Unsupervised Learning of Dense Visual Representations

11 November 2020

Aaron Courville

Papers citing "Unsupervised Learning of Dense Visual Representations"

50 / 55 papers shown

Title
Homeomorphism Prior for False Positive and Negative Problem in Medical Image Dense Contrastive Representation Learning Yuting He Boyu Wang Rongjun Ge Yang Chen Guanyu Yang Shuo Li MedIm AAML 67 2 0 07 Feb 2025
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 55 1 0 30 Oct 2024
Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series Iris Dumeur Silvia Valero Jordi Inglada 40 3 0 11 Jul 2024
A Review on Discriminative Self-supervised Learning Methods in Computer Vision Nikolaos Giakoumoglou Tania Stathaki Athanasios Gkelias SSL 64 1 0 08 May 2024
CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping Tim Lebailly Thomas Stegmüller Behzad Bozorgtabar Jean-Philippe Thiran Tinne Tuytelaars SSL 52 6 0 11 Oct 2023
Contrastive Conditional Latent Diffusion for Audio-visual Segmentation Yuxin Mao Jing Zhang Mochu Xiang Yun-Qiu Lv Yiran Zhong Yuchao Dai DiffM 43 28 0 31 Jul 2023
vox2vec: A Framework for Self-supervised Contrastive Learning of Voxel-level Representations in Medical Images M. Goncharov Vera Soboleva Anvar Kurmukov Maxim Pisov Mikhail Belyaev SSL 15 10 0 27 Jul 2023
Disentangled Pre-training for Image Matting Yan-Da Li Zilong Huang Gang Yu Ling-Hao Chen Yunchao Wei Jianbo Jiao 28 0 0 03 Apr 2023
INoD: Injected Noise Discriminator for Self-Supervised Representation Learning in Agricultural Fields Julia Hindel Nikhil Gosala Kevin Bregler Abhinav Valada 29 6 0 31 Mar 2023
CrOC: Cross-View Online Clustering for Dense Visual Representation Learning Thomas Stegmüller Tim Lebailly Behzad Bozorgtabar Tinne Tuytelaars Jean-Philippe Thiran 32 15 0 23 Mar 2023
Saliency Guided Contrastive Learning on Scene Images Meilin Chen Yizhou Wang Shixiang Tang Feng Zhu Haiyang Yang Lei Bai Rui Zhao Donglian Qi Wanli Ouyang SSL 24 1 0 22 Feb 2023
Self-Supervised Representation Learning from Temporal Ordering of Automated Driving Sequences Christopher Lang Alexander Braun Lars Schillingmann Karsten Haug Abhinav Valada SSL 19 10 0 17 Feb 2023
Learning Dense Object Descriptors from Multiple Views for Low-shot Category Generalization Stefan Stojanov Anh Thai Zixuan Huang James M. Rehg 33 1 0 28 Nov 2022
Copy-Pasting Coherent Depth Regions Improves Contrastive Learning for Urban-Scene Segmentation Liang Zeng A. Lengyel Nergis Tomen Jan van Gemert AI4TS 26 0 0 25 Nov 2022
Pixel-Wise Contrastive Distillation Junqiang Huang Zichao Guo 42 4 0 01 Nov 2022
CroCo: Self-Supervised Pre-training for 3D Vision Tasks by Cross-View Completion Philippe Weinzaepfel Vincent Leroy Thomas Lucas Romain Brégier Yohann Cabon Vaibhav Arora L. Antsfeld Boris Chidlovskii G. Csurka Jérôme Revaud SSL 42 64 0 19 Oct 2022
Learning to Decompose Visual Features with Latent Textual Prompts Feng Wang Manling Li Xudong Lin Hairong Lv A. Schwing Heng Ji VLM 19 23 0 09 Oct 2022
Refine and Represent: Region-to-Object Representation Learning Akash Gokul Konstantinos Kallidromitis Shufang Li Yu Kato Kazuki Kozuka Trevor Darrell Colorado Reed SSeg 31 5 0 25 Aug 2022
A Closer Look at Invariances in Self-supervised Pre-training for 3D Vision Lanxiao Li M. Heizmann 3DPC 30 27 0 11 Jul 2022
Self-supervised Learning with Local Contrastive Loss for Detection and Semantic Segmentation Ashraful Islam Bengt Lundell H. Sawhney Sudipta N. Sinha Peter Morales Richard J. Radke SSL 31 9 0 10 Jul 2022
Pixel-level Correspondence for Self-Supervised Learning from Video Yash Sharma Yi Zhu Chris Russell Thomas Brox SSL 20 4 0 08 Jul 2022
Teach me how to Interpolate a Myriad of Embeddings Shashanka Venkataramanan Ewa Kijak Laurent Amsaleg Yannis Avrithis 43 2 0 29 Jun 2022
Patch-level Representation Learning for Self-supervised Vision Transformers Sukmin Yun Hankook Lee Jaehyung Kim Jinwoo Shin ViT 22 64 0 16 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 28 3 0 04 Jun 2022
Decoder Denoising Pretraining for Semantic Segmentation Emmanuel B. Asiedu Simon Kornblith Ting Chen Niki Parmar Matthias Minderer Mohammad Norouzi AI4CE 196 26 0 23 May 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 30 159 0 16 May 2022
Improving Few-Shot Part Segmentation using Coarse Supervision Oindrila Saha Zezhou Cheng Subhransu Maji 25 12 0 11 Apr 2022
Representation Learning by Detecting Incorrect Location Embeddings Sepehr Sameni Simon Jenni Paolo Favaro ViT 34 4 0 10 Apr 2022
Learning Where to Learn in Cross-View Self-Supervised Learning Lang Huang Shan You Mingkai Zheng Fei Wang Chao Qian T. Yamasaki SSL 25 41 0 28 Mar 2022
CP2: Copy-Paste Contrastive Pretraining for Semantic Segmentation Feng Wang Huiyu Wang Chen Wei Alan Yuille Wei Shen SSL VLM 25 35 0 22 Mar 2022
Revisiting Domain Generalized Stereo Matching Networks from a Feature Consistency Perspective Jiawei Zhang Xiang Wang Xiao Bai Chen Wang Lei Huang Yimin Chen Lin Gu Jun Zhou Tatsuya Harada Edwin R. Hancock 24 55 0 21 Mar 2022
Learning Self-Supervised Low-Rank Network for Single-Stage Weakly and Semi-Supervised Semantic Segmentation Junwen Pan Pengfei Zhu Kaihua Zhang Bing Cao Yu Wang Dingwen Zhang Junwei Han Q. Hu 21 60 0 19 Mar 2022
ContrastMask: Contrastive Learning to Segment Every Thing Xuehui Wang Kai Zhao Ruixin Zhang Shouhong Ding Yan Wang Wei Shen ISeg 31 34 0 18 Mar 2022
Object discovery and representation networks Olivier J. Hénaff Skanda Koppula Evan Shelhamer Daniel Zoran Andrew Jaegle Andrew Zisserman João Carreira Relja Arandjelović 44 87 0 16 Mar 2022
FreeSOLO: Learning to Segment Objects without Annotations Xinlong Wang Zhiding Yu Shalini De Mello Jan Kautz Anima Anandkumar Chunhua Shen J. Álvarez ISeg SSeg 24 112 0 24 Feb 2022
Fully Self-Supervised Learning for Semantic Segmentation Yuan Wang Wei Zhuo Yucong Li Zhi Wang Qi Ju Wenwu Zhu SSL 25 13 0 24 Feb 2022
Point-Level Region Contrast for Object Detection Pre-Training Yutong Bai Xinlei Chen Alexander Kirillov Alan Yuille Alexander C. Berg 3DPC 30 50 0 09 Feb 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis M. Pantic CVBM 40 126 0 18 Jan 2022
BigDatasetGAN: Synthesizing ImageNet with Pixel-wise Annotations Daiqing Li Huan Ling Seung Wook Kim Karsten Kreis Adela Barriuso Sanja Fidler Antonio Torralba 36 103 0 12 Jan 2022
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 140 81 0 06 Dec 2021
TransFGU: A Top-down Approach to Fine-Grained Unsupervised Semantic Segmentation Zhao-Heng Yin Pichao Wang Fan Wang Xianzhe Xu Hanling Zhang Hao Li Rong Jin 41 39 0 02 Dec 2021
GANORCON: Are Generative Models Useful for Few-shot Segmentation? Oindrila Saha Zezhou Cheng Subhransu Maji 39 17 0 01 Dec 2021
CRIS: CLIP-Driven Referring Image Segmentation Zhaoqing Wang Yu Lu Qiang Li Xunqiang Tao Yan Guo Ming Gong Tongliang Liu VLM 43 359 0 30 Nov 2021
RegionCL: Can Simple Region Swapping Contribute to Contrastive Learning? Yufei Xu Qiming Zhang Jing Zhang Dacheng Tao SSL 21 18 0 24 Nov 2021
Dense Semantic Contrast for Self-Supervised Visual Representation Learning Xiaoni Li Yu Zhou Yifei Zhang Aoting Zhang Wei Wang Ning Jiang Haiying Wu Weiping Wang SSL 19 40 0 16 Sep 2021
Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation Yuanyi Zhong Bodi Yuan Hong Wu Zhiqiang Yuan Jian Peng Yu-xiong Wang 38 167 0 20 Aug 2021
Self-Supervised Visual Representations Learning by Contrastive Mask Prediction Yucheng Zhao Guangting Wang Chong Luo Wenjun Zeng Zhengjun Zha ISeg SSL 27 46 0 18 Aug 2021
Unsupervised Object-Level Representation Learning from Scene Images Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL OCL 38 73 0 22 Jun 2021
MST: Masked Self-Supervised Transformer for Visual Representation Zhaowen Li Zhiyang Chen Fan Yang Wei Li Yousong Zhu ... Rui Deng Liwei Wu Rui Zhao Ming Tang Jinqiao Wang ViT 42 162 0 10 Jun 2021
Bootstrapping Semantic Segmentation with Regional Contrast Shikun Liu Shuaifeng Zhi Edward Johns Andrew J. Davison ISeg 20 122 0 09 Apr 2021