How stable are Transferability Metrics evaluations?

4 April 2022

Papers citing "How stable are Transferability Metrics evaluations?"

27 / 27 papers shown

Title
k-NN as a Simple and Effective Estimator of Transferability Moein Sorkhei Christos Matsoukas Johan Fredin Haslum Kevin Smith 50 0 0 24 Mar 2025
Sequence Transferability and Task Order Selection in Continual Learning T. Nguyen Cuong N. Nguyen Quang-Cuong Pham B. T. Nguyen Savitha Ramasamy Xiaoli Li Cuong V Nguyen 73 0 0 10 Feb 2025
Enhancing pretraining efficiency for medical image segmentation via transferability metrics Gábor Hidy Bence Bakos András Lukács 13 1 0 24 Oct 2024
Leveraging Estimated Transferability Over Human Intuition for Model Selection in Text Ranking Jun Bai Zhuofan Chen Zhenzi Li Hanhua Hong Jianfei Zhang Chen Li Chenghua Lin Wenge Rong 14 0 0 24 Sep 2024
Towards Fundamentally Scalable Model Selection: Asymptotically Fast Update and Selection Wenxiao Wang Weiming Zhuang Lingjuan Lyu 27 0 0 11 Jun 2024
Back to the Basics on Predicting Transfer Performance Levy G. Chaves Eduardo Valle Alceu Bissoto Sandra Avila MedIm 28 0 0 30 May 2024
Efficient Transferability Assessment for Selection of Pre-trained Detectors Zhao Wang Aoxue Li Zhenguo Li Qi Dou 19 0 0 14 Mar 2024
Which Model to Transfer? A Survey on Transferability Estimation Yuhe Ding Bo Jiang Aijing Yu Aihua Zheng Jian Liang 30 4 0 23 Feb 2024
How to Determine the Most Powerful Pre-trained Language Model without Brute Force Fine-tuning? An Empirical Survey Jun Bai Xiaofeng Zhang Chen Li Hanhua Hong Xi Xu Chenghua Lin Wenge Rong 10 10 0 08 Dec 2023
Better Practices for Domain Adaptation Linus Ericsson Da Li Timothy M. Hospedales AI4CE TTA 11 4 0 07 Sep 2023
Exploring Model Transferability through the Lens of Potential Energy Xiaotong Li Zixuan Hu Yixiao Ge Ying Shan Ling-Yu Duan 11 7 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 17 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 19 4 0 14 Aug 2023
LOVM: Language-Only Vision Model Selection O. Zohar Shih-Cheng Huang Kuan-Chieh Jackson Wang Serena Yeung MLLM 24 12 0 15 Jun 2023
Model Spider: Learning to Rank Pre-Trained Models Efficiently Yi-Kai Zhang Ting Huang Yao-Xiang Ding De-Chuan Zhan Han-Jia Ye 19 22 0 06 Jun 2023
How to Estimate Model Transferability of Pre-Trained Speech Models? Zih-Ching Chen Chao-Han Huck Yang Bo-wen Li Yu Zhang Nanxin Chen Shoufeng Chang Rohit Prabhavalkar Hung-yi Lee Tara N. Sainath 8 9 0 01 Jun 2023
Can We Evaluate Domain Adaptation Models Without Target-Domain Labels? Jianfei Yang Hanjie Qian Yuecong Xu Kai Wang Lihua Xie 23 9 0 30 May 2023
A Bag-of-Prototypes Representation for Dataset-Level Applications Wei-Chih Tu Weijian Deng Tom Gedeon Liang Zheng 17 9 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 10 0 0 17 Jan 2023
Newer is not always better: Rethinking transferability metrics, their peculiarities, stability and performance Shibal Ibrahim Natalia Ponomareva Rahul Mazumder AAML 106 15 0 13 Oct 2021
ImageNet-21K Pretraining for the Masses T. Ridnik Emanuel Ben-Baruch Asaf Noy Lihi Zelnik-Manor SSeg VLM CLIP 166 676 0 22 Apr 2021
Benchmarking Graph Neural Networks Vijay Prakash Dwivedi Chaitanya K. Joshi Anh Tuan Luu T. Laurent Yoshua Bengio Xavier Bresson 183 907 0 02 Mar 2020
Geometric Dataset Distances via Optimal Transport David Alvarez-Melis Nicolò Fusi OT 70 189 0 07 Feb 2020
Transferability and Hardness of Supervised Classification Tasks Anh Tran Cuong V Nguyen Tal Hassner 134 163 0 21 Aug 2019
Deep High-Resolution Representation Learning for Visual Recognition Jingdong Wang Ke Sun Tianheng Cheng Borui Jiang Chaorui Deng ... Yadong Mu Mingkui Tan Xinggang Wang Wenyu Liu Bin Xiao 190 3,480 0 20 Aug 2019
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 948 20,214 0 17 Apr 2017
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 279 39,083 0 01 Sep 2014