Domain Generalization by Mutual-Information Regularization with Pre-trained Models

21 March 2022

Papers citing "Domain Generalization by Mutual-Information Regularization with Pre-trained Models"

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Title
Learning from Loss Landscape: Generalizable Mixed-Precision Quantization via Adaptive Sharpness-Aware Gradient Aligning Lianbo Ma Jianlun Ma Yuee Zhou Guoyang Xie Qiang He Zhichao Lu MQ 29 0 0 08 May 2025
Bayesian Cross-Modal Alignment Learning for Few-Shot Out-of-Distribution Generalization Lin Zhu Yifeng Yang Zichao Nie Yuan Gao VLM 28 3 0 13 Apr 2025
Noise-Aware Generalization: Robustness to In-Domain Noise and Out-of-Domain Generalization Siqi Wang Aoming Liu Bryan A. Plummer OOD 36 0 0 03 Apr 2025
Compressing 3D Gaussian Splatting by Noise-Substituted Vector Quantization Haishan Wang Mohammad Hassan Vali Arno Solin 3DGS 54 0 0 03 Apr 2025
Unlocking the Potential of Unlabeled Data in Semi-Supervised Domain Generalization Dongkwan Lee Kyomin Hwang Nojun Kwak 94 0 0 18 Mar 2025
What's in a Latent? Leveraging Diffusion Latent Space for Domain Generalization Xavier Thomas Deepti Ghadiyaram DiffM 87 0 0 09 Mar 2025
Data-Efficient Generalization for Zero-shot Composed Image Retrieval Zining Chen Zhicheng Zhao Fei Su Xiaoqin Zhang Shijian Lu VLM 40 0 0 07 Mar 2025
Grad-ECLIP: Gradient-based Visual and Textual Explanations for CLIP Chenyang Zhao Kun Wang J. H. Hsiao Antoni B. Chan CLIP 66 0 0 26 Feb 2025
Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes Aodi Li Liansheng Zhuang Xiao Long Minghong Yao Shafei Wang 112 0 0 18 Dec 2024
Meta Curvature-Aware Minimization for Domain Generalization Z. Chen Yiwen Ye Feilong Tang Yongsheng Pan Yong-quan Xia BDL 121 1 0 16 Dec 2024
Attention Head Purification: A New Perspective to Harness CLIP for Domain Generalization Yingfan Wang Guoliang Kang VLM 74 0 0 10 Dec 2024
Vision Transformer-based Semantic Communications With Importance-Aware Quantization Joohyuk Park Yongjeong Oh Yongjune Kim Yo-Seb Jeon MQ 56 0 0 08 Dec 2024
Dual Risk Minimization: Towards Next-Level Robustness in Fine-tuning Zero-Shot Models Kaican Li Weiyan Xie Yongxiang Huang Didan Deng Lanqing Hong Z. Li Ricardo Silva N. Zhang 62 0 0 29 Nov 2024
UMFC: Unsupervised Multi-Domain Feature Calibration for Vision-Language Models Jiachen Liang Ruibing Hou Minyang Hu Hong Chang Shiguang Shan Xilin Chen VLM 36 1 0 11 Nov 2024
PromptTA: Prompt-driven Text Adapter for Source-free Domain Generalization Haoran Zhang Shuanghao Bai Wanqi Zhou Jingwen Fu Badong Chen VLM OOD TTA 20 2 0 21 Sep 2024
Weighted Risk Invariance: Domain Generalization under Invariant Feature Shift Gina Wong Joshua Gleason Ramalingam Chellappa Yoav Wald Anqi Liu OOD 25 0 0 25 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 33 4 0 21 Jul 2024
Domain-independent detection of known anomalies Jonas Buhler Jonas Fehrenbach Lucas Steinmann Christian Nauck Marios Koulakis 21 0 0 03 Jul 2024
Fine-Grained Domain Generalization with Feature Structuralization Wenlong Yu Dongyue Chen Qilong Wang Qinghua Hu 28 0 0 13 Jun 2024
Domain Generalization Guided by Large-Scale Pre-Trained Priors Zongbin Wang Bin Pan Shiyu Shen Tianyang Shi Zhenwei Shi AI4CE 21 0 0 09 Jun 2024
Proxy Denoising for Source-Free Domain Adaptation Song Tang Wenxin Su Mao Ye Jianwei Zhang Xiatian Zhu Xiatian Zhu 62 1 0 03 Jun 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 32 0 0 24 May 2024
Adapting to Distribution Shift by Visual Domain Prompt Generation Zhixiang Chi Li Gu Tao Zhong Huan Liu Yuanhao Yu Konstantinos N Plataniotis Yang Wang VLM OOD 29 7 0 05 May 2024
Soft Prompt Generation for Domain Generalization Shuanghao Bai Yuedi Zhang Wanqi Zhou Zhirong Luan Badong Chen VLM 32 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 45 0 0 29 Apr 2024
Omniview-Tuning: Boosting Viewpoint Invariance of Vision-Language Pre-training Models Shouwei Ruan Yinpeng Dong Hanqing Liu Yao Huang Hang Su Xingxing Wei VLM 40 1 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 30 7 0 13 Apr 2024
DPStyler: Dynamic PromptStyler for Source-Free Domain Generalization Yunlong Tang Yuxuan Wan Lei Qi Xin Geng VLM 31 4 0 25 Mar 2024
SETA: Semantic-Aware Token Augmentation for Domain Generalization Jintao Guo Lei Qi Yinghuan Shi Yang Gao ViT 24 1 0 18 Mar 2024
DiPrompT: Disentangled Prompt Tuning for Multiple Latent Domain Generalization in Federated Learning Sikai Bai Jiewei Zhang Shuaicheng Li Song Guo Jingcai Guo Jun Hou Tao Han Xiaocheng Lu FedML 27 14 0 11 Mar 2024
Beyond Finite Data: Towards Data-free Out-of-distribution Generalization via Extrapolation Yijiang Li Sucheng Ren Weipeng Deng Yuzhi Xu Ying Gao Edith Ngai Haohan Wang OOD 33 1 0 08 Mar 2024
StochCA: A Novel Approach for Exploiting Pretrained Models with Cross-Attention SeungWon Seo Suho Lee Sangheum Hwang 25 0 0 25 Feb 2024
HYPO: Hyperspherical Out-of-Distribution Generalization Yifei Ming Haoyue Bai Julian Katz-Samuels Yixuan Li OODD OOD 27 8 0 12 Feb 2024
Domain Generalization with Small Data Kecheng Chen Elena Gal Hong Yan Haoliang Li OOD 19 5 0 09 Feb 2024
Multimodal Unsupervised Domain Generalization by Retrieving Across the Modality Gap Christopher Liao Christian So Theodoros Tsiligkaridis Brian Kulis 21 0 0 06 Feb 2024
HCVP: Leveraging Hierarchical Contrastive Visual Prompt for Domain Generalization Guanglin Zhou Zhongyi Han Shiming Chen Biwei Huang Liming Zhu Tongliang Liu Lina Yao Kun Zhang 32 3 0 18 Jan 2024
Learning Generalizable Models via Disentangling Spurious and Enhancing Potential Correlations Na Wang Lei Qi Jintao Guo Yinghuan Shi Yang Gao OOD 22 4 0 11 Jan 2024
VLLaVO: Mitigating Visual Gap through LLMs Shuhao Chen Yulong Zhang Weisen Jiang Jiangang Lu Yu Zhang VLM 32 2 0 06 Jan 2024
Preserving Silent Features for Domain Generalization Chujie Zhao Tianren Zhang Feng Chen 18 0 0 06 Jan 2024
Wild-Tab: A Benchmark For Out-Of-Distribution Generalization In Tabular Regression Sergey Kolesnikov CML OOD 12 4 0 04 Dec 2023
Choosing Wisely and Learning Deeply: Selective Cross-Modality Distillation via CLIP for Domain Generalization Jixuan Leng Yijiang Li Haohan Wang VLM 19 0 0 26 Nov 2023
Descriptor and Word Soups: Overcoming the Parameter Efficiency Accuracy Tradeoff for Out-of-Distribution Few-shot Learning Christopher Liao Theodoros Tsiligkaridis Brian Kulis OODD 31 5 0 21 Nov 2023
A2XP: Towards Private Domain Generalization Geunhyeok Yu Hyoseok Hwang 19 0 0 17 Nov 2023
MADG: Margin-based Adversarial Learning for Domain Generalization Aveen Dayal B. VimalK. Linga Reddy Cenkeramaddi C. K. Mohan Abhinav Kumar Vineeth N. Balasubramanian OOD AAML 19 62 0 14 Nov 2023
Distilling Out-of-Distribution Robustness from Vision-Language Foundation Models Andy Zhou Jindong Wang Yu-xiong Wang Haohan Wang VLM 33 6 0 02 Nov 2023
CHAMMI: A benchmark for channel-adaptive models in microscopy imaging Zitong S. Chen Chau Pham Siqi Wang Michael Doron Nikita Moshkov Bryan A. Plummer Juan C. Caicedo 20 9 0 30 Oct 2023
Responsible AI (RAI) Games and Ensembles Yash Gupta Runtian Zhai A. Suggala Pradeep Ravikumar 10 0 0 28 Oct 2023
Winning Prize Comes from Losing Tickets: Improve Invariant Learning by Exploring Variant Parameters for Out-of-Distribution Generalization Zhuo Huang Muyang Li Li Shen Jun-chen Yu Chen Gong Bo Han Tongliang Liu OOD 36 8 0 25 Oct 2023
Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters Gyuseong Lee Wooseok Jang Jin Hyeon Kim Jaewoo Jung Seungryong Kim MoE OOD 17 2 0 17 Oct 2023
Towards Unified and Effective Domain Generalization Yiyuan Zhang Kaixiong Gong Xiaohan Ding Kaipeng Zhang Fangrui Lv Kurt Keutzer Xiangyu Yue AI4CE OOD FedML 23 4 0 16 Oct 2023