A Simple Semi-Supervised Learning Framework for Object Detection

10 May 2020

Kihyuk Sohn

Zizhao Zhang

Chun-Liang Li

Han Zhang

Chen-Yu Lee

Tomas Pfister

ArXiv PDF HTML

Papers citing "A Simple Semi-Supervised Learning Framework for Object Detection"

45 / 95 papers shown

Title
W2N:Switching From Weak Supervision to Noisy Supervision for Object Detection Zitong Huang Yiping Bao Bowen Dong Erjin Zhou W. Zuo WSOD 21 16 0 25 Jul 2022
Mind the Gap: Polishing Pseudo labels for Accurate Semi-supervised Object Detection Lei Zhang Yuxuan Sun Wei Wei 32 18 0 17 Jul 2022
Dense Teacher: Dense Pseudo-Labels for Semi-supervised Object Detection Hongyu Zhou Zheng Ge Songtao Liu Weixin Mao Zeming Li Haiyan Yu Jian‐Yuan Sun 23 87 0 06 Jul 2022
Improving Localization for Semi-Supervised Object Detection L. Rossi Akbar Karimi Andrea Prati 33 1 0 21 Jun 2022
Learning Domain Adaptive Object Detection with Probabilistic Teacher Meilin Chen Weijie Chen Shicai Yang Jie Song Xinchao Wang ... Yunfeng Yan Donglian Qi Yueting Zhuang Di Xie Shiliang Pu 57 74 0 13 Jun 2022
Point-Teaching: Weakly Semi-Supervised Object Detection with Point Annotations Yongtao Ge Qiang-feng Zhou Xinlong Wang Zhibin Wang Hao Li Chunhua Shen 3DPC 25 16 0 01 Jun 2022
Penalizing Proposals using Classifiers for Semi-Supervised Object Detection S. Hazra P. Dasgupta 33 0 0 26 May 2022
Multi-Class 3D Object Detection with Single-Class Supervision Mao Ye Chenxi Liu Maoqing Yao Weiyue Wang Zhaoqi Leng C. Qi Drago Anguelov 3DPC 30 1 0 11 May 2022
Cross Domain Object Detection by Target-Perceived Dual Branch Distillation Meng He Yali Wang Jiaxi Wu Yiru Wang Hanqing Li Bo-wen Li Weihao Gan Wei Wu Yu Qiao 31 69 0 03 May 2022
Dynamic Curriculum Learning for Great Ape Detection in the Wild Xinyu Yang T. Burghardt Majid Mirmehdi 27 14 0 30 Apr 2022
Semi-Supervised Training to Improve Player and Ball Detection in Soccer Renaud Vandeghen A. Cioppa Marc Van Droogenbroeck 50 27 0 14 Apr 2022
S4OD: Semi-Supervised learning for Single-Stage Object Detection Yueming Zhang Xingxu Yao Chao-Jung Liu F. Chen Xiaolin Song Tengfei Xing Runbo Hu Hua Chai Pengfei Xu Guoshan Zhang ObjD 36 7 0 09 Apr 2022
Unsupervised Prompt Learning for Vision-Language Models Hao Huang Jack Chu Fangyun Wei VPVLM MLLM VLM 38 131 0 07 Apr 2022
Proper Reuse of Image Classification Features Improves Object Detection C. N. Vasconcelos Vighnesh Birodkar Vincent Dumoulin VLM 17 32 0 01 Apr 2022
Semi-Weakly Supervised Object Detection by Sampling Pseudo Ground-Truth Boxes Akhil Meethal M. Pedersoli Zhongwen Zhu Francisco Perdigon Romero Eric Granger 11 4 0 01 Apr 2022
PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection Gang Li Xiang Li Yujie Wang Yichao Wu Ding Liang Shanshan Zhang 12 91 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 36 40 0 30 Mar 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
MutexMatch: Semi-Supervised Learning with Mutex-Based Consistency Regularization Yue Duan Zhen Zhao Lei Qi Lei Wang Luping Zhou Yinghuan Shi Yang Gao 28 33 0 27 Mar 2022
Noisy Boundaries: Lemon or Lemonade for Semi-supervised Instance Segmentation? Zhenyu Wang Yali Li Shengjin Wang ISeg 16 29 0 25 Mar 2022
BigDetection: A Large-scale Benchmark for Improved Object Detector Pre-training Likun Cai Zhi-Li Zhang Yi Zhu Li Zhang Mu Li Xiangyang Xue VLM ObjD 40 40 0 24 Mar 2022
CODA: A Real-World Road Corner Case Dataset for Object Detection in Autonomous Driving Kaican Li Kai Chen Haoyu Wang Lanqing Hong Chao Ye ... Chunjing Xu Dit-Yan Yeung Xiaodan Liang Zhenguo Li Hang Xu 32 97 0 15 Mar 2022
CrossRectify: Leveraging Disagreement for Semi-supervised Object Detection Cheng Ma Xingjia Pan QiXiang Ye Fan Tang Weiming Dong Changsheng Xu 45 14 0 26 Jan 2022
RegionCLIP: Region-based Language-Image Pretraining Yiwu Zhong Jianwei Yang Pengchuan Zhang Chunyuan Li Noel Codella ... Luowei Zhou Xiyang Dai Lu Yuan Yin Li Jianfeng Gao VLM CLIP 40 555 0 16 Dec 2021
Label, Verify, Correct: A Simple Few Shot Object Detection Method Prannay Kaul Weidi Xie Andrew Zisserman ObjD 17 81 0 10 Dec 2021
Open-Vocabulary Instance Segmentation via Robust Cross-Modal Pseudo-Labeling Dat T. Huynh Jason Kuen Zhe-nan Lin Jiuxiang Gu Ehsan Elhamifar ISeg VLM 24 83 0 24 Nov 2021
Probabilistic Contrastive Learning for Domain Adaptation Junjie Li Yixin Zhang Zilei Wang Saihui Hou Keyu Tu Man Zhang 36 14 0 11 Nov 2021
Bootstrap Your Object Detector via Mixed Training Mengde Xu Zheng-Wei Zhang Fangyun Wei Yutong Lin Yue Cao Stephen Lin Han Hu Xiang Bai ObjD 24 6 0 04 Nov 2021
A Comparative Review of Recent Few-Shot Object Detection Algorithms Jiaxu Leng Taiyue Chen Gao Xinbo Yongtao Yu Ye Wang Feng Gao Wang Yue ObjD 19 15 0 30 Oct 2021
Self-supervised Learning for Semi-supervised Temporal Language Grounding Fan Luo Shaoxiang Chen Jingjing Chen Zuxuan Wu Yu-Gang Jiang VLM 51 11 0 23 Sep 2021
Few-Shot Object Detection by Attending to Per-Sample-Prototype Hojun Lee Myunggi Lee Nojun Kwak ObjD 33 30 0 16 Sep 2021
SimROD: A Simple Adaptation Method for Robust Object Detection Rindranirina Ramamonjison Amin Banitalebi-Dehkordi Xinyu Kang Xiaolong Bai Yong Zhang ObjD TTA 26 53 0 28 Jul 2021
Semi-Supervised Object Detection with Adaptive Class-Rebalancing Self-Training Fangyuan Zhang Tianxiang Pan Bin Wang 31 54 0 11 Jul 2021
Humble Teachers Teach Better Students for Semi-Supervised Object Detection Yihe Tang Weifeng Chen Yijun Luo Yuting Zhang 36 177 0 19 Jun 2021
End-to-End Semi-Supervised Object Detection with Soft Teacher Mengde Xu Zheng-Wei Zhang Han Hu Jianfeng Wang Lijuan Wang Fangyun Wei X. Bai Zicheng Liu 28 489 0 16 Jun 2021
SSMD: Semi-Supervised Medical Image Detection with Adaptive Consistency and Heterogeneous Perturbation Hong-Yu Zhou Chengdi Wang Haofeng Li Gang Wang Shu Zhen Zhang Wei-min Li Yizhou Yu 19 48 0 03 Jun 2021
Rethinking Pseudo Labels for Semi-Supervised Object Detection Hengduo Li Zuxuan Wu Abhinav Shrivastava Larry S. Davis 14 78 0 01 Jun 2021
Poisoning the Unlabeled Dataset of Semi-Supervised Learning Nicholas Carlini AAML 149 68 0 04 May 2021
Sparse-shot Learning with Exclusive Cross-Entropy for Extremely Many Localisations Andreas Panteli Jonas Teuwen H. Horlings E. Gavves 21 3 0 21 Apr 2021
Instant-Teaching: An End-to-End Semi-Supervised Object Detection Framework Qiang-feng Zhou Chaohui Yu Zhibin Wang Qi Qian Hao Li ObjD 21 195 0 21 Mar 2021
Consistency-based Active Learning for Object Detection Weiping Yu Sijie Zhu Taojiannan Yang Cheng Chen ObjD 22 50 0 18 Mar 2021
Pseudo-labeling for Scalable 3D Object Detection Benjamin Caine Rebecca Roelofs Vijay Vasudevan Jiquan Ngiam Yuning Chai Z. Chen Jonathon Shlens 34 41 0 02 Mar 2021
Unbiased Teacher for Semi-Supervised Object Detection Yen-Cheng Liu Chih-Yao Ma Zijian He Chia-Wen Kuo Kan Chen Peizhao Zhang Bichen Wu Z. Kira Peter Vajda 50 474 0 18 Feb 2021
Temporal Self-Ensembling Teacher for Semi-Supervised Object Detection Cong Chen Shouyang Dong Ye Tian K. Cao Li Liu Yuanhao Guo 28 28 0 13 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 48 645 0 11 Jun 2020