Results

Quick links

List of algorithms

Commercial systems

Published algorithms

Un-published results

Figures

whole test set

'easy' set (>60x60, without any large pose, occlusion or exaggerated expression)

'hard' set (>60x60, with at least one of the extreme conditions: large pose, occlusion or with exaggerated expression)

small faces set (<60x60)

large faces set (>90x90)

small yaw faces set (frontal)

medium yaw faces set (half-profile)

large yaw faces set (profile)

List of Algorithms

Commercial systems

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No.	CodeName	Institute	Description	Downlaod
1	iPhoto	Apple	Version 9.6	curves
2	FacePP_v1	Megvii	Face++ online free API. Request date: 2014.10.08	curves
3	FacePP_v2	Megvii	Face++ internal version	curves
4	Picasa	Google	Google Picasa Version 3.7	curves
5	Gallery	Microsoft	Windows Photo Gallery Version 16.4.3528.331	curves
6	Eyedea	Eyedea Recognition Ltd.	Submit date: 2015.4.28	curves
7	DenseBox	Baidu IDL	Submit date: 2015.6.5	curves
8	BdFD	Bitdefender	Submit date: 2015.9.19	curves

Published algorithms

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No.	CodeName	Publication	Description	Download
1	ACF	B. Yang, J. Yan, Z. Lei and S.Z. Li. Aggregate channel features for multi-view face detection. In IJCB, 2014.	-	curves
2	DPM	M. Mathias, R. Benenson, M. Pedersoli, and L. Van Gool. Face detection without bells and whistles. In ECCV, 2014.	Open source codes	curves
3	Exemplar	H. Li, Z. Lin, J. Brandt, X. Shen, and G. Hua. Efficient boosted exemplar-based face detection. In CVPR, 2014.	-	curves
4	Headhunter	M. Mathias, R. Benenson, M. Pedersoli, and L. Van Gool. Face detection without bells and whistles. In ECCV, 2014.	Doppia	curves
5	SqrChnFtrs-5(ICF)	M. Mathias, R. Benenson, M. Pedersoli, and L. Van Gool. Face detection without bells and whistles. In ECCV, 2014.	Doppia	curves
6	Pico	N. Markus, M. Frljak, I. S. Pandzic, J. Ahlberg, and R. Forchheimer. Object detection with pixel intensity comparisons organized in decision trees. arXiv:1305.4537, 2014.	-	curves
7	NPD	S. Liao, A. K. Jain, and S. Z. Li. A fast and accurate unconstrained face detector. arXiv:1408.1656, 2014.	-	curves
8	SPM	A. EL-Barkouky, A. Shalaby, A. Mahmoud, and A. Farag. Selective part models for detecting partially occluded faces in the wild. In ICIP. IEEE, 2014.	-	curves
9	SurfCas	J. Li and Y. Zhang. Learning SURF Cascade for Fast and Accurate Object Detection. In CVPR, 2013.	Open source codes	curves
10	TSM	X. Zhu and D. Ramanan. Face detection, pose estimation, and landmark localization in the wild. In CVPR, 2012.	Open source codes	curves
11	VJ	P. Viola and M. J. Jones. Robust real-time face detection. In IJCV. IEEE, 2004.	OpenCV	curves
12	W.S.Boost	Z. Kalal, J. Matas, and K. Mikolajczyk. Weighted sampling for largescale boosting. In BMVC, 2008.	Open source codes	curves
13	MBLBP	L. Zhang, R. Chu, S. Xiang, S. Liao, and S. Z. Li. Face detection based on multi-block lbp representation. In Advances in biometrics. Springer, 2007.	-	curves
14	JDA	D. Chen, S. Ren, Y. Wei, X. Cao, and J. Sun. Joint Cascade Face Detection and Alignment. ECCV, 2014.	-	curves
15	DDFD	S. S. Farfade, M. Saberian, and L-J Li. Multi-view Face Detection Using Deep Convolutional Neural Networks. ICMR, 2015.	Yahoo! Inc.	curves

Note:
Algorithms No. 9, 10, 12 are tested by ourselves using open source codes released by the original authors. We appreciate that these authors update their results.
More details please refer to our evaluation paper.

Un-published results

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No.	CodeName	Description	Download
1	VJ-hyb	VJ hybrid	curves
2	B-DAT	DPM based	curves
3	SZU	Shenzhen University	curves
4	MHM	Coarse-to-fine Deformable Face Modelling: A 2.5D Approach	curves

Figures

whole test set

[top]

[pdf]

'easy' set

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[pdf]

'hard' set

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[pdf]

small faces set

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[pdf]

large faces set

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[pdf]

small yaw faces set

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[pdf]

medium yaw faces set

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[pdf]

large yaw faces set

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[pdf]