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2110.00528
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Do Self-Supervised and Supervised Methods Learn Similar Visual Representations?
1 October 2021
Tom George Grigg
Dan Busbridge
Jason Ramapuram
Russ Webb
SSL
DRL
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Papers citing
"Do Self-Supervised and Supervised Methods Learn Similar Visual Representations?"
22 / 22 papers shown
Fantastic Features and Where to Find Them: A Probing Method to combine Features from Multiple Foundation Models
Benjamin Ramtoula
Pierre-Yves Lajoie
Paul Newman
Daniele De Martini
151
1
0
01 Dec 2025
Re-envisioning Euclid Galaxy Morphology: Identifying and Interpreting Features with Sparse Autoencoders
John F. Wu
Michael Walmsley
269
0
0
27 Oct 2025
AgentDR: Dynamic Recommendation with Implicit Item-Item Relations via LLM-based Agents
Mingdai Yang
Nurendra Choudhary
Jiangshu Du
Edward W.Huang
Philip S.Yu
Karthik Subbian
Danai Kourta
205
0
0
07 Oct 2025
Using Self-supervised Learning Can Improve Model Fairness
Sofia Yfantidou
Dimitris Spathis
Marios Constantinides
Athena Vakali
Daniele Quercia
F. Kawsar
408
10
0
04 Jun 2024
Evaluating Fairness in Self-supervised and Supervised Models for Sequential Data
Sofia Yfantidou
Dimitris Spathis
Marios Constantinides
Athena Vakali
Daniele Quercia
F. Kawsar
365
3
0
03 Jan 2024
ConvNet vs Transformer, Supervised vs CLIP: Beyond ImageNet Accuracy
International Conference on Machine Learning (ICML), 2023
Kirill Vishniakov
Zhiqiang Shen
Zhuang Liu
CLIP
491
26
0
15 Nov 2023
Heuristic Vision Pre-Training with Self-Supervised and Supervised Multi-Task Learning
Zhiming Qian
VLM
SSL
303
0
0
11 Oct 2023
Similarity of Neural Network Models: A Survey of Functional and Representational Measures
ACM Computing Surveys (ACM Comput. Surv.), 2023
Max Klabunde
Tobias Schumacher
M. Strohmaier
Florian Lemmerich
712
132
0
10 May 2023
Objectives Matter: Understanding the Impact of Self-Supervised Objectives on Vision Transformer Representations
Shashank Shekhar
Florian Bordes
Pascal Vincent
Ari S. Morcos
217
13
0
25 Apr 2023
On the Stepwise Nature of Self-Supervised Learning
International Conference on Machine Learning (ICML), 2023
James B. Simon
Maksis Knutins
Liu Ziyin
Daniel Geisz
Abraham J. Fetterman
Joshua Albrecht
SSL
370
43
0
27 Mar 2023
Self-Supervised Pre-Training for Deep Image Prior-Based Robust PET Image Denoising
IEEE Transactions on Radiation and Plasma Medical Sciences (TRPMS), 2023
Yuya Onishi
F. Hashimoto
K. Ote
K. Matsubara
M. Ibaraki
MedIm
309
18
0
27 Feb 2023
Teaching Matters: Investigating the Role of Supervision in Vision Transformers
Computer Vision and Pattern Recognition (CVPR), 2022
Matthew Walmer
Saksham Suri
Kamal Gupta
Abhinav Shrivastava
465
43
0
07 Dec 2022
Reliability of CKA as a Similarity Measure in Deep Learning
International Conference on Learning Representations (ICLR), 2022
Mohammad-Javad Davari
Stefan Horoi
A. Natik
Guillaume Lajoie
Guy Wolf
Eugene Belilovsky
AAML
406
70
0
28 Oct 2022
Understanding Robust Learning through the Lens of Representation Similarities
Neural Information Processing Systems (NeurIPS), 2022
Christian Cianfarani
A. Bhagoji
Vikash Sehwag
Ben Y. Zhao
Prateek Mittal
Haitao Zheng
OOD
358
19
0
20 Jun 2022
Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning
Computer Vision and Pattern Recognition (CVPR), 2022
M. Gwilliam
Abhinav Shrivastava
SSL
340
25
1
16 Jun 2022
Self-Supervised Speech Representation Learning: A Review
IEEE Journal on Selected Topics in Signal Processing (IEEE JSTSP), 2022
Abdel-rahman Mohamed
Hung-yi Lee
Lasse Borgholt
Jakob Drachmann Havtorn
Joakim Edin
...
Shang-Wen Li
Karen Livescu
Lars Maaløe
Tara N. Sainath
Shinji Watanabe
SSL
AI4TS
789
475
0
21 May 2022
Measuring Self-Supervised Representation Quality for Downstream Classification using Discriminative Features
AAAI Conference on Artificial Intelligence (AAAI), 2022
Neha Kalibhat
Kanika Narang
Hamed Firooz
Maziar Sanjabi
Soheil Feizi
SSL
578
12
0
03 Mar 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables
Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2022
H. Haresamudram
Irfan Essa
Thomas Plötz
SSL
479
125
0
22 Feb 2022
Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty
Neural Information Processing Systems (NeurIPS), 2022
Jaehoon Oh
Sungnyun Kim
Namgyu Ho
Jin-Hwa Kim
Hwanjun Song
Se-Young Yun
335
61
0
01 Feb 2022
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets
International Conference on Computer Graphics and Interactive Techniques (SIGGRAPH), 2022
Axel Sauer
Katja Schwarz
Andreas Geiger
1.2K
659
0
01 Feb 2022
No One Representation to Rule Them All: Overlapping Features of Training Methods
International Conference on Learning Representations (ICLR), 2021
Raphael Gontijo-Lopes
Yann N. Dauphin
E. D. Cubuk
389
70
0
20 Oct 2021
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments
Mathilde Caron
Ishan Misra
Julien Mairal
Priya Goyal
Piotr Bojanowski
Armand Joulin
OCL
SSL
1.5K
4,857
0
17 Jun 2020
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