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
Prompt-driven Latent Domain Generalization for Medical Image Classification Siyuan Yan Chi Liu Zhen Yu Lie Ju Dwarikanath Mahapatra B. Betz‐Stablein Victoria Mar Monika Janda Peter Soyer Zongyuan Ge OOD VLM MedIm 35 7 0 05 Jan 2024
Multi-Source Collaborative Gradient Discrepancy Minimization for Federated Domain Generalization Yikang Wei Yahong Han 68 8 0 05 Jan 2024
Mixture Data for Training Cannot Ensure Out-of-distribution Generalization Songming Zhang Yuxiao Luo Qizhou Wang Haoang Chi Xiaofeng Chen Bo Han Jinyan Li OODD 30 0 0 25 Dec 2023
Revisiting Knowledge Distillation under Distribution Shift Songming Zhang Ziyu Lyu Xiaofeng Chen 29 1 0 25 Dec 2023
Merging Vision Transformers from Different Tasks and Domains Peng Ye Chenyu Huang Mingzhu Shen Tao Chen Yongqi Huang Yuning Zhang Wanli Ouyang MoMe 22 11 0 25 Dec 2023
MARS: Multi-Scale Adaptive Robotics Vision for Underwater Object Detection and Domain Generalization L. Saad Saoud Lakmal D. Seneviratne Irfan Hussain 16 0 0 23 Dec 2023
AdvST: Revisiting Data Augmentations for Single Domain Generalization Guangtao Zheng Mengdi Huai Aidong Zhang 35 15 0 20 Dec 2023
StyleSinger: Style Transfer for Out-of-Domain Singing Voice Synthesis Yu Zhang Rongjie Huang Ruiqi Li Jinzheng He Yan Xia Feiyang Chen Xinyu Duan Baoxing Huai Zhou Zhao VLM 23 17 0 17 Dec 2023
Towards Context-Aware Domain Generalization: Understanding the Benefits and Limits of Marginal Transfer Learning Jens Müller Lars Kühmichel Martin Rohbeck Stefan T. Radev Ullrich Kothe OOD 40 0 0 15 Dec 2023
ADOD: Adaptive Domain-Aware Object Detection with Residual Attention for Underwater Environments L. Saad Saoud Zhenwei Niu Atif Sultan Lakmal D. Seneviratne Irfan Hussain 29 2 0 11 Dec 2023
Invariant Representation via Decoupling Style and Spurious Features from Images Ruimeng Li Yuanhao Pu Zhaoyi Li Hong Xie Defu Lian OOD 20 1 0 11 Dec 2023
Singular Value Penalization and Semantic Data Augmentation for Fully Test-Time Adaptation Houcheng Su Daixian Liu Mengzhu Wang Wei Wang TTA 19 1 0 10 Dec 2023
Subject-Based Domain Adaptation for Facial Expression Recognition Muhammad Osama Zeeshan Haseeb Aslam Soufiane Belharbi A. L. Koerich M. Pedersoli Simon L Bacon Eric Granger 27 3 0 09 Dec 2023
Cross Domain Generative Augmentation: Domain Generalization with Latent Diffusion Models S. Hemati Mahdi Beitollahi A. Estiri Bassel Al Omari Xi Chen Guojun Zhang 19 6 0 08 Dec 2023
Open Domain Generalization with a Single Network by Regularization Exploiting Pre-trained Features Inseop Chung Kiyoon Yoo Nojun Kwak VLM 16 0 0 08 Dec 2023
SEVA: Leveraging sketches to evaluate alignment between human and machine visual abstraction Kushin Mukherjee Holly Huey Xuanchen Lu Yael Vinker Rio Aguina-Kang Ariel Shamir Judith E. Fan 27 11 0 05 Dec 2023
Federated Active Learning for Target Domain Generalisation Razvan Caramalau Binod Bhattarai Danail Stoyanov OOD FedML 32 1 0 04 Dec 2023
Wild-Tab: A Benchmark For Out-Of-Distribution Generalization In Tabular Regression Sergey Kolesnikov CML OOD 17 4 0 04 Dec 2023
Nonparametric Variational Regularisation of Pretrained Transformers Fabio Fehr James Henderson 43 0 0 01 Dec 2023
Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image Segmentation Ziyang Chen Yongsheng Pan Yiwen Ye Mengkang Lu Yong-quan Xia OOD VLM MedIm 35 5 0 30 Nov 2023
Rescuing referral failures during automated diagnosis of domain-shifted medical images Anuj Srivastava Karm Patel Pradeep Shenoy D. Sridharan OOD 26 0 0 28 Nov 2023
HD Maps are Lane Detection Generalizers: A Novel Generative Framework for Single-Source Domain Generalization Daeun Lee Minhyeok Heo Jiwon Kim 27 0 0 28 Nov 2023
CLAP: Isolating Content from Style through Contrastive Learning with Augmented Prompts Yichao Cai Yuhang Liu Zhen Zhang Javen Qinfeng Shi CLIP VLM 31 5 0 28 Nov 2023
Choosing Wisely and Learning Deeply: Selective Cross-Modality Distillation via CLIP for Domain Generalization Jixuan Leng Yijiang Li Haohan Wang VLM 31 0 0 26 Nov 2023
TEA: Test-time Energy Adaptation Yige Yuan Bingbing Xu Liang Hou Fei Sun Huawei Shen Xueqi Cheng TTA VLM 31 8 0 24 Nov 2023
Parameter Exchange for Robust Dynamic Domain Generalization Luojun Lin Zhifeng Shen Zhishu Sun Yuanlong Yu Lei Zhang Weijie Chen OOD 28 6 0 23 Nov 2023
From Categories to Classifier: Name-Only Continual Learning by Exploring the Web Ameya Prabhu Hasan Hammoud Ser-Nam Lim Guohao Li Philip H. S. Torr Adel Bibi CLL 127 9 0 19 Nov 2023
A2XP: Towards Private Domain Generalization Geunhyeok Yu Hyoseok Hwang 34 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 26 63 0 14 Nov 2023
Improving the Effectiveness of Deep Generative Data Ruyu Wang Sabrina Schmedding Marco F. Huber DiffM 35 3 0 07 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
StableFDG: Style and Attention Based Learning for Federated Domain Generalization Jun-Gyu Park Dong-Jun Han Jinho Kim Shiqiang Wang Christopher G. Brinton Jaekyun Moon OOD FedML 37 15 0 01 Nov 2023
Battle of the Backbones: A Large-Scale Comparison of Pretrained Models across Computer Vision Tasks Micah Goldblum Hossein Souri Renkun Ni Manli Shu Viraj Prabhu ... Adrien Bardes Judy Hoffman Ramalingam Chellappa Andrew Gordon Wilson Tom Goldstein VLM 81 62 0 30 Oct 2023
SimMMDG: A Simple and Effective Framework for Multi-modal Domain Generalization Hao Dong Ismail Nejjar Han Sun Eleni Chatzi Olga Fink 29 18 0 30 Oct 2023
Adaptive Test-Time Personalization for Federated Learning Wenxuan Bao Tianxin Wei Haohan Wang Jingrui He TTA OOD 28 14 0 28 Oct 2023
Benchmark Generation Framework with Customizable Distortions for Image Classifier Robustness S. Sarkar Ashwin Ramesh Babu Sajad Mousavi Zachariah Carmichael Vineet Gundecha Sahand Ghorbanpour Ricardo Luna Antonio Guillen-Perez Avisek Naug AAML DiffM 48 3 0 28 Oct 2023
Domain Generalisation via Risk Distribution Matching Toan Nguyen Kien Do Bao Duong T. Nguyen OOD 36 3 0 28 Oct 2023
Understanding Parameter Saliency via Extreme Value Theory Shuo Wang Issei Sato AAML FAtt 19 0 0 27 Oct 2023
Generalizing to Unseen Domains in Diabetic Retinopathy Classification Chamuditha Jayanga Galappaththige Gayal Kuruppu Muhammad Haris Khan OOD 21 7 0 26 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 46 8 0 25 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
Handling Data Heterogeneity via Architectural Design for Federated Visual Recognition Sara Pieri Jose Renato Restom Samuel Horvath Hisham Cholakkal FedML 21 8 0 23 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 30 2 0 17 Oct 2023
Unlocking Emergent Modularity in Large Language Models Zihan Qiu Zeyu Huang Jie Fu 25 8 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 33 4 0 16 Oct 2023
Discovery and Expansion of New Domains within Diffusion Models Ye Zhu Yu Wu Duo Xu Zhiwei Deng Yan Yan Olga Russakovsky DiffM 34 1 0 13 Oct 2023
Visual Data-Type Understanding does not emerge from Scaling Vision-Language Models Vishaal Udandarao Max F. Burg Samuel Albanie Matthias Bethge VLM 34 9 0 12 Oct 2023
Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification Sravanti Addepalli Ashish Ramayee Asokan Lakshay Sharma R. V. Babu VLM 24 15 0 12 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 Generalization by Rejecting Extreme Augmentations Masih Aminbeidokhti F. Guerrero-Peña H. R. Medeiros Thomas Dubail Eric Granger M. Pedersoli ViT 45 3 0 10 Oct 2023