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Detection-Timeline

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JNingWei
发布2018-09-27 11:14:30
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发布2018-09-27 11:14:30
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文章被收录于专栏:JNing的专栏JNing的专栏

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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

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