Weakly-Supervised Object Detection

WSOD

Detects objects in images using only image-level labels, without the need for detailed annotations. Reduces manual labelling effort while enabling accurate object detection in various applications.

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Self-Classification Enhancement and Correction for Weakly Supervised Object DetectionInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Yufei Yin Lechao Cheng Wengang Zhou Jiajun Deng Zhou Yu Houqiang Li WSOD 138 0 0 22 May 2025
Weakly Supervised Open-Vocabulary Object Detection Jianghang Lin Chunjiang Ge Bingquan Wang Shaohui Lin Ke Li Liujuan Cao WSOD 149 15 0 19 Dec 2023
Towards Precise Weakly Supervised Object Detection via Interactive Contrastive Learning of Context InformationIEEE Transactions on Emerging Topics in Computational Intelligence (TETCI), 2023 Lai Qi ChiMan Vong WSOD 115 2 0 27 Apr 2023
Defect detection using weakly supervised learningInternational Symposium on Telecommunications (IST), 2023 Vasileios Sevetlidis George Pavlidis Vasiliki Balaska A. Psomoulis S. Mouroutsos Antonios Gasteratos WSOD 64 2 0 27 Mar 2023
Transformer-based Multi-Instance Learning for Weakly Supervised Object Detection Zhaofei Wang Weijia Zhang Min-Ling Zhang ViT WSOD 124 3 0 27 Mar 2023
Unbiased Multiple Instance Learning for Weakly Supervised Video Anomaly DetectionComputer Vision and Pattern Recognition (CVPR), 2023 Hui Lv Zhongqi Yue Qianru Sun Bin Luo Zhen Cui Hanwang Zhang WSOD 154 95 0 22 Mar 2023
Bi-directional Weakly Supervised Knowledge Distillation for Whole Slide Image ClassificationNeural Information Processing Systems (NeurIPS), 2022 Linhao Qu Xiao-Zhuo Luo Manning Wang Zhijian Song WSOD 204 71 0 07 Oct 2022
Object Discovery via Contrastive Learning for Weakly Supervised Object DetectionEuropean Conference on Computer Vision (ECCV), 2022 Jinhwan Seo Wonho Bae Danica J. Sutherland Junhyug Noh Daijin Kim WSOD 173 36 0 16 Aug 2022
W2N:Switching From Weak Supervision to Noisy Supervision for Object DetectionEuropean Conference on Computer Vision (ECCV), 2022 Zitong Huang Yiping Bao Bowen Dong Erjin Zhou W. Zuo WSOD 89 19 0 25 Jul 2022
Online progressive instance-balanced sampling for weakly supervised object detection M. Chen Y. Tian Z. Li E. Li Z. Liang WSOD 118 0 0 21 Jun 2022
Spatial Likelihood Voting with Self-Knowledge Distillation for Weakly Supervised Object DetectionImage and Vision Computing (IVC), 2021 Ze Chen Zhihang Fu Jianqiang Huang Mingyuan Tao Rongxin Jiang Xiang Tian Yao-wu Chen Xiansheng Hua WSOD 86 4 0 14 Apr 2022
WeakM3D: Towards Weakly Supervised Monocular 3D Object DetectionInternational Conference on Learning Representations (ICLR), 2022 Liang Peng Senbo Yan Boxi Wu Zheng Yang Xiaofei He Deng Cai WSOD 126 23 0 16 Mar 2022
Decoupling Makes Weakly Supervised Local Feature BetterComputer Vision and Pattern Recognition (CVPR), 2022 Kunhong Li Longguang Wang Li Liu Qing Ran Kai Xu Yulan Guo WSOD 117 54 0 08 Jan 2022
Learning to Detect Instance-level Salient Objects Using Complementary Image LabelsInternational Journal of Computer Vision (IJCV), 2021 Xin Tian Ke Xu Xin Yang Baocai Yin Rynson W. H. Lau WSOD 125 32 0 19 Nov 2021
Discovery-and-Selection: Towards Optimal Multiple Instance Learning for Weakly Supervised Object Detection Shiwei Zhang Wei Ke Lin Yang WSOD 207 2 0 18 Oct 2021
Deep Learning for Weakly-Supervised Object Detection and Object Localization: A Survey Feifei Shao Long Chen Jian Shao Wei Ji Shaoning Xiao Lu Ye Yueting Zhuang Jun Xiao WSOD 94 20 0 26 May 2021
DiscoBox: Weakly Supervised Instance Segmentation and Semantic Correspondence from Box SupervisionIEEE International Conference on Computer Vision (ICCV), 2021 Shiyi Lan Zhiding Yu Chris Choy Subhashree Radhakrishnan Guilin Liu Yuke Zhu Larry S. Davis Anima Anandkumar WSOD ISeg 242 87 0 13 May 2021
Weakly Supervised Object Localization and Detection: A SurveyIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Dingwen Zhang Junwei Han Gong Cheng Ming-Hsuan Yang WSOD 179 288 0 16 Apr 2021
Multiple instance active learning for object detectionComputer Vision and Pattern Recognition (CVPR), 2021 Tianning Yuan Fang Wan Mengying Fu Jianzhuang Liu Songcen Xu Xiangyang Ji QiXiang Ye WSOD 154 140 0 06 Apr 2021
Two-phase weakly supervised object detection with pseudo ground truth mining Jun Wang WSOD 86 0 0 01 Apr 2021
Few-shot Weakly-Supervised Object Detection via Directional StatisticsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2021 Amirreza Shaban Amir M. Rahimi Thalaiyasingam Ajanthan Byron Boots Leonid Sigal WSOD 83 7 0 25 Mar 2021
Cascade Attentive Dropout for Weakly Supervised Object DetectionNeural Processing Letters (NPL), 2020 Wenlong Gao Ying-Cong Chen Yong Peng WSOD 141 2 0 20 Nov 2020
Comprehensive Attention Self-Distillation for Weakly-Supervised Object Detection Zeyi Huang Yang Zou V. Bhagavatula Dong Huang WSOD 126 131 0 22 Oct 2020
Weakly-supervised Salient Instance Detection Xin Tian Ke Xu Xin Yang Baocai Yin Rynson W. H. Lau WSOD 120 24 0 29 Sep 2020
Multiple instance learning on deep features for weakly supervised object detection with extreme domain shifts Nicolas Gonthier Saïd Ladjal Y. Gousseau WSOD 219 29 0 03 Aug 2020
SLV: Spatial Likelihood Voting for Weakly Supervised Object DetectionComputer Vision and Pattern Recognition (CVPR), 2020 Ze Chen Zhihang Fu Rongxin Jiang Yao-wu Chen Xiansheng Hua WSOD 110 82 0 23 Jun 2020
Distilling Knowledge from Refinement in Multiple Instance Detection Networks Luis Felipe de Araujo Zeni C. R. Jung WSOD 81 22 0 23 Apr 2020
Instance-aware, Context-focused, and Memory-efficient Weakly Supervised Object DetectionComputer Vision and Pattern Recognition (CVPR), 2020 Zhongzheng Ren Zhiding Yu Xiaodong Yang Xuan Li Yong Jae Lee Alex Schwing Jan Kautz WSOD 140 206 0 09 Apr 2020
Object Instance Mining for Weakly Supervised Object DetectionAAAI Conference on Artificial Intelligence (AAAI), 2020 Chenhao Lin Siwen Wang Dongqi Xu Yu Lu Wayne Zhang WSOD 115 85 0 04 Feb 2020
Weakly Supervised Instance Segmentation by Deep Community Learning Jaedong Hwang Seohyun Kim Jeany Son Bohyung Han ISeg WSOD 113 3 0 30 Jan 2020
Training Object Detectors from Few Weakly-Labeled and Many Unlabeled ImagesPattern Recognition (Pattern Recognit.), 2019 Zhaohui Yang Miaojing Shi Chao Xu V. Ferrari Yannis Avrithis WSOD 500 10 0 01 Dec 2019
Towards Precise End-to-end Weakly Supervised Object Detection NetworkIEEE International Conference on Computer Vision (ICCV), 2019 Ke Yang Dongsheng Li Y. Dou WSOD 120 134 0 27 Nov 2019
WSOD with PSNet and Box Regression Sheng Yi Xi Li Huimin Ma WSOD 104 2 0 26 Nov 2019
WSOD^2: Learning Bottom-up and Top-down Objectness Distillation for Weakly-supervised Object DetectionIEEE International Conference on Computer Vision (ICCV), 2019 Zhaoyang Zeng Bei Liu Jianlong Fu Hongyang Chao Lei Zhang WSOD 123 154 0 11 Sep 2019
Object-Aware Instance Labeling for Weakly Supervised Object DetectionIEEE International Conference on Computer Vision (ICCV), 2019 Satoshi Kosugi T. Yamasaki Kiyoharu Aizawa WSOD 130 55 0 10 Aug 2019
Utilizing the Instability in Weakly Supervised Object Detection Yan Gao B. Liu Nan Guo Xiaochun Ye Fang Wan Haihang You Xiaochun Ye WSOD 90 23 0 14 Jun 2019
C-MIL: Continuation Multiple Instance Learning for Weakly Supervised Object Detection Fang Wan Chang-rui Liu Wei Ke Xiangyang Ji Jianbin Jiao QiXiang Ye WSOD 175 236 0 11 Apr 2019
Activity Driven Weakly Supervised Object Detection Zhenheng Yang D. Mahajan Deepti Ghadiyaram Ram Nevatia Vignesh Ramanathan WSOD 159 35 0 02 Apr 2019
Weakly Supervised Object Detection with Segmentation Collaboration Xiaoyan Li Meina Kan Shiguang Shan Xilin Chen WSOD 149 98 0 01 Apr 2019
Min-Entropy Latent Model for Weakly Supervised Object Detection Fang Wan Pengxu Wei Zhenjun Han Jianbin Jiao QiXiang Ye WSOD 127 218 0 16 Feb 2019
A Multiclass Multiple Instance Learning Method with Exact Likelihood Xi-Lin Li WSOD 138 2 0 29 Nov 2018
Dissimilarity Coefficient based Weakly Supervised Object DetectionComputer Vision and Pattern Recognition (CVPR), 2018 Aditya Arun C. V. Jawahar M. P. Kumar WSOD 152 89 0 25 Nov 2018
Multi-Label Image Classification via Knowledge Distillation from Weakly-Supervised Detection Yongcheng Liu Lu Sheng Jing Shao Junjie Yan Shiming Xiang Chunhong Pan WSOD VLM 181 121 0 16 Sep 2018
TS2C: Tight Box Mining with Surrounding Segmentation Context for Weakly Supervised Object Detection Yunchao Wei Zhiqiang Shen Bowen Cheng Humphrey Shi Jinjun Xiong Jiashi Feng Thomas Huang WSOD 102 153 0 13 Jul 2018
PCL: Proposal Cluster Learning for Weakly Supervised Object DetectionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2018 Peng Tang Xinggang Wang S. Bai Wei Shen X. Bai Wenyu Liu Alan Yuille WSOD 186 378 0 09 Jul 2018
Zigzag Learning for Weakly Supervised Object Detection Xiaopeng Zhang Jiashi Feng H. Xiong Qi Tian WSOD 146 114 0 25 Apr 2018
Mixed Supervised Object Detection with Robust Objectness TransferIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2018 Yan-Ran Li Junge Zhang Kaiqi Huang Jianguo Zhang WSOD 155 38 0 27 Feb 2018
Collaborative Learning for Weakly Supervised Object Detection Jiajie Wang Jiangchao Yao Ya Zhang Rui Zhang WSOD 132 49 0 10 Feb 2018
Weakly Supervised Object Detection with Pointwise Mutual Information René Grzeszick Sebastian Sudholt G. Fink WSOD 94 1 0 26 Jan 2018
Weakly Supervised One-Shot Detection with Attention Similarity Networks Gil Keren Maximilian Schmitt T. Kehrenberg Björn Schuller WSOD 249 10 0 10 Jan 2018

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