WIDER FACE: Results
Results
We adopt the same evaluation metric employed in the PASCAL VOC dataset. If the ratio of the intersection of a detected region with an annotated face region is greater than 0.5, a score of 1 is assigned to the detected region, and 0 otherwise.Further details for the evaluation procedure can be found in our paper.
Evaluation Code
Evaluation and Plotting scripts for generating the PR curves are provided below.
The latest results may not be updated always in the downloaded tar file. In that case, please copy the latest PR curves individually and re-run the plotting scripts.Reporting results
For questions and result submission, please contact Shuo Yang at shuoyang.1213@gmail.com
Benchmark
For details on the evaluation scheme please see our paper.
Scenario-Ext: A face detector is trained using any external data, and tested on the WIDER FACE test partition.
- VJ - OpenCV implementation of Viola-Jones face detector.
[PR Curves] - DPM - M. Mathias, R. Benenson, M. Pedersoli and L. Van Gool. Face detection without bells and whistles. ECCV 2014.
[PR Curves] - ACF - B. Yang, J. Yan, Z. Lei and S. Z. Li. Aggregate channel features for multi-view face detection.. International Joint Conference on Biometrics, 2014.
[PR Curves] - Faceness - 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.
[PR Curves]
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] - FA-RPN - M. Najibi, B. Singh, L. Davis FA-RPN: Floating Region Proposals for Face Detection. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 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] - TinaFace - Y. Zhu, H. Cai, S. Zhang, C. Wang, Y. Xiong TinaFace: Strong but Simple Baseline for Face Detection. arXiv preprint arXiv:2011.13183, 2020.
[Val PR Curves] [Test PR Curves] - MogFace - Y. Liu, F. Wang, B. Sun, H. Li MogFace: Rethinking Scale Augmentation on the Face Detector. arXiv preprint arXiv:2103.11139, 2021.
[Val MogFace PR Curves] [Test MogFace PR Curves]
[Val MogFace-E PR Curves] [Test MogFace-E PR Curves] - YOLO5Face - D. Qi, W. Tan, Q. Yao, J. Liu YOLO5Face: Why Reinventing a Face Detector. arXiv preprint arXiv:2105.12931, 2021.
[Val PR Curves] [Test PR Curves] - EResFD - J. Jeong, B. Kim, J. Yu, Y. Yoo EResFD: Rediscovery of the Effectiveness of Standard Convolution for Lightweight Face Detection. arXiv preprint arXiv:2204.01209, 2022.
[Val PR Curves] [Test PR Curves] - DDOD - Z. Chen, C. Yang, Q. Li, Z. Zha, F. Wu Disentangle Your Dense Object Detector. arXiv preprint arXiv:2107.02963, 2022.
[Val PR Curves] [Test PR Curves]
