Communities
Connect sessions
AI calendar
Organizations
Join Slack
Contact Sales
Search
Open menu
Home
Papers
2011.13377
Cited By
v1
v2 (latest)
How Well Do Self-Supervised Models Transfer?
Computer Vision and Pattern Recognition (CVPR), 2020
26 November 2020
Linus Ericsson
Henry Gouk
Timothy M. Hospedales
SSL
Re-assign community
ArXiv (abs)
PDF
HTML
Papers citing
"How Well Do Self-Supervised Models Transfer?"
50 / 192 papers shown
Why Prototypes Collapse: Diagnosing and Preventing Partial Collapse in Prototypical Self-Supervised Learning
Gabriel Y. Arteaga
Marius Aasan
Rwiddhi Chakraborty
Martine Hjelkrem-Tan
T. Silva
Michael C. Kampffmeyer
Adín Ramirez Rivera
187
0
0
23 Oct 2025
VarCoNet: A variability-aware self-supervised framework for functional connectome extraction from resting-state fMRI
Charalampos Lamprou
Aamna Alshehhi
Leontios J. Hadjileontiadis
Mohamed L. Seghier
138
0
0
02 Oct 2025
PEARL: Performance-Enhanced Aggregated Representation Learning
Wenhui Li
Shijin Gong
Xinyu Zhang
158
0
0
29 Sep 2025
MoTiC: Momentum Tightness and Contrast for Few-Shot Class-Incremental Learning
Zeyu He
Shuai Huang
Yuwu Lu
Ming Zhao
CLL
187
0
0
24 Sep 2025
Curriculum Multi-Task Self-Supervision Improves Lightweight Architectures for Onboard Satellite Hyperspectral Image Segmentation
Hugo Carlesso
Josiane Mothe
Radu Tudor Ionescu
126
0
0
16 Sep 2025
BenchECG and xECG: a benchmark and baseline for ECG foundation models
Riccardo Lunelli
Angus Nicolson
Samuel Martin Pröll
Sebastian Johannes Reinstadler
Axel Bauer
Clemens Dlaska
248
4
0
12 Sep 2025
IAMAP: Unlocking Deep Learning in QGIS for non-coders and limited computing resources
Paul Tresson
Pierre Le Coz
Hadrien Tulet
Anthony Malkassian
Maxime Réjou Méchain
VLM
99
0
0
01 Aug 2025
Boost Self-Supervised Dataset Distillation via Parameterization, Predefined Augmentation, and Approximation
International Conference on Learning Representations (ICLR), 2025
Sheng-Feng Yu
Jia-Jiun Yao
Wei-Chen Chiu
DD
463
1
0
29 Jul 2025
LEAD: Exploring Logit Space Evolution for Model Selection
Computer Vision and Pattern Recognition (CVPR), 2024
Zixuan Hu
Xiaotong Li
Shixiang Tang
Jun Liu
Yichun Hu
Ling-yu Duan
247
8
0
19 Jul 2025
Clustering via Self-Supervised Diffusion
Roy Uziel
Irit Chelly
Oren Freifeld
Ari Pakman
DiffM
314
3
0
06 Jul 2025
Do Multiple Instance Learning Models Transfer?
Daniel Shao
Richard J. Chen
Andrew H. Song
Joel Runevic
Ming Y. Lu
Tong Ding
Faisal Mahmood
MedIm
372
20
0
10 Jun 2025
Improving Unsupervised Task-driven Models of Ventral Visual Stream via Relative Position Predictivity
Dazhong Rong
Hao Dong
Xing Gao
Jiyu Wei
Di Hong
Yaoyao Hao
Qinming He
Yun Wang
258
2
0
13 May 2025
SEVERE++: Evaluating Benchmark Sensitivity in Generalization of Video Representation Learning
Fida Mohammad Thoker
Letian Jiang
Chen Zhao
Piyush Bagad
Hazel Doughty
Bernard Ghanem
Cees G. M. Snoek
ViT
SSL
429
2
0
08 Apr 2025
CleverDistiller: Simple and Spatially Consistent Cross-modal Distillation
Hariprasath Govindarajan
Maciej K. Wozniak
Marvin Klingner
Camille Maurice
B. R. Kiran
S. Yogamani
482
2
0
12 Mar 2025
Implicit Contrastive Representation Learning with Guided Stop-gradient
Neural Information Processing Systems (NeurIPS), 2025
Byeongchan Lee
Sehyun Lee
SSL
454
3
0
12 Mar 2025
How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning?
Yiyi Zhang
Ying Zheng
Xiaogang Xu
Jun Wang
SSL
470
4
0
28 Jan 2025
Self-supervised Benchmark Lottery on ImageNet: Do Marginal Improvements Translate to Improvements on Similar Datasets?
IEEE International Joint Conference on Neural Network (IJCNN), 2024
Utku Ozbulak
Esla Timothy Anzaku
Solha Kang
W. D. Neve
J. Vankerschaver
381
2
0
28 Jan 2025
BloomCoreset: Fast Coreset Sampling using Bloom Filters for Fine-Grained Self-Supervised Learning
Prajwal Singh
Gautam Vashishtha
Indra Deep Mastan
Shanmuganathan Raman
331
1
0
22 Dec 2024
Probing the Mid-level Vision Capabilities of Self-Supervised Learning
Computer Vision and Pattern Recognition (CVPR), 2024
Xuweiyi Chen
Markus Marks
Zezhou Cheng
526
4
0
25 Nov 2024
On Partial Prototype Collapse in the DINO Family of Self-Supervised Methods
British Machine Vision Conference (BMVC), 2024
Hariprasath Govindarajan
Per Sidén
Jacob Roll
Fredrik Lindsten
256
5
0
17 Oct 2024
Vision Backbone Efficient Selection for Image Classification in Low-Data Regimes
Joris Guerin
Shray Bansal
Amirreza Shaban
Paulo Mann
Harshvardhan Gazula
VLM
431
0
0
11 Oct 2024
Non-transferable Pruning
European Conference on Computer Vision (ECCV), 2024
Ruyi Ding
Lili Su
A. A. Ding
Yunsi Fei
AAML
233
5
0
10 Oct 2024
Simple Unsupervised Knowledge Distillation With Space Similarity
European Conference on Computer Vision (ECCV), 2024
Aditya Singh
Haohan Wang
407
6
0
20 Sep 2024
Self-Masking Networks for Unsupervised Adaptation
German Conference on Pattern Recognition (DAGM), 2024
Alfonso Taboada Warmerdam
Mathilde Caron
Yuki M. Asano
363
2
0
11 Sep 2024
A Survey of the Self Supervised Learning Mechanisms for Vision Transformers
Asifullah Khan
A. Sohail
Mustansar Fiaz
Mehdi Hassan
Tariq Habib Afridi
...
Muhammad Zaigham Zaheer
Kamran Ali
Tangina Sultana
Ziaurrehman Tanoli
Naeem Akhter
1.0K
14
0
30 Aug 2024
On Learning Discriminative Features from Synthesized Data for Self-Supervised Fine-Grained Visual Recognition
Zihu Wang
Lingqiao Liu
Scott Ricardo Figueroa Weston
Samuel Tian
Peng Li
316
9
0
19 Jul 2024
Jigsaw Game: Federated Clustering
Jinxuan Xu
Hong-You Chen
Wei-Lun Chao
Yuqian Zhang
FedML
260
4
0
17 Jul 2024
A Closer Look at Benchmarking Self-Supervised Pre-training with Image Classification
Markus Marks
Manuel Knott
Neehar Kondapaneni
Elijah Cole
T. Defraeye
Fernando Pérez-Cruz
Pietro Perona
SSL
466
23
0
16 Jul 2024
Understanding the Role of Invariance in Transfer Learning
Till Speicher
Vedant Nanda
Krishna P. Gummadi
SSL
OOD
379
1
0
05 Jul 2024
Look Ahead or Look Around? A Theoretical Comparison Between Autoregressive and Masked Pretraining
Qi Zhang
Tianqi Du
Haotian Huang
Yifei Wang
Yisen Wang
329
6
0
01 Jul 2024
AND: Audio Network Dissection for Interpreting Deep Acoustic Models
Tung-Yu Wu
Yu-Xiang Lin
Tsui-Wei Weng
445
6
0
24 Jun 2024
Occam's Razor for Self Supervised Learning: What is Sufficient to Learn Good Representations?
Mark Ibrahim
David Klindt
Randall Balestriero
SSL
377
8
1
15 Jun 2024
Generalization Beyond Data Imbalance: A Controlled Study on CLIP for Transferable Insights
Xin Wen
Bingchen Zhao
Yilun Chen
Jiangmiao Pang
Xiaojuan Qi
387
0
0
31 May 2024
Back to the Basics on Predicting Transfer Performance
Levy G. Chaves
Eduardo Valle
Alceu Bissoto
Sandra Avila
MedIm
271
0
0
30 May 2024
DINO as a von Mises-Fisher mixture model
International Conference on Learning Representations (ICLR), 2024
Hariprasath Govindarajan
Per Sidén
Jacob Roll
Fredrik Lindsten
320
20
0
17 May 2024
Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals
Oliver Hahn
Nikita Araslanov
Simone Schaub-Meyer
Stefan Roth
3DPC
249
10
0
25 Apr 2024
An Experimental Comparison Of Multi-view Self-supervised Methods For Music Tagging
Gabriel Meseguer-Brocal
Dorian Desblancs
Romain Hennequin
SSL
280
9
0
14 Apr 2024
Situation Awareness for Driver-Centric Driving Style Adaptation
Johann Haselberger
Bonifaz Stuhr
Bernhard Schick
Steffen Müller
246
3
0
28 Mar 2024
PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognition
Chenhongyi Yang
Zehui Chen
Miguel Espinosa
Linus Ericsson
Zhenyu Wang
Jiaming Liu
Elliot J. Crowley
Mamba
464
191
0
26 Mar 2024
On Pretraining Data Diversity for Self-Supervised Learning
Hasan Hammoud
Tuhin Das
Fabio Pizzati
Juil Sock
Adel Bibi
Guohao Li
529
11
0
20 Mar 2024
uaMix-MAE: Efficient Tuning of Pretrained Audio Transformers with Unsupervised Audio Mixtures
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024
Afrina Tabassum
Dung N. Tran
Trung D. Q. Dang
Ismini Lourentzou
K. Koishida
236
1
0
14 Mar 2024
LoDisc: Learning Global-Local Discriminative Features for Self-Supervised Fine-Grained Visual Recognition
Jialu Shi
Zhiqiang Wei
Jie Nie
Lei Huang
SSL
495
2
0
06 Mar 2024
A Large-scale Evaluation of Pretraining Paradigms for the Detection of Defects in Electroluminescence Solar Cell Images
David Torpey
Lawrence Pratt
Richard Klein
172
1
0
27 Feb 2024
DeepSet SimCLR: Self-supervised deep sets for improved pathology representation learning
David Torpey
Richard Klein
SSL
195
8
0
23 Feb 2024
Rethinking U-net Skip Connections for Biomedical Image Segmentation
Frauke Wilm
Jonas Ammeling
Mathias Öttl
Rutger Fick
Marc Aubreville
Katharina Breininger
OOD
SSeg
305
6
0
13 Feb 2024
Task-customized Masked AutoEncoder via Mixture of Cluster-conditional Experts
Zhili Liu
Kai Chen
Jianhua Han
Lanqing Hong
Hang Xu
Zhenguo Li
James T. Kwok
MoE
307
31
0
08 Feb 2024
Review of multimodal machine learning approaches in healthcare
"Felix H. Krones
Umar Marikkar
Guy Parsons
Adam Szmul
Adam Mahdi
474
127
0
04 Feb 2024
BECLR: Batch Enhanced Contrastive Few-Shot Learning
Stylianos Poulakakis-Daktylidis
Hadi Jamali Rad
328
9
0
04 Feb 2024
On the Transferability of Large-Scale Self-Supervision to Few-Shot Audio Classification
Calum Heggan
S. Budgett
Timothy M. Hospedales
Mehrdad Yaghoobi
SSL
384
3
0
02 Feb 2024
Generic Knowledge Boosted Pre-training For Remote Sensing Images
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024
Ziyue Huang
Mingming Zhang
Yuan Gong
Qingjie Liu
Yunhong Wang
VLM
237
28
0
09 Jan 2024
1
2
3
4
Next
Page 1 of 4
