物体检测是目标跟踪、人脸识别以及行人再辨识等高层视觉任务的基础。解决了计算机视觉任务中的基本问题： What objects are where？图像中有什么物体？在哪里？随着深度学习的发展与应用，物体检测精度不断提高，成为当下大家研究的热潮。但是当下主流的物体检测方法有哪些？又该如何应用呢？文末分享了张士峰博士在博士期间发表的论文集。

学者简介

张士峰毕业于中科院自动化所 模式识别国家重点实验室博士研究方向为基于深度学习的物体检测，包括通用物体检测、人脸检测、行人检测。

博士期间，已发表论文29 篇，其中以第一作者和共同第一作者发表论文21篇，包括顶级期刊TPAMI、UCV和IJCV共3篇，顶级会议CVPR 4篇、ICCV 1篇、ECCV 1篇、AAAI 4篇，IJCAI 1篇，以及其他作者论文7篇；谷歌引用次数突破1000，目前是1050。单篇第一作者论文在2年时间被引用400次左右。

授权专利2 项，在申专利3 项，担任TPAMI、IJCV、TNNLS、TMM、CVPR、ICCV、ECCV、AAAI、IJCAI等国际期刊和会议的审稿人。

学术荣誉 CCF-CV学术新锐奖(每年全国仅3名学生)，VAISE年度最佳学生论文提名奖（每年全国6为学生），2017年CCBR学生最佳论文奖，2020年CVPR最佳论文提名奖；国际竞赛 2019年CVPR：国际竞赛UR2+人脸检测冠军。2018年ECCV:国际竞赛Wider人脸检测季军。

奖学金国际国内级别：国家奖学金4次，百度奖学金（每年全球仅10名），中国电信天翼奖学金。学校级别：必和必拓奖学金、攀登奖学金、戴汝为奖学金、唐立新奖学金（终身制）。

为了大家能提高查找资料的时间，我们对张士峰博士发表的论文进行了整理，伙伴们可以添加黎新（csig-igal），备注 “物体检测论文集” 进行领取。

论文集列表

1. RefineFace: Refinement Neural Network for High Performance Face Detection

Author：Shifeng Zhang, Cheng Chi, Zhen Lei, Stan Z Li

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)

2. Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection

Author：Shifeng Zhang, Cheng Chi, Yongqiang Yao, Zhen Lei, Stan Z. Li

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Oral, Best Paper Nomination, 2020

3. RefineDet++: Single-Shot Refinement Neural Network for Object Detection

Author：Shifeng Zhang, Longyin Wen, Zhen Lei, Stan Z Li

IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)

4. CASIA-SURF: A Large-scale Multi-modal Benchmark for Face Anti-spoofing

Author：Shifeng Zhang, Ajian Liu, Jun Wan, Yanyan Liang, Guogong Guo, Sergio Escalera, Hugo Jair Escalante, Stan Z Li

IEEE Transactions on Biometrics, Behavior, and Identity Science (TBIOM)

5. PedHunter: Occlusion Robust Pedestrian Detector in Crowded Scenes

Author：Cheng Chi*, Shifeng Zhang*†, Junliang Xing, Zhen Lei, Stan Z. Li, Xudong Zou

Association for the Advancement of Artificial Intelligence (AAAI), 2020

*equal contribution, †corresponding author

6. Relational Learning for Joint Head and Human Detection

Author：Cheng Chi*, Shifeng Zhang*†, Junliang Xing, Zhen Lei, Stan Z. Li, Xudong Zou

Association for the Advancement of Artificial Intelligence (AAAI), 2020

*equal contribution, †corresponding author

7. Mis-classified Vector Guided Softmax Loss for Face Recognition

Author：Xiaobo Wang*, Shifeng Zhang*, Shuo Wang, Tianyu Fu, Hailin Shi, Tao Mei

Association for the Advancement of Artificial Intelligence (AAAI), Oral, 2020

*equal contribution

8. FaceBoxes: A CPU Real-Time and Accurate Unconstrained Face Detector

Author：Shifeng Zhang, Xiaobo Wang, Zhen Lei, Stan Z. Li

Neurocomputing

9. WiderPerson: A Diverse Dataset for Dense Pedestrian Detection in the Wild

Author：Shifeng Zhang, Yiliang Xie, Jun Wan, Hansheng Xia, Stan Z. Li, Guodong Guo

IEEE Transactions on Multimedia (TMM)

paper, project page

10. A Dataset and Benchmark for Large-scale Multi-modal Face Anti-spoofing

Author：Shifeng Zhang, Xiaobo Wang, Ajian Liu, Chenxu Zhao, Jun Wan, Sergio Escalera, Hailin Shi, Zezheng Wang, Stan Z. Li

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019

11. ScratchDet: Training Single-Shot Object Detectors from Scratch

Author：Rui Zhu*, Shifeng Zhang*, Xiaobo Wang, Longyin Wen, Hailin Shi, Liefeng Bo, Tao Mei

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Oral, 2019

*equal contribution

12. Single-Shot Scale-Aware Network for Real-Time Face Detection

Author：Shifeng Zhang, Longyin Wen, Hailin Shi, Zhen Lei, Siwei Lyu, Stan Z. Li

International Journal of Computer Vision (IJCV)

13. Selective Refinement Network for High Performance Face Detection

Author：Cheng Chi*, Shifeng Zhang*†, Junliang Xing, Zhen Lei, Stan Z. Li, Xudong Zou

Association for the Advancement of Artificial Intelligence (AAAI), Oral, 2019

*equal contribution, †corresponding author

14. Occlusion-aware R-CNN: Detecting Pedestrians in a Crowd

Author：Shifeng Zhang, Longyin Wen, Xiao Bian, Zhen Lei, Stan Z. Li

European Conference on Computer Vision (ECCV), 2018

15. Ensemble Soft-Margin Softmax Loss for Image Classification

Author：Xiaobo Wang*, Shifeng Zhang*, Zhen Lei, Si Liu, Xiaojie Guo, Stan Z. Li

International Joint Conferences on Artificial Intelligence (IJCAI), Oral, 2018

*equal contribution

16. Single-Shot Refinement Neural Network for Object Detection

Author：Shifeng Zhang, Longyin Wen, Xiao Bian, Zhen Lei, Stan Z. Li

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018

17. Detecting Face with Densely Connected Face Proposal Network

Author：Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, Stan Z. Li

Neurocomputing

18. S3FD: Single Shot Scale-invariant Face Detector

Author：Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, Stan Z. Li

IEEE International Conference on Computer Vision (ICCV), 2017

19. FaceBoxes: A CPU Real-time Face Detector with High Accuracy

Author：Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, Stan Z. Li

International Joint Conference on Biometrics (IJCB), Spotlight, 2017

20. Detecting Face with Densely Connected Face Proposal Network

Author：Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Hailin Shi, Xiaobo Wang, Stan Z. Li

CCF Chinese Conference Biometric Recognition (CCBR), Best Student Paper, 2017

21. Loss Function Search for Face Recognition

Author：Xiaobo Wang, Shuo Wang, Chi Cheng, Shifeng Zhang†, Tao Mei

International Conference on Machine Learning (ICML), 2020

†corresponding author

22. FLDet: A CPU Real-time Joint Face and Landmark Detector

Author：Chubin Zhuang, Shifeng Zhang, Zhen Lei, Xiangyu Zhu, Jinqiao Wang

IAPR International Conference On Biometrics (ICB), 2019

23. Learning Lightweight Face Detector with Knowledge Distillation

Author：Haibo Jin, Shifeng Zhang, Xiangyu Zhu, Yinhang Tang, Zhen Lei

IAPR International Conference On Biometrics (ICB), 2019

24. Feature Enhancement for Joint Human and Head Detection

Author：Yongming Zhang, Shifeng Zhang, Chubin Zhuang, Zhen Lei

CCF Chinese Conference Biometric Recognition (CCBR), 2019

25. Single Shot Attention-Based Face Detector

Author：Chubin Zhuang, Shifeng Zhang, Xiangyu Zhu, Zhen Lei, Stan Z. Li

CCF Chinese Conference Biometric Recognition (CCBR), 2018

26. Metric Embedded Discriminative Vocabulary Learning for High-Level Person Representation

Author：Yang Yang, Zhen Lei, Shifeng Zhang, Hailin Shi, Stan Z. Li

Association for the Advancement of Artificial Intelligence (AAAI), Oral, 2016

27. Cross-Modality Interactive Attention Network for Multispectral Pedestrian Detection

Author：Lu Zhang, Zhi-Yong Liu, Shifeng Zhang, Xu Yang, Hong Qiao, Kaizhu Huang, Amir Hussain

Information Fusion

28. Task-oriented Feature-fused Network with Multi-variate Dataset for Joint Face Analysis

Author：Xuxin Lin, Jun Wan, Yiliang Xie, Shifeng Zhang, Chi Lin, Yanyan Liang, Guodong Guo, Stan Z. Li

IEEE Transactions on Cybernetics (TCYB)

29. Improved Selective Refinement Network for Face Detection

Author：Shifeng Zhang, Rui Zhu, Xiaobo Wang, Hailin Shi, Tianyu Fu, Shuo Wang, Tao Mei, Stan Z. Li

Technical report, achieving state-of-the-art performance on WIDER FACE

伙伴们可以添加黎新（csig-igal），备注 “物体检测论文集” 进行领取。