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
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 112 1 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 374 2 0 25 May 2024
Continuous Temporal Domain Generalization Zekun Cai Guangji Bai Renhe Jiang Xuan Song Liang Zhao 82 5 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 83 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 123 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 97 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 198 9 0 23 May 2024
Rehearsal-free Federated Domain-incremental Learning Rui Sun Haoran Duan Jiahua Dong Varun Ojha Tejal Shah R. Ranjan CLL 139 1 0 22 May 2024
Training Data Attribution via Approximate Unrolled Differentiation Juhan Bae Wu Lin Jonathan Lorraine Roger C. Grosse TDI MU 150 18 0 20 May 2024
Cross-Domain Feature Augmentation for Domain Generalization Yingnan Liu Yingtian Zou Rui Qiao Fusheng Liu Mong Li Lee Wynne Hsu OOD 58 5 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 72 1 0 02 May 2024
Soft Prompt Generation for Domain Generalization Shuanghao Bai Yuedi Zhang Wanqi Zhou Zhirong Luan Badong Chen VLM 116 5 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 112 0 0 29 Apr 2024
Causally Inspired Regularization Enables Domain General Representations Olawale Salaudeen Oluwasanmi Koyejo OOD CML 63 2 0 25 Apr 2024
The Over-Certainty Phenomenon in Modern UDA Algorithms Fin Amin Jung-Eun Kim 60 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 Yuxiang Cai See-Kiong Ng FedML 102 6 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 78 10 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 122 10 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 93 2 0 08 Apr 2024
Active Test-Time Adaptation: Theoretical Analyses and An Algorithm Shurui Gui Xiner Li Shuiwang Ji TTA 99 14 0 07 Apr 2024
Vision Transformers in Domain Adaptation and Generalization: A Study of Robustness Shadi Alijani Jamil Fayyad Homayoun Najjaran OOD 111 1 0 05 Apr 2024
A Layer Selection Approach to Test Time Adaptation Sabyasachi Sahoo Mostafa ElAraby Jonas Ngnawé Y. Pequignot Frédéric Precioso Christian Gagné 68 0 0 04 Apr 2024
Domain Generalization through Meta-Learning: A Survey Arsham Gholamzadeh Khoee Yinan Yu R. Feldt AI4CE OOD 93 16 0 03 Apr 2024
Adaptive Feature Fusion Neural Network for Glaucoma Segmentation on Unseen Fundus Images Jiyuan Zhong Hu Ke Ming Yan MedIm 117 1 0 02 Apr 2024
Unknown Prompt, the only Lacuna: Unveiling CLIP's Potential for Open Domain Generalization Mainak Singha Ankit Jha Shirsha Bose Ashwin Nair Moloud Abdar Biplab Banerjee VLM 90 12 0 31 Mar 2024
DPStyler: Dynamic PromptStyler for Source-Free Domain Generalization Yunlong Tang Yuxuan Wan Lei Qi Xin Geng VLM 65 5 0 25 Mar 2024
Efficiently Assemble Normalization Layers and Regularization for Federated Domain Generalization Khiem Le-Huy Long Ho Cuong D. Do Danh Le-Phuoc Kok-Seng Wong OOD FedML 99 4 0 22 Mar 2024
Cell Variational Information Bottleneck Network Zhonghua Zhai Chen Ju Jinsong Lan Shuai Xiao 47 0 0 22 Mar 2024
DomainLab: A modular Python package for domain generalization in deep learning Xudong Sun Carla Feistner Alexej Gossmann George Schwarz Rao Muhammad Umer ... A. Gruber Nutan Chen Sayedali Shetab Boushehri Florian Buettner Carsten Marr OOD 58 0 0 21 Mar 2024
M-HOF-Opt: Multi-Objective Hierarchical Output Feedback Optimization via Multiplier Induced Loss Landscape Scheduling Xudong Sun Nutan Chen Alexej Gossmann Yu Xing Carla Feistner ... Felix Drost Daniele Scarcella Lisa Beer Carsten Marr Carsten Marr 104 1 0 20 Mar 2024
SETA: Semantic-Aware Token Augmentation for Domain Generalization Jintao Guo Lei Qi Yinghuan Shi Yang Gao ViT 103 3 0 18 Mar 2024
Towards Generalizing to Unseen Domains with Few Labels Chamuditha Jayanga Galappaththige Sanoojan Baliah Malitha Gunawardhana Muhammad Haris Khan 84 3 0 18 Mar 2024
Uncertainty-guided Contrastive Learning for Single Source Domain Generalisation Anastasios Arsenos D. Kollias Evangelos Petrongonas Christos Skliros Stefanos D. Kollias 76 14 0 12 Mar 2024
Unknown Domain Inconsistency Minimization for Domain Generalization Seungjae Shin Heesun Bae Byeonghu Na Yoon-Yeong Kim Il-Chul Moon 96 2 0 12 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 125 15 0 11 Mar 2024
Towards Robust Out-of-Distribution Generalization Bounds via Sharpness Yingtian Zou Kenji Kawaguchi Yingnan Liu Jiashuo Liu Mong Li Lee Wynne Hsu 81 7 0 11 Mar 2024
Pre-Trained Model Recommendation for Downstream Fine-tuning Jiameng Bai Sai Wu Mingli Song Junbo Zhao Gang Chen 112 2 0 11 Mar 2024
Domain Adversarial Active Learning for Domain Generalization Classification Jianting Chen Ling Ding Yunxiao Yang Zaiyuan Di Yang Xiang OOD 73 1 0 10 Mar 2024
Overcoming Data Inequality across Domains with Semi-Supervised Domain Generalization Jinha Park Won-Yong Cho Taesup Kim 79 0 0 08 Mar 2024
Domain-Agnostic Mutual Prompting for Unsupervised Domain Adaptation Zhekai Du Xinyao Li Fengling Li Ke Lu Lei Zhu Jingjing Li 86 18 0 05 Mar 2024
DomainVerse: A Benchmark Towards Real-World Distribution Shifts For Tuning-Free Adaptive Domain Generalization Feng Hou Jin Yuan Ying Yang Yang Liu Yang Zhang Cheng Zhong Zhongchao Shi Jianping Fan Yong Rui Zhiqiang He VLM 81 1 0 05 Mar 2024
A Survey on Evaluation of Out-of-Distribution Generalization Han Yu Jiashuo Liu Xingxuan Zhang Jiayun Wu Peng Cui OOD 101 9 0 04 Mar 2024
Fine-tuning with Very Large Dropout Jianyu Zhang Léon Bottou 124 2 0 01 Mar 2024
Uncertainty-Based Extensible Codebook for Discrete Federated Learning in Heterogeneous Data Silos Tianyi Zhang Yu Cao Dianbo Liu FedML 79 0 0 29 Feb 2024
Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization Deng Li Aming Wu Yaowei Wang Yahong Han OOD VLM 127 10 0 28 Feb 2024
FedUV: Uniformity and Variance for Heterogeneous Federated Learning Ha Min Son M. Kim Tai-Myung Chung Chao Huang Xin Liu FedML 71 3 0 27 Feb 2024
StochCA: A Novel Approach for Exploiting Pretrained Models with Cross-Attention SeungWon Seo Suho Lee Sangheum Hwang 78 0 0 25 Feb 2024
Multimodal Instruction Tuning with Conditional Mixture of LoRA Ying Shen Zhiyang Xu Qifan Wang Yu Cheng Wenpeng Yin Lifu Huang 79 20 0 24 Feb 2024
Does Combining Parameter-efficient Modules Improve Few-shot Transfer Accuracy? Nader Asadi Mahdi Beitollahi Yasser H. Khalil Yinchuan Li Guojun Zhang Xi Chen MoMe 92 9 0 23 Feb 2024
Enhancing One-Shot Federated Learning Through Data and Ensemble Co-Boosting Rong Dai Yonggang Zhang Ang Li Tongliang Liu Xun Yang Bo Han FedML 119 16 0 23 Feb 2024