Dense Contrastive Learning for Self-Supervised Visual Pre-Training

18 November 2020

Chunhua Shen

Lei Li

Papers citing "Dense Contrastive Learning for Self-Supervised Visual Pre-Training"

50 / 160 papers shown

Title
Learning Dense Object Descriptors from Multiple Views for Low-shot Category Generalization Stefan Stojanov Anh Thai Zixuan Huang James M. Rehg 31 1 0 28 Nov 2022
Copy-Pasting Coherent Depth Regions Improves Contrastive Learning for Urban-Scene Segmentation Liang Zeng A. Lengyel Nergis Tomen J. C. V. Gemert AI4TS 21 0 0 25 Nov 2022
Contrastive pretraining for semantic segmentation is robust to noisy positive pairs Sebastian Gerard Josephine Sullivan 24 1 0 24 Nov 2022
How do Cross-View and Cross-Modal Alignment Affect Representations in Contrastive Learning? Thomas M. Hehn Julian F. P. Kooij D. Gavrila SSL 23 0 0 23 Nov 2022
CroCo v2: Improved Cross-view Completion Pre-training for Stereo Matching and Optical Flow Philippe Weinzaepfel Thomas Lucas Vincent Leroy Yohann Cabon Vaibhav Arora Romain Brégier G. Csurka L. Antsfeld Boris Chidlovskii Jérôme Revaud ViT 20 81 0 18 Nov 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 46 6 0 17 Nov 2022
Towards All-in-one Pre-training via Maximizing Multi-modal Mutual Information Weijie Su Xizhou Zhu Chenxin Tao Lewei Lu Bin Li Gao Huang Yu Qiao Xiaogang Wang Jie Zhou Jifeng Dai 39 41 0 17 Nov 2022
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation Mu Chen Zhedong Zheng Yi Yang Tat-Seng Chua 48 53 0 14 Nov 2022
Pixel-Wise Contrastive Distillation Junqiang Huang Zichao Guo 37 4 0 01 Nov 2022
IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image Segmentation Hritam Basak Soumitri Chattopadhyay Rohit Kundu Sayan Nag R. Mallipeddi SSL 14 8 0 26 Oct 2022
Self-Supervised Pretraining on Satellite Imagery: a Case Study on Label-Efficient Vehicle Detection Jules Bourcier Thomas Floquet G. Dashyan Tugdual Ceillier Alahari Karteek Jocelyn Chanussot SSL 30 1 0 21 Oct 2022
VIBUS: Data-efficient 3D Scene Parsing with VIewpoint Bottleneck and Uncertainty-Spectrum Modeling Beiwen Tian Liyi Luo Hao Zhao Guyue Zhou 17 23 0 20 Oct 2022
SSiT: Saliency-guided Self-supervised Image Transformer for Diabetic Retinopathy Grading Yijin Huang Junyan Lyu Pujin Cheng Roger Tam Xiaoying Tang ViT MedIm 19 19 0 20 Oct 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
Composite Learning for Robust and Effective Dense Predictions Menelaos Kanakis Thomas E. Huang David Brüggemann F. I. F. Richard Yu Luc Van Gool SSL 39 3 0 13 Oct 2022
Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learning Fuying Wang Yuyin Zhou Shujun Wang V. Vardhanabhuti Lequan Yu 23 137 0 12 Oct 2022
Improving Dense Contrastive Learning with Dense Negative Pairs Berk Iskender Zhenlin Xu Simon Kornblith Enhung Chu M. Khademi SSL 28 1 0 11 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
GIDP: Learning a Good Initialization and Inducing Descriptor Post-enhancing for Large-scale Place Recognition Zhaoxin Fan Zhenbo Song Hongyan Liu Jun He 37 0 0 23 Sep 2022
Semi-supervised Crowd Counting via Density Agency Hui Lin Zhiheng Ma Xiaopeng Hong Yao Wang Zhou Su OT 23 29 0 07 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
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures Ran Gu Jingyang Zhang Guotai Wang Wenhui Lei Tao Song Xiaofan Zhang Kang Li Shaoting Zhang 26 41 0 18 Aug 2022
MvDeCor: Multi-view Dense Correspondence Learning for Fine-grained 3D Segmentation Gopal Sharma K. Yin Subhransu Maji E. Kalogerakis Litany Sanja Fidler 3DV 3DPC 26 12 0 18 Aug 2022
Multi-View Correlation Consistency for Semi-Supervised Semantic Segmentation Yunzhong Hou Stephen Gould Liang Zheng 32 0 0 17 Aug 2022
On the Pros and Cons of Momentum Encoder in Self-Supervised Visual Representation Learning T. Pham Chaoning Zhang Axi Niu Kang Zhang Chang-Dong Yoo 36 11 0 11 Aug 2022
Metadata-enhanced contrastive learning from retinal optical coherence tomography images R. Holland Oliver Leingang Hrvoje Bogunović Sophie Riedl L. Fritsche ... U. Schmidt-Erfurth S. Sivaprasad A. Lotery Daniel Rueckert M. Menten 17 8 0 04 Aug 2022
Hierarchical Semi-Supervised Contrastive Learning for Contamination-Resistant Anomaly Detection Gaoang Wang Yibing Zhan Xinchao Wang Min-Gyoo Song K. Nahrstedt 24 11 0 24 Jul 2022
ConCL: Concept Contrastive Learning for Dense Prediction Pre-training in Pathology Images Jiawei Yang Hanbo Chen Yuan Liang Junzhou Huang Lei He Jianhua Yao 46 18 0 14 Jul 2022
A Closer Look at Invariances in Self-supervised Pre-training for 3D Vision Lanxiao Li M. Heizmann 3DPC 27 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 15 4 0 08 Jul 2022
Dissecting Self-Supervised Learning Methods for Surgical Computer Vision Sanat Ramesh V. Srivastav Deepak Alapatt Tong Yu Aditya Murali ... Saurav Sharma A. Fleurentin Georgios Exarchakis Alexandros Karargyris N. Padoy 23 42 0 01 Jul 2022
Teach me how to Interpolate a Myriad of Embeddings Shashanka Venkataramanan Ewa Kijak Laurent Amsaleg Yannis Avrithis 40 2 0 29 Jun 2022
Efficient and Robust Training of Dense Object Nets for Multi-Object Robot Manipulation David B. Adrian A. Kupcsik Markus Spies Heiko Neumann 3DPC 43 7 0 24 Jun 2022
Contrastive Learning of Features between Images and LiDAR Peng-Tao Jiang Srikanth Saripalli 3DPC SSL 20 6 0 24 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
Discovering Object Masks with Transformers for Unsupervised Semantic Segmentation Wouter Van Gansbeke Simon Vandenhende Luc Van Gool 39 55 0 13 Jun 2022
Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection Hao Chen Wenyuan Li Songhang Chen Zhenwei Shi 25 38 0 27 May 2022
Green Hierarchical Vision Transformer for Masked Image Modeling Lang Huang Shan You Mingkai Zheng Fei Wang Chao Qian T. Yamasaki 27 68 0 26 May 2022
Decoder Denoising Pretraining for Semantic Segmentation Emmanuel B. Asiedu Simon Kornblith Ting Chen Niki Parmar Matthias Minderer Mohammad Norouzi AI4CE 193 26 0 23 May 2022
Masked Image Modeling with Denoising Contrast Kun Yi Yixiao Ge Xiaotong Li Shusheng Yang Dian Li Jianping Wu Ying Shan Xiaohu Qie VLM 30 51 0 19 May 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 28 159 0 16 May 2022
CoDo: Contrastive Learning with Downstream Background Invariance for Detection Bing Zhao Jun Li Hong Zhu SSL 24 2 0 10 May 2022
Do More Negative Samples Necessarily Hurt in Contrastive Learning? Pranjal Awasthi Nishanth Dikkala Pritish Kamath 30 40 0 03 May 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
RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning Xiaojian Ma Weili Nie Zhiding Yu Huaizu Jiang Chaowei Xiao Yuke Zhu Song-Chun Zhu Anima Anandkumar ViT LRM 24 19 0 24 Apr 2022
DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis F. Haghighi M. Taher Michael B. Gotway Jianming Liang MedIm 19 72 0 21 Apr 2022
Unsupervised Contrastive Domain Adaptation for Semantic Segmentation Feihu Zhang V. Koltun Philip H. S. Torr René Ranftl Stephan R. Richter 15 6 0 18 Apr 2022
Representation Learning by Detecting Incorrect Location Embeddings Sepehr Sameni Simon Jenni Paolo Favaro ViT 34 4 0 10 Apr 2022
Joint Learning of Feature Extraction and Cost Aggregation for Semantic Correspondence Jiwon Kim Youngjo Min Mira Kim Seung Wook Kim FedML 11 0 0 05 Apr 2022