CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping

11 October 2023

Tim Lebailly

Thomas Stegmüller

Behzad Bozorgtabar

Jean-Philippe Thiran

Tinne Tuytelaars

SSL

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Papers citing "CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping"

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S3PT: Scene Semantics and Structure Guided Clustering to Boost Self-Supervised Pre-Training for Autonomous Driving Maciej K. Wozniak Hariprasath Govindarajan Marvin Klingner Camille Maurice B Ravi Kiran S. Yogamani 3DPC 94 1 0 30 Oct 2024
CrOC: Cross-View Online Clustering for Dense Visual Representation Learning Thomas Stegmüller Tim Lebailly Behzad Bozorgtabar Tinne Tuytelaars Jean-Philippe Thiran 69 15 0 23 Mar 2023
VICRegL: Self-Supervised Learning of Local Visual Features Adrien Bardes Jean Ponce Yann LeCun SSL 53 121 0 04 Oct 2022
Bridging the Gap to Real-World Object-Centric Learning Maximilian Seitzer Max Horn Andrii Zadaianchuk Dominik Zietlow Tianjun Xiao ... Tong He Zheng Zhang Bernhard Schölkopf Thomas Brox Francesco Locatello OCL 65 145 0 29 Sep 2022
Global-Local Self-Distillation for Visual Representation Learning Tim Lebailly Tinne Tuytelaars SSL 32 6 0 29 Jul 2022
Self-Supervised Visual Representation Learning with Semantic Grouping Xin Wen Bingchen Zhao Anlin Zheng Xinming Zhang Xiaojuan Qi SSL 160 71 0 30 May 2022
CP2: Copy-Paste Contrastive Pretraining for Semantic Segmentation Feng Wang Huiyu Wang Chen Wei Alan Yuille Wei Shen SSL VLM 41 35 0 22 Mar 2022
Unsupervised Object-Level Representation Learning from Scene Images Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL OCL 51 73 0 22 Jun 2021
Efficient Self-supervised Vision Transformers for Representation Learning Chunyuan Li Jianwei Yang Pengchuan Zhang Mei Gao Bin Xiao Xiyang Dai Lu Yuan Jianfeng Gao ViT 73 213 0 17 Jun 2021
You Only Look at One Sequence: Rethinking Transformer in Vision through Object Detection Yuxin Fang Bencheng Liao Xinggang Wang Jiemin Fang Jiyang Qi Rui Wu Jianwei Niu Wenyu Liu ViT 44 321 0 01 Jun 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 219 465 0 29 Apr 2021
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering Jang Hyun Cho Utkarsh Mall Kavita Bala B. Hariharan 47 194 0 30 Mar 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 379 1,103 0 17 Feb 2021
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 178 3,992 0 20 Nov 2020
Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation Learning Zhenda Xie Yutong Lin Zheng Zhang Yue Cao Stephen Lin Han Hu SSL 84 412 0 19 Nov 2020
Dense Contrastive Learning for Self-Supervised Visual Pre-Training Xinlong Wang Rufeng Zhang Chunhua Shen Tao Kong Lei Li SSL 52 675 0 18 Nov 2020
Unsupervised Learning of Dense Visual Representations Pedro H. O. Pinheiro Amjad Almahairi Ryan Y. Benmalek Florian Golemo Aaron Courville SSL MDE 67 189 0 11 Nov 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 260 6,718 0 13 Jun 2020
Self-labelling via simultaneous clustering and representation learning Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 73 769 0 13 Nov 2019
Sinkhorn Distances: Lightspeed Computation of Optimal Transportation Distances Marco Cuturi OT 121 4,210 0 04 Jun 2013