物體檢測是目標(biāo)跟蹤、人臉識別以及行人再辨識等高層視覺任務(wù)的基礎(chǔ)。解決了計算機視覺任務(wù)中的基本問題： What objects are where？圖像中有什么物體？在哪里？隨著深度學(xué)習(xí)的發(fā)展與應(yīng)用，物體檢測精度不斷提高，成為當(dāng)下大家研究的熱潮。但是當(dāng)下主流的物體檢測方法有哪些？又該如何應(yīng)用呢？文末分享了張士峰博士在博士期間發(fā)表的論文集。

學(xué)者簡介

張士峰畢業(yè)于中科院自動化所 模式識別國家重點實驗室博士研究方向為基于深度學(xué)習(xí)的物體檢測，包括通用物體檢測、人臉檢測、行人檢測。

博士期間，已發(fā)表論文29 篇，其中以第一作者和共同第一作者發(fā)表論文21篇，包括頂級期刊TPAMI、UCV和IJCV共3篇，頂級會議CVPR 4篇、ICCV 1篇、ECCV 1篇、AAAI 4篇，IJCAI 1篇，以及其他作者論文7篇；谷歌引用次數(shù)突破1000，目前是1050。單篇第一作者論文在2年時間被引用400次左右。

授權(quán)專利2 項，在申專利3 項，擔(dān)任TPAMI、IJCV、TNNLS、TMM、CVPR、ICCV、ECCV、AAAI、IJCAI等國際期刊和會議的審稿人。

學(xué)術(shù)榮譽 CCF-CV學(xué)術(shù)新銳獎(每年全國僅3名學(xué)生)，VAISE年度最佳學(xué)生論文提名獎（每年全國6為學(xué)生），2017年CCBR學(xué)生最佳論文獎，2020年CVPR最佳論文提名獎；國際競賽 2019年CVPR：國際競賽UR2+人臉檢測冠軍。2018年ECCV:國際競賽Wider人臉檢測季軍。

獎學(xué)金國際國內(nèi)級別：國家獎學(xué)金4次，百度獎學(xué)金（每年全球僅10名），中國電信天翼獎學(xué)金。學(xué)校級別：必和必拓獎學(xué)金、攀登獎學(xué)金、戴汝為獎學(xué)金、唐立新獎學(xué)金（終身制）。

為了大家能提高查找資料的時間，我們對張士峰博士發(fā)表的論文進行了整理，伙伴們可以添加黎新（csig-igal），備注 “物體檢測論文集” 進行領(lǐng)取。

論文集列表

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

伙伴們可以添加黎新（csig-igal），備注?“物體檢測論文集”?進行領(lǐng)取。