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 211 1 0 22 May 2025
Weakly Supervised Open-Vocabulary Object Detection Jianghang Lin Chunjiang Ge Bingquan Wang Shaohui Lin Ke Li Liujuan Cao WSOD 257 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 219 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 132 4 0 27 Mar 2023
Transformer-based Multi-Instance Learning for Weakly Supervised Object Detection Zhaofei Wang Weijia Zhang Min-Ling Zhang ViT WSOD 205 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 246 113 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 289 73 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 229 38 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 117 21 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 206 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 118 5 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 199 24 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 189 60 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 173 33 0 19 Nov 2021
Discovery-and-Selection: Towards Optimal Multiple Instance Learning for Weakly Supervised Object Detection Shiwei Zhang Wei Ke Lin Yang WSOD 304 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 159 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 345 91 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 235 303 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 230 146 0 06 Apr 2021
Two-phase weakly supervised object detection with pseudo ground truth mining Jun Wang WSOD 121 1 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 138 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 205 2 0 20 Nov 2020
Comprehensive Attention Self-Distillation for Weakly-Supervised Object Detection Zeyi Huang Yang Zou V. Bhagavatula Dong Huang WSOD 198 137 0 22 Oct 2020
Weakly-supervised Salient Instance Detection Xin Tian Ke Xu Xin Yang Baocai Yin Rynson W. H. Lau WSOD 156 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 359 31 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 170 85 0 23 Jun 2020
Distilling Knowledge from Refinement in Multiple Instance Detection Networks Luis Felipe de Araujo Zeni C. R. Jung WSOD 161 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 233 217 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 167 89 0 04 Feb 2020
Weakly Supervised Instance Segmentation by Deep Community Learning Jaedong Hwang Seohyun Kim Jeany Son Bohyung Han ISeg WSOD 185 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 642 11 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 152 138 0 27 Nov 2019
WSOD with PSNet and Box Regression Sheng Yi Xi Li Huimin Ma WSOD 168 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 180 158 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 205 58 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 130 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 259 248 0 11 Apr 2019
Activity Driven Weakly Supervised Object Detection Zhenheng Yang D. Mahajan Deepti Ghadiyaram Ram Nevatia Vignesh Ramanathan WSOD 215 34 0 02 Apr 2019
Weakly Supervised Object Detection with Segmentation Collaboration Xiaoyan Li Meina Kan Shiguang Shan Xilin Chen WSOD 207 102 0 01 Apr 2019
Min-Entropy Latent Model for Weakly Supervised Object Detection Fang Wan Pengxu Wei Zhenjun Han Jianbin Jiao QiXiang Ye WSOD 231 224 0 16 Feb 2019
A Multiclass Multiple Instance Learning Method with Exact Likelihood Xi-Lin Li WSOD 235 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 232 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 272 122 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 166 158 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 312 389 0 09 Jul 2018
Zigzag Learning for Weakly Supervised Object Detection Xiaopeng Zhang Jiashi Feng H. Xiong Qi Tian WSOD 206 114 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 243 39 0 27 Feb 2018
Collaborative Learning for Weakly Supervised Object Detection Jiajie Wang Jiangchao Yao Ya Zhang Rui Zhang WSOD 200 50 0 10 Feb 2018
Weakly Supervised Object Detection with Pointwise Mutual Information René Grzeszick Sebastian Sudholt G. Fink WSOD 142 1 0 26 Jan 2018
Weakly Supervised One-Shot Detection with Attention Similarity Networks Gil Keren Maximilian Schmitt T. Kehrenberg Björn Schuller WSOD 353 10 0 10 Jan 2018

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