Semi-Supervised Object Detection: A Survey on Progress from CNN to Transformer

11 July 2024

Tahira Shehzadi

Ifza

Didier Stricker

Muhammad Zeshan Afzal

ViT

ArXiv PDF HTML

Papers citing "Semi-Supervised Object Detection: A Survey on Progress from CNN to Transformer"

50 / 68 papers shown

Title
A Hybrid Approach for Document Layout Analysis in Document images Tahira Shehzadi Didier Stricker Muhammad Zeshan Afzal 54 5 0 27 Apr 2024
How to Efficiently Annotate Images for Best-Performing Deep Learning Based Segmentation Models: An Empirical Study with Weak and Noisy Annotations and Segment Anything Model Yixin Zhang Shen Zhao Han Gu Maciej A. Mazurowski VLM 80 4 0 17 Dec 2023
Care3D: An Active 3D Object Detection Dataset of Real Robotic-Care Environments Michael G. Adam Sebastian Eger Martin Piccolrovazzi Maged Iskandar Joern Vogel ... Abdeldjallil Naceri Eckehard G. Steinbach Alin Albu-Schaeffer Sami Haddadin Wolfram Burgard 6 1 0 09 Oct 2023
Alternative Pseudo-Labeling for Semi-Supervised Automatic Speech Recognition Hanjing Zhu Dongji Gao Gaofeng Cheng Daniel Povey Pengyuan Zhang Yonghong Yan NoLa 61 4 0 12 Aug 2023
A survey and taxonomy of loss functions in machine learning Lorenzo Ciampiconi A. Elwood Marco Leonardi A. Mohamed A. Rozza MU FaML 43 29 0 13 Jan 2023
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 94 115 0 24 Aug 2022
Augmentation Learning for Semi-Supervised Classification Tim Frommknecht Pedro Alves Zipf Quanfu Fan Nina Shvetsova Hilde Kuehne 41 2 0 03 Aug 2022
Group DETR: Fast DETR Training with Group-Wise One-to-Many Assignment Qiang Chen Xiaokang Chen Jian Wang Shan Zhang Kun Yao Haocheng Feng Junyu Han Errui Ding Gang Zeng Jingdong Wang ViT 79 129 0 26 Jul 2022
On Non-Random Missing Labels in Semi-Supervised Learning Xinting Hu Yulei Niu Chunyan Miao Xiansheng Hua Hanwang Zhang 85 18 0 29 Jun 2022
Unbiased Teacher v2: Semi-supervised Object Detection for Anchor-free and Anchor-based Detectors Yen-Cheng Liu Chih-Yao Ma Z. Kira 30 104 0 19 Jun 2022
3D Object Detection for Autonomous Driving: A Comprehensive Survey Jiageng Mao Shaoshuai Shi Xiaogang Wang Hongsheng Li 3DPC 78 222 0 19 Jun 2022
Study on Image Filtering -- Techniques, Algorithm and Applications Bhishman Desai Manish Paliwal K. Nagwanshi 17 3 0 04 Jun 2022
PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection Gang Li Xiang Li Yujie Wang Yichao Wu Ding Liang Shanshan Zhang 46 93 0 30 Mar 2022
Omni-DETR: Omni-Supervised Object Detection with Transformers Pei Wang Zhaowei Cai Hao Yang Gurumurthy Swaminathan Nuno Vasconcelos Bernt Schiele Stefano Soatto 62 41 0 30 Mar 2022
Scale-Equivalent Distillation for Semi-Supervised Object Detection Qiushan Guo Yao Mu Jianyu Chen Tianqi Wang Yizhou Yu Ping Luo 78 28 0 23 Mar 2022
TransFusion: Robust LiDAR-Camera Fusion for 3D Object Detection with Transformers Xuyang Bai Zeyu Hu Xinge Zhu Qingqiu Huang Yilun Chen Hongbo Fu Chiew-Lan Tai ViT 3DPC 79 604 0 22 Mar 2022
Evaluation of YOLO Models with Sliced Inference for Small Object Detection Muhammed Can Keles Batuhan Salmanoglu M. Güzel Baran Gursoy Gazi Erkan Bostancı ObjD 28 11 0 09 Mar 2022
Important Object Identification with Semi-Supervised Learning for Autonomous Driving Jiachen Li Haiming Gang Hengbo Ma Masayoshi Tomizuka Chiho Choi 58 12 0 05 Mar 2022
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising Feng Li Hao Zhang Shi-guang Liu Jian Guo L. Ni Lei Zhang ViT 120 674 0 02 Mar 2022
Self-Training: A Survey Massih-Reza Amini Vasilii Feofanov Loïc Pauletto Lies Hadjadj Emilie Devijver Yury Maximov SSL 84 103 0 24 Feb 2022
CrossRectify: Leveraging Disagreement for Semi-supervised Object Detection Cheng Ma Xingjia Pan QiXiang Ye Fan Tang Weiming Dong Changsheng Xu 70 15 0 26 Jan 2022
Revisiting Consistency Regularization for Semi-Supervised Learning Yue Fan Anna Kukleva Bernt Schiele 113 61 0 10 Dec 2021
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection Jongmok Kim JooYoung Jang Seunghyeon Seo Jisoo Jeong Jongkeun Na Nojun Kwak 44 41 0 22 Nov 2021
Better Self-training for Image Classification through Self-supervision Attaullah Sahito E. Frank Bernhard Pfahringer VLM SSL 27 11 0 02 Sep 2021
SemiFed: Semi-supervised Federated Learning with Consistency and Pseudo-Labeling Haowen Lin Jian Lou Li Xiong Cyrus Shahabi FedML 64 57 0 21 Aug 2021
TOOD: Task-aligned One-stage Object Detection Chengjian Feng Yujie Zhong Yu Gao Matthew R. Scott Weilin Huang ObjD 52 733 0 17 Aug 2021
YOLOX: Exceeding YOLO Series in 2021 Zheng Ge Songtao Liu Feng Wang Zeming Li Jian Sun ObjD 124 4,082 0 18 Jul 2021
Semi-Supervised Object Detection with Adaptive Class-Rebalancing Self-Training Fangyuan Zhang Tianxiang Pan Bin Wang 50 55 0 11 Jul 2021
Humble Teachers Teach Better Students for Semi-Supervised Object Detection Yihe Tang Weifeng Chen Yijun Luo Yuting Zhang 68 181 0 19 Jun 2021
End-to-End Semi-Supervised Object Detection with Soft Teacher Mengde Xu Zheng Zhang Han Hu Jianfeng Wang Lijuan Wang Fangyun Wei X. Bai Zicheng Liu 63 494 0 16 Jun 2021
Learning High-Precision Bounding Box for Rotated Object Detection via Kullback-Leibler Divergence Xue Yang Xiaojiang Yang Jirui Yang Qi Ming Wentao Wang Qi Tian Junchi Yan 91 388 0 03 Jun 2021
Multiview Pseudo-Labeling for Semi-supervised Learning from Video Bo Xiong Haoqi Fan Kristen Grauman Christoph Feichtenhofer SSL 57 51 0 01 Apr 2021
A Survey on Deep Semi-supervised Learning Xiangli Yang Zixing Song Irwin King Zenglin Xu 97 581 0 28 Feb 2021
Generalized Focal Loss V2: Learning Reliable Localization Quality Estimation for Dense Object Detection Xiang Li Wenhai Wang Xiaolin Hu Jun Li Jinhui Tang Jian Yang ObjD 46 243 0 25 Nov 2020
Deformable DETR: Deformable Transformers for End-to-End Object Detection Xizhou Zhu Weijie Su Lewei Lu Bin Li Xiaogang Wang Jifeng Dai ViT 200 5,068 0 08 Oct 2020
ASGN: An Active Semi-supervised Graph Neural Network for Molecular Property Prediction Zhong Hao Chengqiang Lu Zheyuan Hu Hongya Wang Zhenya Huang Qi Liu Enhong Chen Cheekong Lee 104 139 0 07 Jul 2020
Rethinking Pre-training and Self-training Barret Zoph Golnaz Ghiasi Nayeon Lee Huayu Chen Hanxiao Liu E. D. Cubuk Quoc V. Le SSeg 85 651 0 11 Jun 2020
Generalized Focal Loss: Learning Qualified and Distributed Bounding Boxes for Dense Object Detection Xiang Li Wenhai Wang Lijun Wu Shuo Chen Xiaolin Hu Jun Li Jinhui Tang Jian Yang ObjD 69 1,194 0 08 Jun 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 365 13,025 0 26 May 2020
Iterative Pseudo-Labeling for Speech Recognition Qiantong Xu Tatiana Likhomanenko Jacob Kahn Awni Y. Hannun Gabriel Synnaeve R. Collobert VLM 56 132 0 19 May 2020
A Simple Semi-Supervised Learning Framework for Object Detection Kihyuk Sohn Zizhao Zhang Chun-Liang Li Han Zhang Chen-Yu Lee Tomas Pfister 75 497 0 10 May 2020
BirdNet+: End-to-End 3D Object Detection in LiDAR Bird's Eye View Alejandro Barrera Carlos Guindel Jorge Beltrán F. García 3DPC 89 71 0 09 Mar 2020
A survey on Semi-, Self- and Unsupervised Learning for Image Classification Lars Schmarje M. Santarossa Simon-Martin Schroder Reinhard Koch SSL VLM 49 164 0 20 Feb 2020
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence Kihyuk Sohn David Berthelot Chun-Liang Li Zizhao Zhang Nicholas Carlini E. D. Cubuk Alexey Kurakin Han Zhang Colin Raffel AAML 153 3,545 0 21 Jan 2020
Proposal Learning for Semi-Supervised Object Detection Peng Tang Chetan Ramaiah Yan Wang Ran Xu Caiming Xiong 66 101 0 15 Jan 2020
ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring David Berthelot Nicholas Carlini E. D. Cubuk Alexey Kurakin Kihyuk Sohn Han Zhang Colin Raffel 89 681 0 21 Nov 2019
End-to-end ASR: from Supervised to Semi-Supervised Learning with Modern Architectures Gabriel Synnaeve Qiantong Xu Jacob Kahn Tatiana Likhomanenko Edouard Grave Vineel Pratap Anuroop Sriram Vitaliy Liptchinsky R. Collobert SSL AI4TS 107 247 0 19 Nov 2019
Self-labelling via simultaneous clustering and representation learning Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 112 770 0 13 Nov 2019
Self-training with Noisy Student improves ImageNet classification Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 304 2,387 0 11 Nov 2019
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 210 3,485 0 30 Sep 2019