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Towards Good Practices in Self-supervised Representation Learning

Towards Good Practices in Self-supervised Representation Learning

1 December 2020
Srikar Appalaraju
Yi Zhu
Yusheng Xie
István Fehérvári
    SSL
ArXiv (abs)PDFHTML

Papers citing "Towards Good Practices in Self-supervised Representation Learning"

17 / 17 papers shown
Learning Data Association for Multi-Object Tracking using Only
  Coordinates
Learning Data Association for Multi-Object Tracking using Only CoordinatesPattern Recognition (Pattern Recogn.), 2024
Mehdi Miah
Guillaume-Alexandre Bilodeau
Nicolas Saunier
VOT
287
19
0
12 Mar 2024
Data Compression and Inference in Cosmology with Self-Supervised Machine
  Learning
Data Compression and Inference in Cosmology with Self-Supervised Machine LearningMonthly notices of the Royal Astronomical Society (MNRAS), 2023
Aizhan Akhmetzhanova
S. Mishra-Sharma
C. Dvorkin
AI4CE
300
14
0
18 Aug 2023
DocFormerv2: Local Features for Document Understanding
DocFormerv2: Local Features for Document UnderstandingAAAI Conference on Artificial Intelligence (AAAI), 2023
Srikar Appalaraju
Peng Tang
Qi Dong
Nishant Sankaran
Yichu Zhou
R. Manmatha
273
63
0
02 Jun 2023
EMP-SSL: Towards Self-Supervised Learning in One Training Epoch
EMP-SSL: Towards Self-Supervised Learning in One Training Epoch
Shengbang Tong
Yubei Chen
Yi Ma
Yann LeCun
257
31
0
08 Apr 2023
All4One: Symbiotic Neighbour Contrastive Learning via Self-Attention and
  Redundancy Reduction
All4One: Symbiotic Neighbour Contrastive Learning via Self-Attention and Redundancy ReductionIEEE International Conference on Computer Vision (ICCV), 2023
Imanol G. Estepa
Ignacio Sarasúa
Bhalaji Nagarajan
Petia Radeva
SSL
268
14
0
16 Mar 2023
Evaluating Self-Supervised Learning via Risk Decomposition
Evaluating Self-Supervised Learning via Risk DecompositionInternational Conference on Machine Learning (ICML), 2023
Yann Dubois
Tatsunori Hashimoto
Abigail Z. Jacobs
334
10
0
06 Feb 2023
Deciphering the Projection Head: Representation Evaluation
  Self-supervised Learning
Deciphering the Projection Head: Representation Evaluation Self-supervised LearningInternational Joint Conference on Artificial Intelligence (IJCAI), 2023
Jiajun Ma
Tianyang Hu
Wei Cao
252
8
0
28 Jan 2023
Variance Covariance Regularization Enforces Pairwise Independence in
  Self-Supervised Representations
Variance Covariance Regularization Enforces Pairwise Independence in Self-Supervised Representations
Grégoire Mialon
Randall Balestriero
Yann LeCun
298
12
0
29 Sep 2022
Temporal Contrastive Learning with Curriculum
Temporal Contrastive Learning with CurriculumIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Shuvendu Roy
Ali Etemad
320
4
0
02 Sep 2022
ReMix: A General and Efficient Framework for Multiple Instance Learning
  based Whole Slide Image Classification
ReMix: A General and Efficient Framework for Multiple Instance Learning based Whole Slide Image ClassificationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022
Jiawei Yang
Hanbo Chen
Yu Zhao
Fan Yang
Yao Zhang
Lei He
Jianhua Yao
VLM
139
60
0
05 Jul 2022
Guillotine Regularization: Why removing layers is needed to improve
  generalization in Self-Supervised Learning
Guillotine Regularization: Why removing layers is needed to improve generalization in Self-Supervised Learning
Florian Bordes
Randall Balestriero
Q. Garrido
Adrien Bardes
Pascal Vincent
334
30
0
27 Jun 2022
Beyond Supervised vs. Unsupervised: Representative Benchmarking and
  Analysis of Image Representation Learning
Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation LearningComputer Vision and Pattern Recognition (CVPR), 2022
M. Gwilliam
Abhinav Shrivastava
SSL
337
25
1
16 Jun 2022
Toward a Geometrical Understanding of Self-supervised Contrastive
  Learning
Toward a Geometrical Understanding of Self-supervised Contrastive Learning
Romain Cosentino
Anirvan M. Sengupta
Salman Avestimehr
Mahdi Soltanolkotabi
Antonio Ortega
Ted Willke
Mariano Tepper
SSL
222
18
0
13 May 2022
High Fidelity Visualization of What Your Self-Supervised Representation
  Knows About
High Fidelity Visualization of What Your Self-Supervised Representation Knows About
Florian Bordes
Randall Balestriero
Pascal Vincent
DiffM
391
76
0
16 Dec 2021
DocFormer: End-to-End Transformer for Document Understanding
DocFormer: End-to-End Transformer for Document UnderstandingIEEE International Conference on Computer Vision (ICCV), 2021
Srikar Appalaraju
Bhavan A. Jasani
Bhargava Urala Kota
Yusheng Xie
R. Manmatha
ViT
531
382
0
22 Jun 2021
An Evaluation of Self-Supervised Pre-Training for Skin-Lesion Analysis
An Evaluation of Self-Supervised Pre-Training for Skin-Lesion Analysis
Levy G. Chaves
Alceu Bissoto
Eduardo Valle
Sandra Avila
364
19
0
17 Jun 2021
Unsupervised Learning of Visual Features by Contrasting Cluster
  Assignments
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments
Mathilde Caron
Ishan Misra
Julien Mairal
Priya Goyal
Piotr Bojanowski
Armand Joulin
OCLSSL
1.5K
4,836
0
17 Jun 2020
1
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