Facial Recognition and Modelling on WIDER Face (Hard)

Metric: AP (higher is better)

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#	Model↕	AP▼	Extra Data	Paper	Date↕	Code
1	TinaFace(ResNet-50)	0.934	No	TinaFace: Strong but Simple Baseline for Face De...	2020-11-26	Code
2	Poly-NL(ResNet-50)	0.9276	No	Poly-NL: Linear Complexity Non-local Layers with...	2021-07-06	-
3	ASFD-D6	0.925	No	ASFD: Automatic and Scalable Face Detector	2022-01-26	-
4	RetinaFace+Lpts+Lpixel	0.91857	No	RetinaFace: Single-stage Dense Face Localisation...	2019-05-02	Code
5	AInnoFace	0.912	No	Accurate Face Detection for High Performance	2019-05-05	-
6	DupNet-L+PACT	0.906	No	DupNet: Towards Very Tiny Quantized CNN with Imp...	2019-11-13	-
7	DSFD	0.9	No	DSFD: Dual Shot Face Detector	2018-10-24	Code
8	+ DH + HIM	0.897	No	Robust Face Detection via Learning Small Faces o...	2018-11-28	Code
9	FDNet	0.896	No	Face Detection Using Improved Faster RCNN	2018-02-06	-
10	SRN	0.896	No	Selective Refinement Network for High Performanc...	2018-09-07	Code
11	PyramidBox	0.889	No	PyramidBox: A Context-assisted Single Shot Face ...	2018-03-21	Code
12	Face R-FCN	0.876	No	Detecting Faces Using Region-based Fully Convolu...	2017-09-14	Code
13	MogFace (HCAM)	0.874	No	MogFace: Towards a Deeper Appreciation on Face D...	2021-03-20	Code
14	CenterFace	0.873	No	CenterFace: Joint Face Detection and Alignment U...	2019-11-09	Code
15	MogFace (Ali-AMS)	0.873	No	MogFace: Towards a Deeper Appreciation on Face D...	2021-03-20	Code
16	WSMA-Seg	0.8723	No	Segmentation is All You Need	2019-04-30	-
17	DSFD (RFB)	0.872	No	DSFD: Dual Shot Face Detector	2018-10-24	Code
18	YOLOv5x6	0.8655	No	YOLO5Face: Why Reinventing a Face Detector	2021-05-27	Code
19	YOLOv5l6	0.8588	No	YOLO5Face: Why Reinventing a Face Detector	2021-05-27	Code
20	SCRFD-34GF	0.8529	No	Sample and Computation Redistribution for Effici...	2021-05-10	Code
21	S3FD(F+S+M)	0.852	No	S$^3$FD: Single Shot Scale-invariant Face Detector	2017-08-17	Code
22	YOLOv5m	0.852	No	YOLO5Face: Why Reinventing a Face Detector	2021-05-27	Code
23	EXTD	0.85	No	EXTD: Extremely Tiny Face Detector via Iterative...	2019-06-15	Code
24	YOLOv5l	0.845	No	YOLO5Face: Why Reinventing a Face Detector	2021-05-27	Code
25	img2pose	0.839	No	img2pose: Face Alignment and Detection via 6DoF,...	2020-12-14	Code
26	SCRFD-10GF	0.8305	No	Sample and Computation Redistribution for Effici...	2021-05-10	Code
27	YOLOv5s	0.828	No	YOLO5Face: Why Reinventing a Face Detector	2021-05-27	Code
28	Massively-large receptive fields	0.823	No	Finding Tiny Faces	2016-12-13	Code
29	MSCNN	0.809	No	A Unified Multi-scale Deep Convolutional Neural ...	2016-07-25	Code
30	SCRFD-2.5GF	0.7787	No	Sample and Computation Redistribution for Effici...	2021-05-10	Code
31	LFFD	0.77	No	LFFD: A Light and Fast Face Detector for Edge De...	2019-04-24	Code
32	RNNPool-Face-C	0.7	No	RNNPool: Efficient Non-linear Pooling for RAM Co...	2020-02-27	Code
33	SCRFD-0.5GF	0.6851	No	Sample and Computation Redistribution for Effici...	2021-05-10	Code
34	CMS-RCNN	0.643	No	CMS-RCNN: Contextual Multi-Scale Region-based CN...	2016-06-17	-
35	Multitask Cascade CNN	0.607	No	Joint Face Detection and Alignment using Multi-t...	2016-04-11	Code
36	LDCF+	0.564	No	To Boost or Not to Boost? On the Limits of Boost...	2017-01-06	-
37	FD-CNN	0.51	No	-	-	-
38	Multiscale Cascade CNN	0.4	Yes	WIDER FACE: A Face Detection Benchmark	2015-11-20	Code
39	Faceness-WIDER	0.315	No	WIDER FACE: A Face Detection Benchmark	2015-11-20	Code
40	Two-stage CNN	0.304	No	WIDER FACE: A Face Detection Benchmark	2015-11-20	Code
41	ACF-WIDER	0.29	No	Aggregate channel features for multi-view face d...	2014-07-15	-

#1TinaFace(ResNet-50)SOTA
0.934
AP· 2020-11-26
TinaFace: Strong but Simple Baseline for Face Detection Code
#2Poly-NL(ResNet-50)
0.9276
AP· 2021-07-06
Poly-NL: Linear Complexity Non-local Layers with Polynomials
#3ASFD-D6
0.925
AP· 2022-01-26
ASFD: Automatic and Scalable Face Detector
#4RetinaFace+Lpts+LpixelSOTA
0.91857
AP· 2019-05-02
RetinaFace: Single-stage Dense Face Localisation in the Wild Code
#5AInnoFace
0.912
AP· 2019-05-05
Accurate Face Detection for High Performance
#6DupNet-L+PACT
0.906
AP· 2019-11-13
DupNet: Towards Very Tiny Quantized CNN with Improved Accuracy for Face Detection
#7DSFDSOTA
0.9
AP· 2018-10-24
DSFD: Dual Shot Face Detector Code
#8+ DH + HIM
0.897
AP· 2018-11-28
Robust Face Detection via Learning Small Faces on Hard Images Code
#9FDNetSOTA
0.896
AP· 2018-02-06
Face Detection Using Improved Faster RCNN
#10SRN
0.896
AP· 2018-09-07
Selective Refinement Network for High Performance Face Detection Code
#11PyramidBox
0.889
AP· 2018-03-21
PyramidBox: A Context-assisted Single Shot Face Detector Code
#12Face R-FCNSOTA
0.876
AP· 2017-09-14
Detecting Faces Using Region-based Fully Convolutional Networks Code
#13MogFace (HCAM)
0.874
AP· 2021-03-20
MogFace: Towards a Deeper Appreciation on Face Detection Code
#14CenterFace
0.873
AP· 2019-11-09
CenterFace: Joint Face Detection and Alignment Using Face as Point Code
#15MogFace (Ali-AMS)
0.873
AP· 2021-03-20
MogFace: Towards a Deeper Appreciation on Face Detection Code
#16WSMA-Seg
0.8723
AP· 2019-04-30
Segmentation is All You Need
#17DSFD (RFB)
0.872
AP· 2018-10-24
DSFD: Dual Shot Face Detector Code
#18YOLOv5x6
0.8655
AP· 2021-05-27
YOLO5Face: Why Reinventing a Face Detector Code
#19YOLOv5l6
0.8588
AP· 2021-05-27
YOLO5Face: Why Reinventing a Face Detector Code
#20SCRFD-34GF
0.8529
AP· 2021-05-10
Sample and Computation Redistribution for Efficient Face Detection Code
#21S3FD(F+S+M)SOTA
0.852
AP· 2017-08-17
S$^3$FD: Single Shot Scale-invariant Face Detector Code
#22YOLOv5m
0.852
AP· 2021-05-27
YOLO5Face: Why Reinventing a Face Detector Code
#23EXTD
0.85
AP· 2019-06-15
EXTD: Extremely Tiny Face Detector via Iterative Filter Reuse Code
#24YOLOv5l
0.845
AP· 2021-05-27
YOLO5Face: Why Reinventing a Face Detector Code
#25img2pose
0.839
AP· 2020-12-14
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation Code
#26SCRFD-10GF
0.8305
AP· 2021-05-10
Sample and Computation Redistribution for Efficient Face Detection Code
#27YOLOv5s
0.828
AP· 2021-05-27
YOLO5Face: Why Reinventing a Face Detector Code
#28Massively-large receptive fieldsSOTA
0.823
AP· 2016-12-13
Finding Tiny Faces Code
#29MSCNNSOTA
0.809
AP· 2016-07-25
A Unified Multi-scale Deep Convolutional Neural Network for Fast Object Detection Code
#30SCRFD-2.5GF
0.7787
AP· 2021-05-10
Sample and Computation Redistribution for Efficient Face Detection Code
#31LFFD
0.77
AP· 2019-04-24
LFFD: A Light and Fast Face Detector for Edge Devices Code
#32RNNPool-Face-C
0.7
AP· 2020-02-27
RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference Code
#33SCRFD-0.5GF
0.6851
AP· 2021-05-10
Sample and Computation Redistribution for Efficient Face Detection Code
#34CMS-RCNNSOTA
0.643
AP· 2016-06-17
CMS-RCNN: Contextual Multi-Scale Region-based CNN for Unconstrained Face Detection
#35Multitask Cascade CNNSOTA
0.607
AP· 2016-04-11
Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Networks Code
#36LDCF+
0.564
AP· 2017-01-06
To Boost or Not to Boost? On the Limits of Boosted Trees for Object Detection
#37FD-CNN
0.51
AP
No paper
#38Multiscale Cascade CNNSOTA
0.4
AP· Extra Data· 2015-11-20
WIDER FACE: A Face Detection Benchmark Code
#39Faceness-WIDER
0.315
AP· 2015-11-20
WIDER FACE: A Face Detection Benchmark Code
#40Two-stage CNN
0.304
AP· 2015-11-20
WIDER FACE: A Face Detection Benchmark Code
#41ACF-WIDERSOTA
0.29
AP· 2014-07-15
Aggregate channel features for multi-view face detection