Solving Inefficiency of Self-supervised Representation Learning

Solving Inefficiency of Self-supervised Representation Learning

18 April 2021

Philip H. S. Torr

Papers citing "Solving Inefficiency of Self-supervised Representation Learning"

13 / 13 papers shown

Title
A Review on Discriminative Self-supervised Learning Methods in Computer Vision Nikolaos Giakoumoglou Tania Stathaki Athanasios Gkelias SSL 49 1 0 08 May 2024
From Alexnet to Transformers: Measuring the Non-linearity of Deep Neural Networks with Affine Optimal Transport Quentin Bouniot I. Redko Anton Mallasto Charlotte Laclau Karol Arndt Oliver Struckmeier Markus Heinonen Ville Kyrki Samuel Kaski 54 2 0 17 Oct 2023
CoNe: Contrast Your Neighbours for Supervised Image Classification Mingkai Zheng Shan You Lang Huang Xiu Su Fei Wang Chao Qian Xiaogang Wang Chang Xu VLM 20 0 0 21 Aug 2023
Constructive Assimilation: Boosting Contrastive Learning Performance through View Generation Strategies Ligong Han Seung-Jun Han Shivchander Sudalairaj Charlotte Loh Rumen Dangovski ... Pulkit Agrawal Dimitris N. Metaxas Leonid Karlinsky Tsui-Wei Weng Akash Srivastava 19 1 0 02 Apr 2023
Similarity Contrastive Estimation for Image and Video Soft Contrastive Self-Supervised Learning J. Denize Jaonary Rabarisoa Astrid Orcesi Romain Hérault SSL 14 6 0 21 Dec 2022
Self-Supervised Visual Representation Learning via Residual Momentum T. Pham Axi Niu Zhang Kang Sultan Rizky Hikmawan Madjid Jiajing Hong Daehyeok Kim Joshua Tian Jin Tee Chang-Dong Yoo SSL 41 6 0 17 Nov 2022
Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive Learning Kangning Liu Weicheng Zhu Yiqiu Shen Sheng Liu N. Razavian Krzysztof J. Geras C. Fernandez‐Granda SSL 28 24 0 17 Oct 2022
E-NeRV: Expedite Neural Video Representation with Disentangled Spatial-Temporal Context Zizhang Li Mengmeng Wang Huaijin Pi Kechun Xu Jianbiao Mei Yong Liu 20 70 0 17 Jul 2022
Negative Selection by Clustering for Contrastive Learning in Human Activity Recognition Jinqiang Wang Tao Zhu L. Chen Huansheng Ning Yaping Wan SSL HAI 23 30 0 23 Mar 2022
SimMatch: Semi-supervised Learning with Similarity Matching Mingkai Zheng Shan You Lang Huang Fei Wang Chao Qian Chang Xu 30 171 0 14 Mar 2022
On the Efficacy of Small Self-Supervised Contrastive Models without Distillation Signals Haizhou Shi Youcai Zhang Siliang Tang Wenjie Zhu Yaqian Li Yandong Guo Yueting Zhuang SyDa 21 14 0 30 Jul 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 264 3,369 0 09 Mar 2020
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 249 1,275 0 06 Mar 2017