Unsupervised Learning of Dense Visual Representations

11 November 2020

Aaron Courville

Papers citing "Unsupervised Learning of Dense Visual Representations"

50 / 63 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 70 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 60 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 50 3 0 11 Jul 2024
A Review on Discriminative Self-supervised Learning Methods in Computer Vision Nikolaos Giakoumoglou Tania Stathaki Athanasios Gkelias SSL 66 0 0 08 May 2024
Representing Part-Whole Hierarchies in Foundation Models by Learning Localizability, Composability, and Decomposability from Anatomy via Self-Supervision M. Taher Michael B. Gotway Jianming Liang MedIm 36 5 0 24 Apr 2024
Embedding Space Interpolation Beyond Mini-Batch, Beyond Pairs and Beyond Examples Shashanka Venkataramanan Ewa Kijak Laurent Amsaleg Yannis Avrithis 33 4 0 09 Nov 2023
CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping Tim Lebailly Thomas Stegmüller Behzad Bozorgtabar Jean-Philippe Thiran Tinne Tuytelaars SSL 54 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 45 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 30 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 34 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 42 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 31 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 24 10 0 17 Feb 2023
Graph Matching with Bi-level Noisy Correspondence Yijie Lin Mouxing Yang Jun Yu Peng Hu Changqing Zhang Xiaocui Peng 43 32 0 08 Dec 2022
Learning Dense Object Descriptors from Multiple Views for Low-shot Category Generalization Stefan Stojanov Anh Thai Zixuan Huang James M. Rehg 41 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 28 0 0 25 Nov 2022
Pixel-Wise Contrastive Distillation Junqiang Huang Zichao Guo 47 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 65 0 19 Oct 2022
Learning to Decompose Visual Features with Latent Textual Prompts Feng Wang Manling Li Xudong Lin Hairong Lv Alex Schwing Heng Ji VLM 21 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 39 5 0 25 Aug 2022
A Closer Look at Invariances in Self-supervised Pre-training for 3D Vision Lanxiao Li M. Heizmann 3DPC 33 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 34 10 0 10 Jul 2022
Pixel-level Correspondence for Self-Supervised Learning from Video Yash Sharma Yi Zhu Chris Russell Thomas Brox SSL 25 4 0 08 Jul 2022
Teach me how to Interpolate a Myriad of Embeddings Shashanka Venkataramanan Ewa Kijak Laurent Amsaleg Yannis Avrithis 53 2 0 29 Jun 2022
Patch-level Representation Learning for Self-supervised Vision Transformers Sukmin Yun Hankook Lee Jaehyung Kim Jinwoo Shin ViT 27 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 35 3 0 04 Jun 2022
Self-Supervised Visual Representation Learning with Semantic Grouping Xin Wen Bingchen Zhao Anlin Zheng Xinming Zhang Xiaojuan Qi SSL 119 71 0 30 May 2022
Decoder Denoising Pretraining for Semantic Segmentation Emmanuel B. Asiedu Simon Kornblith Ting Chen Niki Parmar Matthias Minderer Mohammad Norouzi AI4CE 199 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 37 160 0 16 May 2022
Improving Few-Shot Part Segmentation using Coarse Supervision Oindrila Saha Zezhou Cheng Subhransu Maji 38 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 56 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 37 112 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 38 50 0 09 Feb 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis Maja Pantic CVBM 40 127 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 36 104 0 12 Jan 2022
Contextualized Spatio-Temporal Contrastive Learning with Self-Supervision Liangzhe Yuan Rui Qian Huayu Chen Boqing Gong Florian Schroff Ming-Hsuan Yang Hartwig Adam Ting Liu AI4TS 30 15 0 09 Dec 2021
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 47 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 63 361 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
A Survey of Self-Supervised and Few-Shot Object Detection Gabriel Huang I. Laradji David Vazquez Simon Lacoste-Julien Pau Rodríguez López ObjD 34 79 0 27 Oct 2021