Detection-Timeline

Start-of-the-art Benchmark

COCO | Detection Leaderboard：

Timeline

Year	Month	Algorithm	Improve	Conference
2012		AlexNet	basemodel	NIPS2012
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2013	11	R-CNN	traditional method -> CNN method	CVPR2014
2013	11	ZFNet	basemodel
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2014	6	SPPNet	share feature extraction	ECCV2014
2014	9	GoogleNet	basemodel
2014	9	VGG	basemodel
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2015	2	BN	Easy to adjust parameters & accelerate convergence
2015	4	Fast R-CNN	4-stage -> 2-stage	ICCV2015
2015	6	Faster R-CNN	SS -> RPN	NIPS2015
2015	6	YOLOv1	1-stage	CVPR2016
2015	12	SSD	multi-feature map	ECCV2016
2015	12	ResNet	basemodel	CVPR2016 Best Paper
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2016	5	R-FCN	share sub-network	NIPS2016
2016	8	DenseNet	basemodel
2016	10	Xception	light-basemodel
2016	11	ResNeXt	basemodel
2016	11	Speed/accuracy trade-offs	Analyse
2016	12	YOLOv2	multi-scale training、joint training	CVPR2017 Best Paper Mention
2016	12	FPN	multi-feature map	CVPR2017
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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	ICCV2017 Best Student Paper
2017	11	MegDet	large-batch	COCO2017 1st、CVPR2018
2017	11	Light-head R-CNN
2017	11	Relation Network
2017	11	SNIP	image pyramid	CVPR2018
2017	12	Cascade R-CNN	Cascade module、2-stage -> 4-stage	CVPR2018
2017	12	R-FCN-3000	large-scale detection
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2018	3	PAN	FPN -> PAN	COCO2017 2nd
2018	4	YOLOv3
2018	4	DetNet	Detect-backbone
2018	5	SNIPER
2018	6	Understanding BN	Analyse BN