao Ye Li Ruxin Wang OOD 82 0 0 10 Jun 2024
Domain Generalization Guided by Large-Scale Pre-Trained Priors Zongbin Wang Bin Pan Shiyu Shen Tianyang Shi Zhenwei Shi AI4CE 113 0 0 09 Jun 2024
Domain Agnostic Conditional Invariant Predictions for Domain Generalization Zongbin Wang Bin Pan Zhenwei Shi OOD 67 0 0 09 Jun 2024
Feature contamination: Neural networks learn uncorrelated features and fail to generalize Tianren Zhang Chujie Zhao Guanyu Chen Yizhou Jiang Feng Chen OOD MLT OODD 181 6 0 05 Jun 2024
StyDeSty: Min-Max Stylization and Destylization for Single Domain Generalization Songhua Liu Xin Jin Xingyi Yang Jingwen Ye Xinchao Wang OOD 162 1 0 01 Jun 2024
Towards a Better Evaluation of Out-of-Domain Generalization Duhun Hwang Suhyun Kang Moonjung Eo Jimyeong Kim Wonjong Rhee 104 0 0 30 May 2024
Accurate and Reliable Predictions with Mutual-Transport Ensemble Han Liu Peng Cui Bingning Wang Jun Zhu Xiaolin Hu UQCV 58 0 0 30 May 2024
MANO: Exploiting Matrix Norm for Unsupervised Accuracy Estimation Under Distribution Shifts Renchunzi Xie Ambroise Odonnat Vasilii Feofanov Weijian Deng Jianfeng Zhang Bo An 80 2 0 29 May 2024
Domain-Inspired Sharpness-Aware Minimization Under Domain Shifts Ruipeng Zhang Ziqing Fan Jiangchao Yao Ya Zhang Yanfeng Wang 76 7 0 29 May 2024
Decomposing the Neurons: Activation Sparsity via Mixture of Experts for Continual Test Time Adaptation Rongyu Zhang Aosong Cheng Yulin Luo Gaole Dai Huanrui Yang ... Ran Xu Li Du Yuan Du Yanbing Jiang Shanghang Zhang MoE TTA 95 6 0 26 May 2024