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2012.09962
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Addressing Feature Suppression in Unsupervised Visual Representations
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020
17 December 2020
Tianhong Li
Lijie Fan
Yuan. Yuan
Hao He
Yonglong Tian
Rogerio Feris
Piotr Indyk
Dina Katabi
SSL
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Papers citing
"Addressing Feature Suppression in Unsupervised Visual Representations"
11 / 11 papers shown
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training
Computer Vision and Pattern Recognition (CVPR), 2024
Sanghwan Kim
Rui Xiao
Mariana-Iuliana Georgescu
Stephan Alaniz
Zeynep Akata
VLM
833
16
0
02 Dec 2024
Exploiting Supervised Poison Vulnerability to Strengthen Self-Supervised Defense
European Conference on Computer Vision (ECCV), 2024
Jeremy A. Styborski
Mingzhi Lyu
Yunpeng Huang
Adams Kong
410
1
0
13 Sep 2024
The Clever Hans Effect in Unsupervised Learning
Jacob R. Kauffmann
Jonas Dippel
Lukas Ruff
Wojciech Samek
Klaus-Robert Müller
G. Montavon
SSL
CML
HAI
302
30
0
15 Aug 2024
Demonstrating and Reducing Shortcuts in Vision-Language Representation Learning
Maurits J. R. Bleeker
Mariya Hendriksen
Andrew Yates
Maarten de Rijke
VLM
373
12
0
27 Feb 2024
Self-Supervised Representation Learning with Cross-Context Learning between Global and Hypercolumn Features
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Zheng Gao
Chen Feng
Ioannis Patras
SSL
307
6
0
25 Aug 2023
DUET: 2D Structured and Approximately Equivariant Representations
International Conference on Machine Learning (ICML), 2023
Xavier Suau
Federico Danieli
Thomas Anderson Keller
Arno Blaas
Chen Huang
Jason Ramapuram
Dan Busbridge
Luca Zappella
263
3
0
28 Jun 2023
Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression
International Conference on Machine Learning (ICML), 2023
Yihao Xue
S. Joshi
Eric Gan
Pin-Yu Chen
Baharan Mirzasoleiman
SSL
414
36
0
25 May 2023
MAST: Masked Augmentation Subspace Training for Generalizable Self-Supervised Priors
International Conference on Learning Representations (ICLR), 2023
Chen Huang
Hanlin Goh
Jiatao Gu
J. Susskind
SSL
OOD
462
6
0
07 Mar 2023
Feature Dropout: Revisiting the Role of Augmentations in Contrastive Learning
Neural Information Processing Systems (NeurIPS), 2022
Alex Tamkin
Margalit Glasgow
Xiluo He
Noah D. Goodman
SSL
334
11
0
16 Dec 2022
Contactless Oxygen Monitoring with Gated Transformer
Hao He
Yuan Yuan
Ying-Cong Chen
Peng Cao
Dina Katabi
300
4
0
06 Dec 2022
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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