Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations

10 June 2021

Luc Van Gool

Papers citing "Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations"

22 / 22 papers shown

Title
A Data-Centric Revisit of Pre-Trained Vision Models for Robot Learning Xin Wen Bingchen Zhao Yilun Chen Jiangmiao Pang Xiaojuan Qi LM&Ro 46 0 0 10 Mar 2025
Self-Supervised Representation Learning for Nerve Fiber Distribution Patterns in 3D-PLI Alexander Oberstrass Sascha E. A. Muenzing Meiqi Niu N. Palomero-Gallagher Christian Schiffer M. Axer Katrin Amunts Timo Dickscheid 27 3 0 30 Jan 2024
A Simple Latent Diffusion Approach for Panoptic Segmentation and Mask Inpainting Wouter Van Gansbeke Bert De Brabandere DiffM 43 11 0 18 Jan 2024
Removing supervision in semantic segmentation with local-global matching and area balancing Simone Rossetti Nico Sama F. Pirri VLM 32 0 0 30 Mar 2023
CrOC: Cross-View Online Clustering for Dense Visual Representation Learning Thomas Stegmüller Tim Lebailly Behzad Bozorgtabar Tinne Tuytelaars Jean-Philippe Thiran 29 15 0 23 Mar 2023
Okapi: Generalising Better by Making Statistical Matches Match Myles Bartlett Sara Romiti V. Sharmanska Novi Quadrianto 42 3 0 07 Nov 2022
Effective Self-supervised Pre-training on Low-compute Networks without Distillation Fuwen Tan F. Saleh Brais Martínez 27 4 0 06 Oct 2022
Learning Hierarchical Image Segmentation For Recognition and By Recognition Tsung-Wei Ke Sangwoo Mo Stella X. Yu VLM 32 9 0 01 Oct 2022
Multimodal contrastive learning for remote sensing tasks Umang Jain Alex Wilson Varun Gulshan SSL 36 24 0 06 Sep 2022
Refine and Represent: Region-to-Object Representation Learning Akash Gokul Konstantinos Kallidromitis Shufang Li Yu Kato Kazuki Kozuka Trevor Darrell Colorado Reed SSeg 29 5 0 25 Aug 2022
Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning M. Gwilliam Abhinav Shrivastava SSL 76 19 1 16 Jun 2022
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Wouter Van Gansbeke Simon Vandenhende Luc Van Gool 39 55 0 13 Jun 2022
MSR: Making Self-supervised learning Robust to Aggressive Augmentations Ying-Long Bai Erkun Yang Zhaoqing Wang Yuxuan Du Bo Han Cheng Deng Dadong Wang Tongliang Liu SSL 23 3 0 04 Jun 2022
Unsupervised Hierarchical Semantic Segmentation with Multiview Cosegmentation and Clustering Transformers Tsung-Wei Ke Jyh-Jing Hwang Yunhui Guo Xudong Wang Stella X. Yu 16 47 0 25 Apr 2022
CAiD: Context-Aware Instance Discrimination for Self-supervised Learning in Medical Imaging M. Taher F. Haghighi Michael B. Gotway Jianming Liang OOD SSL 13 31 0 15 Apr 2022
Image-to-Lidar Self-Supervised Distillation for Autonomous Driving Data Corentin Sautier Gilles Puy Spyros Gidaris Alexandre Boulch Andrei Bursuc Renaud Marlet 3DPC 17 117 0 30 Mar 2022
Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm Yangguang Li Feng Liang Lichen Zhao Yufeng Cui Wanli Ouyang Jing Shao F. Yu Junjie Yan VLM CLIP 26 443 0 11 Oct 2021
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 188 453 0 29 Apr 2021
Instance Localization for Self-supervised Detection Pretraining Ceyuan Yang Zhirong Wu Bolei Zhou Stephen Lin ViT SSL 100 145 0 16 Feb 2021
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Luc Van Gool SSL 188 250 0 11 Feb 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,371 0 09 Mar 2020
SegSort: Segmentation by Discriminative Sorting of Segments Jyh-Jing Hwang Stella X. Yu Jianbo Shi Maxwell D. Collins Tien-Ju Yang Xiao Zhang Liang-Chieh Chen 183 148 0 15 Oct 2019