Domain Generalization using Pretrained Models without Fine-tuning

9 March 2022

Papers citing "Domain Generalization using Pretrained Models without Fine-tuning"

24 / 24 papers shown

Title
Memory-Integrated Reconfigurable Adapters: A Unified Framework for Settings with Multiple Tasks Susmit Agrawal Krishn Vishwas Kher Saksham Mittal Swarnim Maheshwari Vineeth N. Balasubramanian CLL 116 0 0 30 Nov 2025
Collaborative Editable Model Kaiwen Tang Aitong Wu Yao Lu Guangda Sun KELM 189 0 0 17 Jun 2025
Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain GeneralizationComputer Vision and Pattern Recognition (CVPR), 2025 Xiran Wang Jian Zhang Lei Qi Yinghuan Shi 251 3 0 23 Mar 2025
Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss LandscapesComputer Vision and Pattern Recognition (CVPR), 2024 Aodi Li Liansheng Zhuang Xiao Long Minghong Yao Shafei Wang 1.1K 6 0 18 Dec 2024
FedBaF: Federated Learning Aggregation Biased by a Foundation ModelInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 Jong-Ik Park Srinivasa Pranav J. M. F. Moura Carlee Joe-Wong AI4CE 393 3 0 24 Oct 2024
QT-DoG: Quantization-aware Training for Domain Generalization Saqib Javed Hieu Le Mathieu Salzmann OOD MQ 316 6 0 08 Oct 2024
Hybrid Deep Learning-Based for Enhanced Occlusion Segmentation in PICU Patient Monitoring Mario Francisco Munoz Hoang Vu Huy Thanh-Dung Le 128 2 0 18 Jul 2024
A Scene-aware Models Adaptation Scheme for Cross-scene Online Inference on Mobile DevicesIEEE International Conference on Distributed Computing Systems (ICDCS), 2024 Yunzhe Li Hongzi Zhu Zhuohong Deng Yunlong Cheng Liang Zhang Shan Chang Minyi Guo Minyi Guo 238 4 0 09 May 2024
ShiftKD: Benchmarking Knowledge Distillation under Distribution Shift Songming Zhang Ziyu Lyu Ziyu Lyu Xiaofeng Chen 199 2 0 25 Dec 2023
Choosing Wisely and Learning Deeply: Selective Cross-Modality Distillation via CLIP for Domain Generalization Jixuan Leng Yijiang Li Haohan Wang VLM 433 1 0 26 Nov 2023
A Sentence Speaks a Thousand Images: Domain Generalization through Distilling CLIP with Language GuidanceIEEE International Conference on Computer Vision (ICCV), 2023 Zeyi Huang Andy Zhou Zijian Lin Mu Cai Haohan Wang Yong Jae Lee VLM OOD 212 49 0 21 Sep 2023
LatentDR: Improving Model Generalization Through Sample-Aware Latent Degradation and RestorationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Ran Liu Sahil Khose Jingyun Xiao Lakshmi Sathidevi Keerthan Ramnath Z. Kira Eva L. Dyer 356 5 0 28 Aug 2023
TDG: Text-guided Domain Generalization Geng-Ming Liu Yuxi Wang OOD 246 4 0 19 Aug 2023
Explore and Exploit the Diverse Knowledge in Model Zoo for Domain GeneralizationInternational Conference on Machine Learning (ICML), 2023 Yimeng Chen Tianyang Hu Fengwei Zhou Zhenguo Li Zhiming Ma 146 13 0 05 Jun 2023
Diff-Instruct: A Universal Approach for Transferring Knowledge From Pre-trained Diffusion ModelsNeural Information Processing Systems (NeurIPS), 2023 Weijian Luo Tianyang Hu Shifeng Zhang Jiacheng Sun Zhenguo Li Zhihua Zhang 277 186 0 29 May 2023
Improving Domain Generalization with Domain RelationsInternational Conference on Learning Representations (ICLR), 2023 Huaxiu Yao Xinyu Yang Xinyi Pan Shengchao Liu Pang Wei Koh Chelsea Finn OOD AI4CE 262 17 0 06 Feb 2023
Gradient Estimation for Unseen Domain Risk Minimization with Pre-Trained Models Byunggyu Lew Donghyun Son Buru Chang 172 11 0 03 Feb 2023
Learning Domain Invariant Prompt for Vision-Language ModelsIEEE Transactions on Image Processing (IEEE TIP), 2022 Cairong Zhao Yubin Wang Xinyang Jiang Yifei Shen Kaitao Song Dongsheng Li Duoqian Miao VLM VPVLM 300 46 0 08 Dec 2022
Learning an Invertible Output Mapping Can Mitigate Simplicity Bias in Neural Networks Sravanti Addepalli Anshul Nasery R. Venkatesh Babu Praneeth Netrapalli Prateek Jain AAML 196 3 0 04 Oct 2022
Domain-Unified Prompt Representations for Source-Free Domain Generalization Hongjing Niu Hanting Li Feng Zhao Bin Li VLM 232 27 0 29 Sep 2022
Generalization in Neural Networks: A Broad SurveyNeurocomputing (Neurocomputing), 2022 Chris Rohlfs OOD AI4CE 249 18 0 04 Sep 2022
Diverse Weight Averaging for Out-of-Distribution GeneralizationNeural Information Processing Systems (NeurIPS), 2022 Alexandre Ramé Matthieu Kirchmeyer Thibaud Rahier A. Rakotomamonjy Patrick Gallinari Matthieu Cord OOD 526 159 0 19 May 2022
CADG: A Model Based on Cross Attention for Domain Generalization Chengqiu Dai Yingqiao Lin Fan Li Xiyao Li Don Xie OOD 113 4 0 31 Mar 2022
Barycentric-alignment and reconstruction loss minimization for domain generalization Boyang Lyu Thuan Q. Nguyen Prakash Ishwar matthias. scheutz Shuchin Aeron OOD 265 4 0 04 Sep 2021