Wider Face人脸数据集

数据集详情：香港中文大学发起的，包含3万张图片共40万张人脸。

应用项目：人脸检测

数据集地址：http://shuoyang1213.me/WIDERFACE/WiderFace_Results.html

 

 

人脸应用：

中国香港大学信息工程系多媒体实验室

结果

我们采用与PASCAL VOC数据集相同的评估指标。如果检测到的区域与带注释的面区域的交集的比率大于0.5，则为检测到的区域分配1分，0分否则，进一步评估程序的细节可以在我们的论文中找到。

评估代码

下面提供了生成PR曲线的评估和绘图脚本。

评估、绘制脚本和PR曲线

下载的tar文件中可能不会始终更新最新结果。在这种情况下，请单独复制最新的PR曲线并重新运行绘图脚本。

报告结果

如有任何问题及结果，请致电朔阳与朔阳联络。[email protected]

基准

有关评估方案的详情，请参阅我们的论文。

场景扩展：使用任何外部数据训练面部检测器，并在更宽的面部测试分区上进行测试。

VJ-OpenCV实现Viola-Jones人脸检测。

[PR曲线]

DPM—M.Mathias、R.Benenson、M.Pedersoli和L.Van Gool。没有铃声和口哨声的人脸检测。ECCV2014年。

[PR曲线]

ACF-B.Yang，J.Yan，Z.Lei和S.Z.Li。用于多视图人脸检测的聚合通道特征。。2014年国际生物测定联合会议。

[PR曲线]

面容-S.Yang，P.Luo，C.C.Loy，X.Tang。从面部反应到面部检测：一种深度学习方法。IEEE国际计算机视觉会议（ICCV），2015年。

[PR曲线]

性能曲线

 

 

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