DetCo: Unsupervised Contrastive Learning for Object Detection

9 February 2021

Enze Xie

Jian Ding

Wenhai Wang

Xiaohang Zhan

Hang Xu

Peize Sun

Zhenguo Li

Ping Luo

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Papers citing "DetCo: Unsupervised Contrastive Learning for Object Detection"

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Title
Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments Anushiya Arunan Yan Qin Xiaoli Li Yuen Chau AI4TS 23 0 0 03 May 2025
Enhancing Contrastive Learning for Retinal Imaging via Adjusted Augmentation Scales Zijie Cheng B. Li André Altmann P. Keane Yukun Zhou MedIm 29 0 0 05 Jan 2025
DeNVeR: Deformable Neural Vessel Representations for Unsupervised Video Vessel Segmentation Chun-Hung Wu Shih-Hong Chen Chih-Yao Hu Hsin-Yu Wu Kai-Hsin Chen Yu-You Chen Chih-Hai Su Chih-Kuo Lee Yu-Lun Liu 54 2 0 03 Jun 2024
PatchContrast: Self-Supervised Pre-training for 3D Object Detection Oren Shrout Ori Nitzan Yizhak Ben-Shabat A. Tal 3DPC 59 2 0 14 Aug 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
Disentangled Pre-training for Image Matting Yan-Da Li Zilong Huang Gang Yu Ling-Hao Chen Yunchao Wei Jianbo Jiao 20 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 24 6 0 31 Mar 2023
Soft Neighbors are Positive Supporters in Contrastive Visual Representation Learning Chongjian Ge Jiangliu Wang Zhan Tong Shoufa Chen Yibing Song Ping Luo SSL 22 27 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
Self-Supervised Representation Learning from Temporal Ordering of Automated Driving Sequences Christopher Lang Alexander Braun Lars Schillingmann Karsten Haug Abhinav Valada SSL 17 10 0 17 Feb 2023
Learning Generalized Hybrid Proximity Representation for Image Recognition Zhiyuan Li Anca L. Ralescu 21 3 0 31 Jan 2023
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 34 41 0 17 Nov 2022
Masked Reconstruction Contrastive Learning with Information Bottleneck Principle Ziwen Liu Bonan Li Congying Han Tiande Guo Xuecheng Nie SSL 32 2 0 15 Nov 2022
Self-Supervised Learning via Maximum Entropy Coding Xin Liu Zhongdao Wang Yali Li Shengjin Wang SSL 18 40 0 20 Oct 2022
Learning Self-Regularized Adversarial Views for Self-Supervised Vision Transformers Tao Tang Changlin Li Guangrun Wang Kaicheng Yu Xiaojun Chang Xiaodan Liang ViT 23 1 0 16 Oct 2022
Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learning Fuying Wang Yuyin Zhou Shujun Wang V. Vardhanabhuti Lequan Yu 21 137 0 12 Oct 2022
One-Shot Transfer of Affordance Regions? AffCorrs! Denis Hadjivelichkov Sicelukwanda Zwane M. Deisenroth Lourdes Agapito Dimitrios Kanoulas 35 34 0 15 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
Semi-Supervised Semantic Segmentation with Cross Teacher Training Hui Xiao Li Dong Kangkang Song Hao Xu Shuibo Fu Diqun Yan Chengbin Peng 27 26 0 03 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
ConCL: Concept Contrastive Learning for Dense Prediction Pre-training in Pathology Images Jiawei Yang Hanbo Chen Yuan Liang Junzhou Huang Lei He Jianhua Yao 40 18 0 14 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
Patch-level Representation Learning for Self-supervised Vision Transformers Sukmin Yun Hankook Lee Jaehyung Kim Jinwoo Shin ViT 22 64 0 16 Jun 2022
Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN Siyuan Li Di Wu Fang Wu Lei Shang Stan.Z.Li 32 48 0 27 May 2022
Improving the Latent Space of Image Style Transfer Yun-Hao Bai Cairong Wang C. Yuan Yanbo Fan Jue Wang DRL 21 0 0 24 May 2022
CoDo: Contrastive Learning with Downstream Background Invariance for Detection Bing Zhao Jun Li Hong Zhu SSL 24 2 0 10 May 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
FCL-GAN: A Lightweight and Real-Time Baseline for Unsupervised Blind Image Deblurring Suiyi Zhao Zhao Zhang Richang Hong Mingliang Xu Yi Yang Meng Wang 18 41 0 16 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 11 31 0 15 Apr 2022
SIOD: Single Instance Annotated Per Category Per Image for Object Detection Hanjun Li Xingjia Pan Ke Yan Fan Tang Weihao Zheng 25 18 0 29 Mar 2022
Towards Discriminative Representation: Multi-view Trajectory Contrastive Learning for Online Multi-object Tracking En Yu Zhuoling Li Shoudong Han 27 44 0 27 Mar 2022
Contrastive learning of Class-agnostic Activation Map for Weakly Supervised Object Localization and Semantic Segmentation Jinheng Xie Jianfeng Xiang Junliang Chen Xianxu Hou Xiaodong Zhao Linlin Shen VLM WSOL 25 19 0 25 Mar 2022
Multi-scale and Cross-scale Contrastive Learning for Semantic Segmentation Theodoros Pissas Claudio S. Ravasio L. Cruz Christos Bergeles 15 15 0 25 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 18 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
CYBORGS: Contrastively Bootstrapping Object Representations by Grounding in Segmentation Renhao Wang Hang Zhao Yang Gao SSL 21 1 0 17 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 21 111 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 28 50 0 09 Feb 2022
Object Detection in Autonomous Vehicles: Status and Open Challenges Abhishek Balasubramaniam S. Pasricha 39 54 0 19 Jan 2022
Sound and Visual Representation Learning with Multiple Pretraining Tasks A. Vasudevan Dengxin Dai Luc Van Gool SSL 33 6 0 04 Jan 2022
Revisiting the Transferability of Supervised Pretraining: an MLP Perspective Yizhou Wang Shixiang Tang Feng Zhu Lei Bai Rui Zhao Donglian Qi Wanli Ouyang 21 51 0 01 Dec 2021
Contrastive Object-level Pre-training with Spatial Noise Curriculum Learning Chenhongyi Yang Lichao Huang Elliot J. Crowley SSL VLM 23 6 0 26 Nov 2021
Semantic-Aware Generation for Self-Supervised Visual Representation Learning Yunjie Tian Lingxi Xie Xiaopeng Zhang Jiemin Fang Haohang Xu Wei Huang Jianbin Jiao Qi Tian QiXiang Ye SSL GAN 28 16 0 25 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
Pedestrian Detection by Exemplar-Guided Contrastive Learning Zebin Lin Wenjie Pei Fanglin Chen Dafan Zhang Guangming Lu 26 18 0 17 Nov 2021
Robust and Accurate Object Detection via Self-Knowledge Distillation Weipeng Xu Pengzhi Chu Renhao Xie Xiongziyan Xiao Hongcheng Huang AAML ObjD 19 4 0 14 Nov 2021
Rethinking Supervised Pre-training for Better Downstream Transferring Yutong Feng Jianwen Jiang Mingqian Tang R. L. Jin Yue Gao SSL 43 39 0 12 Oct 2021
TACS: Taxonomy Adaptive Cross-Domain Semantic Segmentation R. Gong Martin Danelljan Dengxin Dai D. Paudel Ajad Chhatkuli F. I. F. Richard Yu Luc Van Gool 36 9 0 10 Sep 2021
Few-Shot Segmentation with Global and Local Contrastive Learning Weide Liu Zhonghua Wu Henghui Ding Fayao Liu Jie Lin Guosheng Lin Wei Zhou 32 24 0 11 Aug 2021
Do Different Tracking Tasks Require Different Appearance Models? Zhongdao Wang Hengshuang Zhao Yali Li Shengjin Wang Philip H. S. Torr Luca Bertinetto 34 81 0 05 Jul 2021