數據集詳情：香港中文大學發起的，包含3萬張圖片共40萬張人臉。
應用項目：人臉檢測
數據集地址：http://shuoyang1213.me/WIDERFACE/WiderFace_Results.html
人臉應用：
中國香港大學信息工程系多媒體實驗室
結果
我們採用與PASCAL VOC數據集相同的評估指標。如果檢測到的區域與帶註釋的面區域的交集的比率大於0.5，則爲檢測到的區域分配1分，0分否則，進一步評估程序的細節可以在我們的論文中找到。
評估代碼
下面提供了生成PR曲線的評估和繪圖腳本。
評估、繪製腳本和PR曲線
下載的tar文件中可能不會始終更新最新結果。在這種情況下，請單獨複製最新的PR曲線並重新運行繪圖腳本。
報告結果
如有任何問題及結果，請致電朔陽與朔陽聯絡。[email protected]
基準
有關評估方案的詳情，請參閱我們的論文。
場景擴展：使用任何外部數據訓練面部檢測器，並在更寬的面部測試分區上進行測試。
VJ-OpenCV實現Viola-Jones人臉檢測。
[PR曲線]
DPM—M.Mathias、R.Benenson、M.Pedersoli和L.Van Gool。沒有鈴聲和口哨聲的人臉檢測。ECCV2014年。
[PR曲線]
ACF-B.Yang，J.Yan，Z.Lei和S.Z.Li。用於多視圖人臉檢測的聚合通道特徵。。2014年國際生物測定聯合會議。
[PR曲線]
面容-S.Yang，P.Luo，C.C.Loy，X.Tang。從面部反應到面部檢測：一種深度學習方法。IEEE國際計算機視覺會議（ICCV），2015年。
[PR曲線]
性能曲線
Scenario-Int: A face detector is trained using WIDER FACE training/validation partitions, and tested on WIDER FACE test partition.
- Multiscale Cascade CNN - S. Yang, P. Luo, C. C. Loy, X. Tang. WIDER FACE: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016.
[Val PR Curves] [Test PR Curves] - Two-stage CNN - S. Yang, P. Luo, C. C. Loy, X. Tang. WIDER FACE: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016.
[Val PR Curves] [Test PR Curves] - ACF-WIDER - B. Yang, J. Yan, Z. Lei and S. Z. Li. Aggregate channel features for multi-view face detection.. International Joint Conference on Biometrics, 2014.
[Val PR Curves] [Test PR Curves] - Faceness-WIDER - S. Yang, P. Luo, C. C. Loy, X. Tang. From Facial Parts Responses to Face Detection: A Deep Learning Approach. IEEE International Conference on Computer Vision (ICCV), 2015.
[Val PR Curves] [Test PR Curves] - Multitask Cascade CNN - K Zhang, Z Zhang, Z Li, Y Qiao. Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Networks. arXiv preprint arXiv:1604.02878, 2016.
[Val PR Curves] [Test PR Curves] - CMS-RCNN - C Zhu, Y Zheng, K Luu, M Savvides. CMS-RCNN: Contextual Multi-Scale Region-based CNN for Unconstrained Face Detection. arXiv preprint arXiv:1606.05413, 2016.
[Val PR Curves] [Test PR Curves] - LDCF+ - E. Ohn-Bar and M. Trivedi. To Boost or Not to Boost? On the Limits of Boosted Trees for Object Detection. International Conference on Pattern Recognition, (ICPR), 2016.
[Val PR Curves] [Test PR Curves] - HR - P. Hu, D. Ramanan. Finding Tiny Faces. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
[Val PR Curves] [Test PR Curves] - Face R-CNN - H. Wang, Z. Li, X. Ji, Y. Wang. Face R-CNN. arXiv preprint arXiv:1706.01061, 2017.
[Val PR Curves] [Test PR Curves] - ScaleFace - S. Yang, Y. Xiong, C. C. Loy, X. Tang. Face Detection through Scale-Friendly Deep Convolutional Networks. arXiv preprint arXiv:1706.02863, 2017.
[Val PR Curves] [Test PR Curves] - SSH - M. Najibi, P. Samangouei, R. Chellappa, L. Davis. SSH: Single Stage Headless Face Detector. IEEE International Conference on Computer Vision (ICCV), 2017.
[Val PR Curves] [Test PR Curves] - SFD - S. Zhang, X. Zhu, Z. Lei, H. Shi, X. Wang, S. Z. Li. S³FD: Single Shot Scale-invariant Face Detector. IEEE International Conference on Computer Vision (ICCV), 2017.
[Val PR Curves SFD] [Test PR Curves SFD]
[Val PR Curves SFD-C] [Test PR Curves SFD-C] - Face R-FCN - Y. Wang, X. Ji, Z. Zhou, H. Wang, Z. Li. Detecting Faces Using Region-based Fully Convolutional Networks. arXiv preprint arXiv:1709.05256, 2017.
[Val PR Curves] [Test PR Curves] - MSCNN - Z. Cai, Q. Fan, R. Feris, N. Vasconcelos . A Unified Multi-scale Deep Convolutional Neural Network for Fast Object Detection, European Conference on Computer Vision (ECCV), 2016.
[Val PR Curves] [Test PR Curves] - FAN - J. Wang, Y. Yuan, G. Yu Face Attention Network: An Effective Face Detector for the Occluded Faces. arXiv preprint arXiv:1711.07246, 2017.
[Val PR Curves] [Test PR Curves] - Zhu. et al. - C. Zhu, R. Tao, K. Luu, M. Savvides Seeing Small Faces from Robust Anchor's Perspective. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
[Val PR Curves] [Test PR Curves] - PyramidBox - X. Tang, Daniel K. Du, Z. He, J. Liu PyramidBox: A Context-assisted Single Shot Face Detector. arXiv preprint arXiv:1803.07737, 2018.
[Val PR Curves] [Test PR Curves] - FDNet - C. Zhang, X. Xu, D. Tu Face Detection Using Improved Faster RCNN. arXiv preprint arXiv:1802.02142, 2018.
[Val PR Curves] [Test PR Curves] - SRN - C. Chi, S. Zhang, J. Xing, Z. Lei, S. Z. Li Selective Refinement Network for High Performance Face Detection. arXiv preprint arXiv:1809.02693, 2018.
[Val PR Curves] [Test PR Curves] - FANet - J. Zhang, X. Wu, J. Zhu, Steven C.H. Hoi Feature Agglomeration Networks for Single Stage Face Detection. arXiv preprint arXiv:1712.00721, 2018.
[Val PR Curves] [Test PR Curves] - DSFD - J. Li, Y. Wang, C. Wang, Y. Tai, J. Qian, J. Yang, C. Wang, J. Li, F. Huang DSFD: Dual Shot Face Detector. arXiv preprint arXiv:1810.10220, 2018.
[Val PR Curves] [Test PR Curves] - DFS - W. Tian, Z. Wang, H. Shen, W. Deng, B. Chen, X. Zhang Learning Better Features for Face Detection with Feature Fusion and Segmentation Supervision. arXiv preprint arXiv:1811.08557, 2018.
[Val PR Curves DFS V1] [Test PR Curves DFS V1]
[Val PR Curves DFS V2] [Test PR Curves DFS V2] - VIM-FD - Y. Zhang, X. Xu, X. Liu Robust and High Performance Face Detector. arXiv preprint arXiv:1901.02350, 2019.
[Val PR Curves] [Test PR Curves] - ISRN - S. Zhang, R. Zhu, X. Wang, H. Shi, T. Fu, S. Wang, T. Mei, Stan Z. Li Improved Selective Refinement Network for Face Detection. arXiv preprint arXiv:1901.06651, 2019.
[Val PR Curves] [Test PR Curves] - SFDet - S. Zhang, L. Wen, H. Shi, Z. Lei, S. Lyu, Stan Z. Li Single-Shot Scale-Aware Network for Real-Time Face Detection. International Journal of Computer Vision (IJCV), 2019.
[Val PR Curves] [Test PR Curves] - PyramidBox++ - Z. Li, X. Tang, J. Han, J. Liu, Z. He PyramidBox++: High Performance Detector for Finding Tiny Face. arXiv preprint arXiv:1904.00386, 2019.
[Val PR Curves] [Test PR Curves] - CSP - W. Liu, S. Liao, W. Ren, W. Hu, Y. Yu High-level Semantic Feature Detection: A New Perspective for Pedestrian Detection. arXiv preprint arXiv:1904.02948, 2019.
[Val PR Curves] [Test PR Curves] - RetinaFace - J. Deng, J. Guo, Y. Zhou, J. Yu, I. Kotsia, S. Zafeiriou RetinaFace: Single-stage Dense Face Localisation in the Wild. arXiv preprint arXiv:1905.00641, 2019.
[Val PR Curves] [Test PR Curves] - AInnoFace - F. Zhang, X. Fan, G. Ai, J. Song, Y. Qin, J. Wu Accurate Face Detection for High Performance. arXiv preprint arXiv:1905.01585, 2019.
[Val PR Curves] [Test PR Curves] - EXTD - Y. Yoo, D. Han, S. Yun EXTD: Extremely Tiny Face Detector via Iterative Filter Reuse. arXiv preprint arXiv:1906.06579, 2019.
[Val PR Curves] [Test PR Curves] - RefineFace - S. Zhang, C. Chi, Z. Lei, Stan Z. Li RefineFace: Refinement Neural Network for High Performance Face Detection. arXiv preprint arXiv:1909.04376, 2019.
[Val PR Curves] [Test PR Curves] - PyramidKey - Sa. Earp, P. Noinongyao, J. Cairns, A. Ganguly Face Detection with Feature Pyramids and Landmarks. arXiv preprint arXiv:1912.00596, 2019.
[Val PR Curves] [Test PR Curves] - ASFD - B. Zhang, J. Li, Y. Wang, Y. Tai, C. Wang, J. Li, F. Huang, Y. Xia, W. Pei, R. Ji ASFD: Automatic and Scalable Face Detector. arXiv preprint arXiv:2003.11228, 2020.
[Val PR Curves] [Test PR Curves] - MaskFace - D. Yashunin, T. Baydasov, R. Vlasov MaskFace: multi-task face and landmark detector. arXiv preprint arXiv:2005.09412, 2020.
[Val PR Curves] [Test PR Curves]
Performance curves for the validation set
Performance curves for the test set
