A single-stage detector for face detection with faster speed and higher accuracy

Nov 22, 2020 1 min read

DBFace

DBFace is a real-time, single-stage detector for face detection, with faster speed and higher accuracy.

[email protected] Result on validation set of WiderFace

Single Scale Inference on the Original Image

Method	Version	Size	Easy	Medium	Hard
RetinaFace-MobileNetV2	Small	1.68MB	0.896	0.871	0.681
DBFace-Small-H-NoExt(Ours)	Small	1.30MB	0.895	0.870	0.713
DBFace-Small-H(Ours)	Small	1.73MB	0.899	0.876	0.728
DBFace-MobileNetV3 (Ours)	Large	7.03MB	0.905	0.896	0.794
CenterFace-MobileNetV2	Large	7.3MB	?	?	?

Result on DBFace (threshold = 0.2)

selfie.draw

Result on RetinaFace-MobileNetV2 (threshold=0.2)

link.retinaface

selfie.retinaface.draw

Result on CenterFace-MobileNetV2 (threshold=?)

link.centerface

selfie.centerface.draw

[email protected] Result on validation set of WiderFace

merge

GitHub

Face recognition Machine Learning

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