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How stable are Transferability Metrics evaluations?

European Conference on Computer Vision (ECCV), 2022

4 April 2022

Papers citing "How stable are Transferability Metrics evaluations?"

24 / 24 papers shown

Title
Implicit Modeling for Transferability Estimation of Vision Foundation Models Yaoyan Zheng Huiqun Wang Nan Zhou Di Huang 121 0 0 27 Oct 2025
PEARL: Performance-Enhanced Aggregated Representation Learning Wenhui Li Shijin Gong Xinyu Zhang 76 0 0 29 Sep 2025
k-NN as a Simple and Effective Estimator of Transferability Moein Sorkhei Christos Matsoukas Johan Fredin Haslum Emir Konuk Kevin Smith 261 0 0 24 Mar 2025
Sequence Transferability and Task Order Selection in Continual Learning T. Nguyen Cuong N. Nguyen Quang Pham B. T. Nguyen Savitha Ramasamy Xiaoli Li Cuong V Nguyen 213 0 0 10 Feb 2025
How to Select Pre-Trained Code Models for Reuse? A Learning PerspectiveIEEE International Conference on Software Analysis, Evolution, and Reengineering (SANER), 2025 Zhangqian Bi Yao Wan Zhaoyang Chu Yufei Hu Junyi Zhang Hongyu Zhang Guandong Xu Hai Jin 164 0 0 08 Jan 2025
Enhancing pretraining efficiency for medical image segmentation via transferability metrics Gábor Hidy Bence Bakos András Lukács 263 1 0 24 Oct 2024
Leveraging Estimated Transferability Over Human Intuition for Model Selection in Text RankingConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Jun Bai Zhuofan Chen Zhenzi Li Hanhua Hong Jianfei Zhang Chen Li Chenghua Lin Wenge Rong 173 2 0 24 Sep 2024
Towards Fundamentally Scalable Model Selection: Asymptotically Fast Update and Selection Wenxiao Wang Weiming Zhuang Lingjuan Lyu 199 0 0 11 Jun 2024
Back to the Basics on Predicting Transfer Performance Levy G. Chaves Eduardo Valle Alceu Bissoto Sandra Avila MedIm 166 0 0 30 May 2024
Efficient Transferability Assessment for Selection of Pre-trained DetectorsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Zhao Wang Aoxue Li Zhenguo Li Qi Dou 130 0 0 14 Mar 2024
Which Model to Transfer? A Survey on Transferability Estimation Yuhe Ding Bo Jiang Aijing Yu Aihua Zheng Jian Liang 240 14 0 23 Feb 2024
How to Determine the Most Powerful Pre-trained Language Model without Brute Force Fine-tuning? An Empirical SurveyConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Jun Bai Xiaofeng Zhang Chen Li Hanhua Hong Xi Xu Chenghua Lin Wenge Rong 161 12 0 08 Dec 2023
Better Practices for Domain Adaptation Linus Ericsson Da Li Timothy M. Hospedales AI4CE TTA 116 6 0 07 Sep 2023
Exploring Model Transferability through the Lens of Potential EnergyIEEE International Conference on Computer Vision (ICCV), 2023 Xiaotong Li Zixuan Hu Yixiao Ge Ying Shan Ling-Yu Duan 167 12 0 29 Aug 2023
Sensitivity analysis of AI-based algorithms for autonomous driving on optical wavefront aberrations induced by the windshield D. Wolf Markus Ulrich Nikhil Kapoor 139 3 0 19 Aug 2023
The Performance of Transferability Metrics does not Translate to Medical Tasks Levy G. Chaves Alceu Bissoto Eduardo Valle Sandra Avila 209 7 0 14 Aug 2023
LOVM: Language-Only Vision Model SelectionNeural Information Processing Systems (NeurIPS), 2023 O. Zohar Shih-Cheng Huang Kuan-Chieh Wang Serena Yeung MLLM 178 16 0 15 Jun 2023
Model Spider: Learning to Rank Pre-Trained Models EfficientlyNeural Information Processing Systems (NeurIPS), 2023 Yi-Kai Zhang Ting Huang Yao-Xiang Ding De-Chuan Zhan Han-Jia Ye 230 39 0 06 Jun 2023
How to Estimate Model Transferability of Pre-Trained Speech Models?Interspeech (Interspeech), 2023 Zih-Ching Chen Chao-Han Huck Yang Yue Liu Yu Zhang Nanxin Chen Shoufeng Chang Rohit Prabhavalkar Hung-yi Lee Tara N. Sainath 388 11 0 01 Jun 2023
Can We Evaluate Domain Adaptation Models Without Target-Domain Labels?International Conference on Learning Representations (ICLR), 2023 Jianfei Yang Hanjie Qian Yuecong Xu Kai Wang Lihua Xie 212 14 0 30 May 2023
A Bag-of-Prototypes Representation for Dataset-Level ApplicationsComputer Vision and Pattern Recognition (CVPR), 2023 Wei-Chih Tu Weijian Deng Tom Gedeon Liang Zheng 185 13 0 23 Mar 2023
Towards Estimating Transferability using Hard Subsets Tarun Ram Menta Surgan Jandial A. Patil K.U. Vimal Saketh Bachu Balaji Krishnamurthy V. Balasubramanian Chirag Agarwal Mausoom Sarkar 137 0 0 17 Jan 2023
Benchmarking Graph Neural NetworksJournal of machine learning research (JMLR), 2023 Vijay Prakash Dwivedi Chaitanya K. Joshi Anh Tuan Luu T. Laurent Yoshua Bengio Xavier Bresson 1.2K 1,080 0 02 Mar 2020
Xception: Deep Learning with Depthwise Separable ConvolutionsComputer Vision and Pattern Recognition (CVPR), 2016 François Chollet MDE BDL PINN 2.5K 16,441 0 07 Oct 2016