目标检测算法 发展脉络 (Detection-Timeline)

Start-of-the-art Benchmark

COCO | Detection Leaderboard：

Timeline

Year	Month	Algorithm	Improve	Conference
2012		AlexNet	basemodel (R-CNN、SPPNet)	ImageNet2012 1st、NIPS2012
=	=	=	=	=
2013	11	R-CNN	traditional method -> CNN method、proposal、target method	CVPR2014
2013	11	ZFNet	basemodel (Faster R-CNN)
=	=	=	=	=
2014	6	SPPNet	share feature extraction、SPP layer	ECCV2014
2014	9	GoogleNet	basemodel (YOLOv1)	ImageNet2014 2nd
2014	9	VGGNet	basemodel (Fast R-CNN、Faster R-CNN、SSD)	ImageNet2014 1st
=	=	=	=	=
2015	2	BN	easy to adjust parameters & accelerate convergence
2015	4	Fast R-CNN	4-stage -> 2-stage、RoIPooling、Softmax、Smooth L1、mini-batch=2	ICCV2015
2015	6	Faster R-CNN	SS -> RPN、anchor method、new target method	NIPS2015
2015	6	YOLOv1	1-stage、real-time	CVPR2016
2015	12	SSD	feature pyramid、precise 1-stage、multi-anchor method、FCN backbone	ECCV2016
2015	12	ResNet	basemodel (R-FCN、FPN、Mask R-CNN、RetinaNet)、identity mapping	ImageNet2015 1st、CVPR2016 Best Paper
=	=	=	=	=
2016	5	R-FCN	share roi-wise subnet、2-stage FCN backbone	NIPS2016
2016	8	DenseNet	precise-basemodel
2016	10	Xception	light-basemodel
2016	11	ResNeXt	precise-basemodel
2016	11	Speed/accuracy trade-offs	analyse detection
2016	12	YOLOv2	large-scale detector、multi-scale training、joint training	CVPR2017 Best Paper Mention
2016	12	FPN	enhanced-feature pyramid	CVPR2017
=	=	=	=	=
2017	1	DSSD	SSD+FPN
2017	3	Mask R-CNN	RoIPooling -> RoIAlign	ICCV2017 Best Paper
2017	3	DCN	deformable module
2017	4	Soft-NMS	eclectic version of NMS
2017	4	MobileNet	light-basemodel
2017	7	ShuffleNet	light-basemodel
2017	7	DPN	basemodel	ImageNet2017 1st
2017	8	RetinaNet	CE -> FL、best 1-stage	ICCV2017 Best Student Paper
2017	11	MegDet	large mini-batch	COCO2017 1st、CVPR2018
2017	11	Light-head R-CNN	light-head
2017	11	Relation Network
2017	11	SNIP	image pyramid	CVPR2018
2017	12	Cascade R-CNN	cascade method、2-stage -> 4-stage	CVPR2018
2017	12	R-FCN-3000	precise large-scale detector
=	=	=	=	=
2018	3	PAN	FPN -> PAN	COCO2017 2nd
2018	4	YOLOv3
2018	4	DetNet	detection-backbone
2018	5	SNIPER
2018	6	Understanding BN	analyse BN