Which Model to Transfer? A Survey on Transferability Estimation

Which Model to Transfer? A Survey on Transferability Estimation

23 February 2024

Jian Liang

Papers citing "Which Model to Transfer? A Survey on Transferability Estimation"

19 / 19 papers shown

Title
Learning Optimal Prompt Ensemble for Multi-source Visual Prompt Transfer Enming Zhang Liwen Cao Yanru Wu Zijie Zhao Guan Wang Yang Li 90 0 0 09 Apr 2025
Unleashing the power of Neural Collapse for Transferability Estimation Yuhe Ding Bo Jiang Lijun Sheng Aihua Zheng Jian Liang CVBM 60 1 0 09 Oct 2023
Fast and Accurate Transferability Measurement by Evaluating Intra-class Feature Variance Huiwen Xu U. Kang 66 7 0 11 Aug 2023
ETran: Energy-Based Transferability Estimation Mohsen Gholami Mohammad Akbari Xinglu Wang Behnam Kamranian Yong Zhang 54 10 0 03 Aug 2023
To transfer or not transfer: Unified transferability metric and analysis Qianshan Zhan Fangyin Wei 60 2 0 12 May 2023
An Information-Theoretic Approach to Transferability in Task Transfer Learning Yajie Bao Yongni Li Shao-Lun Huang Lin Zhang Lizhong Zheng Amir Zamir Leonidas Guibas 51 119 0 20 Dec 2022
Evidence > Intuition: Transferability Estimation for Encoder Selection Elisa Bassignana Max Müller-Eberstein Mike Zhang Barbara Plank 53 8 0 20 Oct 2022
PACTran: PAC-Bayesian Metrics for Estimating the Transferability of Pretrained Models to Classification Tasks Nan Ding Xi Chen Tomer Levinboim Soravit Changpinyo Radu Soricut 52 27 0 10 Mar 2022
Transferability in Deep Learning: A Survey Junguang Jiang Yang Shu Jianmin Wang Mingsheng Long OOD 68 102 0 15 Jan 2022
Transferability Estimation using Bhattacharyya Class Separability Michal Pándy A. Agostinelli J. Uijlings V. Ferrari Thomas Mensink 49 58 0 24 Nov 2021
Frustratingly Easy Transferability Estimation Long-Kai Huang Ying Wei Yu Rong Qiang Yang Junzhou Huang 84 58 0 17 Jun 2021
A linearized framework and a new benchmark for model selection for fine-tuning Aditya Deshpande Alessandro Achille Avinash Ravichandran Hao Li Luca Zancato Charless C. Fowlkes Rahul Bhotika Stefano Soatto Pietro Perona ALM 145 46 0 29 Jan 2021
Prevalence of Neural Collapse during the terminal phase of deep learning training Vardan Papyan Xuemei Han D. Donoho 162 572 0 18 Aug 2020
LEEP: A New Measure to Evaluate Transferability of Learned Representations Cuong V Nguyen Tal Hassner Matthias Seeger Cédric Archambeau 69 215 0 27 Feb 2020
Transferability and Hardness of Supervised Classification Tasks Anh Tran Cuong V Nguyen Tal Hassner 164 165 0 21 Aug 2019
Representation Similarity Analysis for Efficient Task taxonomy & Transfer Learning Kshitij Dwivedi Gemma Roig 57 151 0 26 Apr 2019
Task2Vec: Task Embedding for Meta-Learning Alessandro Achille Michael Lam Rahul Tewari Avinash Ravichandran Subhransu Maji Charless C. Fowlkes Stefano Soatto Pietro Perona SSL 66 314 0 10 Feb 2019
Taskonomy: Disentangling Task Transfer Learning Amir Zamir Alexander Sax Bokui (William) Shen Leonidas Guibas Jitendra Malik Silvio Savarese 88 1,215 0 23 Apr 2018
PAC-Bayesian Theory Meets Bayesian Inference Pascal Germain Francis R. Bach Alexandre Lacoste Simon Lacoste-Julien 65 183 0 27 May 2016