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
Weighted Risk Invariance: Domain Generalization under Invariant Feature Shift Gina Wong Joshua Gleason Ramalingam Chellappa Yoav Wald Anqi Liu OOD 43 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 47 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 34 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 38 4 0 21 Jul 2024
FedPartWhole: Federated domain generalization via consistent part-whole hierarchies Ahmed Radwan Mohamed S. Shehata FedML 29 0 0 20 Jul 2024
CycleMix: Mixing Source Domains for Domain Generalization in Style-Dependent Data Aristotelis Ballas Christos Diou OOD 38 0 0 18 Jul 2024
Disentangling Masked Autoencoders for Unsupervised Domain Generalization An Zhang Han Wang Xiang Wang Tat-Seng Chua 49 0 0 10 Jul 2024
Beyond the Federation: Topology-aware Federated Learning for Generalization to Unseen Clients Mengmeng Ma Tang Li Xi Peng 83 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 51 1 0 04 Jul 2024
Domain-independent detection of known anomalies Jonas Buhler Jonas Fehrenbach Lucas Steinmann Christian Nauck Marios Koulakis 28 0 0 03 Jul 2024
Towards Multimodal Open-Set Domain Generalization and Adaptation through Self-supervision Hao Dong Eleni Chatzi Olga Fink 31 3 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 67 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 37 2 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 66 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 37 1 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 39 0 0 14 Jun 2024
OT-VP: Optimal Transport-guided Visual Prompting for Test-Time Adaptation Yunbei Zhang Akshay Mehra Jihun Hamm VLM 39 2 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 33 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 29 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 26 0 0 09 Jun 2024
Domain Agnostic Conditional Invariant Predictions for Domain Generalization Zongbin Wang Bin Pan Zhenwei Shi OOD 39 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 77 3 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 48 1 0 01 Jun 2024
Towards a Better Evaluation of Out-of-Domain Generalization Duhun Hwang Suhyun Kang Moonjung Eo Jimyeong Kim Wonjong Rhee 59 0 0 30 May 2024
Accurate and Reliable Predictions with Mutual-Transport Ensemble Han Liu Peng Cui Bingning Wang Jun Zhu Xiaolin Hu UQCV 34 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 46 2 0 29 May 2024
Domain-Inspired Sharpness-Aware Minimization Under Domain Shifts Ruipeng Zhang Ziqing Fan Jiangchao Yao Ya-Qin Zhang Yanfeng Wang 36 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 46 6 0 26 May 2024
CRoFT: Robust Fine-Tuning with Concurrent Optimization for OOD Generalization and Open-Set OOD Detection Lin Zhu Yifeng Yang Qinying Gu Xinbing Wang Cheng Zhou Nanyang Ye VLM 34 2 0 26 May 2024
Federated Unsupervised Domain Generalization using Global and Local Alignment of Gradients Farhad Pourpanah Mahdiyar Molahasani Milad Soltany Michael A. Greenspan Ali Etemad FedML OOD 89 2 0 25 May 2024
Continuous Temporal Domain Generalization Z. Cai Guangji Bai Renhe Jiang Xuan Song Liang Zhao 40 2 0 25 May 2024
Grounding Stylistic Domain Generalization with Quantitative Domain Shift Measures and Synthetic Scene Images Yiran Luo Joshua Forster Feinglass Tejas Gokhale Kuan-Cheng Lee Chitta Baral Yezhou Yang 37 0 0 24 May 2024
Learning Invariant Causal Mechanism from Vision-Language Models Changwen Zheng Siyu Zhao Xingyu Zhang Jiangmeng Li Changwen Zheng Jingyao Wang CML BDL VLM 42 0 0 24 May 2024
Improving Single Domain-Generalized Object Detection: A Focus on Diversification and Alignment M. S. Danish Muhammad Haris Khan Muhammad Akhtar Munir M. Sarfraz Mohsen Ali ObjD 46 10 0 23 May 2024
Dynamic Mixture of Experts: An Auto-Tuning Approach for Efficient Transformer Models Yongxin Guo Zhenglin Cheng Xiaoying Tang Tao R. Lin Tao Lin MoE 64 7 0 23 May 2024
Rehearsal-free Federated Domain-incremental Learning Rui Sun Haoran Duan Jiahua Dong Varun Ojha Tejal Shah R. Ranjan CLL 43 1 0 22 May 2024
Training Data Attribution via Approximate Unrolled Differentiation Juhan Bae Wu Lin Jonathan Lorraine Roger C. Grosse TDI MU 56 12 0 20 May 2024
Cross-Domain Feature Augmentation for Domain Generalization Yingnan Liu Yingtian Zou Rui Qiao Fusheng Liu M. Lee W. Hsu OOD 40 4 0 14 May 2024
Test-time Assessment of a Model's Performance on Unseen Domains via Optimal Transport Akshay Mehra Yunbei Zhang Jihun Hamm OOD 24 1 0 02 May 2024
Soft Prompt Generation for Domain Generalization Shuanghao Bai Yuedi Zhang Wanqi Zhou Zhirong Luan Badong Chen VLM 44 3 0 30 Apr 2024
Transitive Vision-Language Prompt Learning for Domain Generalization Liyuan Wang Yan Jin Zhen Chen Jinlin Wu Mengke Li Yang Lu Hanzi Wang VLM VPVLM LRM 55 0 0 29 Apr 2024
Causally Inspired Regularization Enables Domain General Representations Olawale Salaudeen Oluwasanmi Koyejo OOD CML 25 2 0 25 Apr 2024
The Over-Certainty Phenomenon in Modern UDA Algorithms Fin Amin Jung-Eun Kim 32 0 0 24 Apr 2024
One-Shot Sequential Federated Learning for Non-IID Data by Enhancing Local Model Diversity Naibo Wang Yuchen Deng Wenjie Feng Shichen Fan Jianwei Yin See-Kiong Ng FedML 34 5 0 18 Apr 2024
PracticalDG: Perturbation Distillation on Vision-Language Models for Hybrid Domain Generalization Zining Chen Weiqiu Wang Zhicheng Zhao Fei Su Aidong Men Hongying Meng VLM 37 7 0 13 Apr 2024
DGMamba: Domain Generalization via Generalized State Space Model Shaocong Long Qianyu Zhou Hefei Ling Xuequan Lu Chenhao Ying Yuan Luo Lizhuang Ma Shuicheng Yan 51 9 0 11 Apr 2024
CDAD-Net: Bridging Domain Gaps in Generalized Category Discovery Sai Bhargav Rongali Sarthak Mehrotra Ankit Jha C. MohamadHassanN Shirsha Bose Tanisha Gupta Mainak Singha Biplab Banerjee 38 2 0 08 Apr 2024
Active Test-Time Adaptation: Theoretical Analyses and An Algorithm Shurui Gui Xiner Li Shuiwang Ji TTA 61 11 0 07 Apr 2024
Vision Transformers in Domain Adaptation and Generalization: A Study of Robustness Shadi Alijani Jamil Fayyad H. Najjaran OOD 32 9 0 05 Apr 2024
Domain Generalization through Meta-Learning: A Survey Arsham Gholamzadeh Khoee Yinan Yu R. Feldt AI4CE OOD 40 16 0 03 Apr 2024