awesome-object-detection

awesome listpushed almost 4 years ago

Awesome Object Detection based on handong1587 github: https://handong1587.github.io/deep_learning/2015/10/09/object-detection.html

AI summary

Object Detection Papers

An aggregation of notable papers and resources on object detection algorithms in computer vision.

stars: 7.4K
forks: 1.9K
watching: 437
awesome lists: 2
entries: 294

What's in the list

294 links in 33 sections, with live GitHub stats.activeno commit in 2y

Survey

R-CNN

http://arxiv.org/abs/1311.2524
arxiv:
http://people.eecs.berkeley.edu/~rbg/papers/r-cnn-cvpr-supp.pdf
supp:
http://www.image-net.org/challenges/LSVRC/2013/slides/r-cnn-ilsvrc2013-workshop.pdf
slides:
http://www.cs.berkeley.edu/~rbg/slides/rcnn-cvpr14-slides.pdf
slides:
https://github.com/rbgirshick/rcnn
github:
2.4Kover 9 years
http://zhangliliang.com/2014/07/23/paper-note-rcnn/
notes:
https://github.com/BVLC/caffe/pull/482
caffe-pr("Make R-CNN the Caffe detection example"):
34.1K2 years

Fast R-CNN

http://arxiv.org/abs/1504.08083
arxiv:
http://tutorial.caffe.berkeleyvision.org/caffe-cvpr15-detection.pdf
slides:
https://github.com/rbgirshick/fast-rcnn
github:
3.4Kover 8 years
https://github.com/rbgirshick/fast-rcnn/tree/coco
github(COCO-branch):
3.4Kover 8 years
https://github.com/rbgirshick/fast-rcnn/pull/29
webcam demo:
3.4Kover 8 years
http://zhangliliang.com/2015/05/17/paper-note-fast-rcnn/
notes:
http://blog.csdn.net/linj_m/article/details/48930179
notes:
https://github.com/precedenceguo/mx-rcnn
github("Fast R-CNN in MXNet"):
6718 years
https://github.com/mahyarnajibi/fast-rcnn-torch
github:
134over 9 years
https://github.com/apple2373/chainer-simple-fast-rnn
github:
43over 7 years
https://github.com/zplizzi/tensorflow-fast-rcnn
github:
17310 years
https://arxiv.org/abs/1704.03414
arxiv:
http://abhinavsh.info/papers/pdfs/adversarial_object_detection.pdf
paper:
https://github.com/xiaolonw/adversarial-frcnn
github(Caffe):
482over 8 years

Faster R-CNN

http://arxiv.org/abs/1506.01497
arxiv:
http://www.gitxiv.com/posts/8pfpcvefDYn2gSgXk/faster-r-cnn-towards-real-time-object-detection-with-region
gitxiv:
http://web.cs.hacettepe.edu.tr/~aykut/classes/spring2016/bil722/slides/w05-FasterR-CNN.pdf
slides:
https://github.com/ShaoqingRen/faster_rcnn
github(official, Matlab):
2.7K8 years
https://github.com/rbgirshick/py-faster-rcnn
github(Caffe):
8.1Kalmost 7 years
https://github.com/msracver/Deformable-ConvNets/tree/master/faster_rcnn
github(MXNet):
4.1K5 years
https://github.com//jwyang/faster-rcnn.pytorch
github(PyTorch--recommend):
https://github.com/mitmul/chainer-faster-rcnn
github:
2889 years
https://github.com/andreaskoepf/faster-rcnn.torch
github(Torch)::
122almost 10 years
https://github.com/ruotianluo/Faster-RCNN-Densecap-torch
github(Torch)::
8510 years
https://github.com/smallcorgi/Faster-RCNN_TF
github(TensorFlow):
2.3Kalmost 5 years
https://github.com/CharlesShang/TFFRCNN
github(TensorFlow):
875over 8 years
https://github.com/YihangLou/FasterRCNN-Encapsulation-Cplusplus
github(C++ demo):
187almost 5 years
https://github.com/yhenon/keras-frcnn
github(Keras):
https://github.com/Eniac-Xie/faster-rcnn-resnet
github:
207over 8 years
https://github.com/D-X-Y/caffe-faster-rcnn/tree/dev
github(C++):
http://arxiv.org/abs/1506.06981
arxiv:
https://github.com/dmlc/mxnet/tree/master/example/rcnn
github:
20.8Kalmost 3 years
http://abhinavsh.info/context_priming_feedback.pdf
paper:
http://www.eccv2016.org/files/posters/P-1A-20.pdf
poster:
https://arxiv.org/abs/1702.02138
arxiv:
https://github.com/endernewton/tf-faster-rcnn
github:
3.6K5 years
https://github.com/ruotianluo/pytorch-faster-rcnn
github:
1.8Kalmost 6 years
https://arxiv.org/abs/1711.05226
arxiv:
https://arxiv.org/abs/1803.03243
arxiv:

Mask R-CNN

http://arxiv.org/abs/1703.06870
arxiv:
https://github.com/matterport/Mask_RCNN
github(Keras):
24.8Kover 2 years
https://github.com/facebookresearch/Detectron
github(Caffe2):
26.3Kalmost 3 years
https://github.com/wannabeOG/Mask-RCNN
github(Pytorch):
995almost 7 years
https://github.com/TuSimple/mx-maskrcnn
github(MXNet):
1.8Kover 8 years
https://github.com/DeNA/Chainer_Mask_R-CNN
github(Chainer):
1398 years

Light-Head R-CNN

https://arxiv.org/abs/1711.07264
arxiv:
https://github.com/zengarden/light_head_rcnn
github(offical):
835almost 8 years
https://github.com/terrychenism/Deformable-ConvNets/blob/master/rfcn/symbols/resnet_v1_101_rfcn_light.py#L784
github:
160almost 9 years

Cascade R-CNN

https://arxiv.org/abs/1712.00726
arxiv:
https://github.com/zhaoweicai/cascade-rcnn
github:
1K7 years

SPP-Net

http://arxiv.org/abs/1406.4729
arxiv:
https://github.com/ShaoqingRen/SPP_net
github:
36410 years
http://zhangliliang.com/2014/09/13/paper-note-sppnet/
notes:
http://www.ee.cuhk.edu.hk/%CB%9Cwlouyang/projects/imagenetDeepId/index.html
project page:
http://arxiv.org/abs/1412.5661
arxiv:
http://arxiv.org/abs/1412.6856
arxiv:
https://www.robots.ox.ac.uk/~vgg/rg/papers/zhou_iclr15.pdf
paper:
https://people.csail.mit.edu/khosla/papers/iclr2015_zhou.pdf
paper:
http://places.csail.mit.edu/slide_iclr2015.pdf
slides:
https://www.cs.toronto.edu/~yukun/segdeepm.html
project(code+data):
https://arxiv.org/abs/1502.04275
arxiv:
https://github.com/YknZhu/segDeepM
github:
27over 11 years
http://arxiv.org/abs/1504.06066
arxiv:
http://arxiv.org/abs/1504.03293
arxiv:
http://www.ytzhang.net/files/publications/2015-cvpr-det-slides.pdf
slides:
https://github.com/YutingZhang/fgs-obj
github:
50almost 10 years
http://arxiv.org/abs/1505.02146
arxiv:
https://github.com/weichengkuo/DeepBox
github:
12810 years

YOLO

http://arxiv.org/abs/1506.02640
arxiv:
https://pjreddie.com/darknet/yolov1/
code:
https://github.com/pjreddie/darknet
github:
25.9Kover 2 years
https://pjreddie.com/darknet/yolov1/
blog:
https://docs.google.com/presentation/d/1aeRvtKG21KHdD5lg6Hgyhx5rPq_ZOsGjG5rJ1HP7BbA/pub?start=false&loop=false&delayms=3000&slide=id.p
slides:
https://www.reddit.com/r/MachineLearning/comments/3a3m0o/realtime_object_detection_with_yolo/
reddit:
https://github.com/gliese581gg/YOLO_tensorflow
github:
1.7Kover 7 years
https://github.com/xingwangsfu/caffe-yolo
github:
519over 9 years
https://github.com/frankzhangrui/Darknet-Yolo
github:
49over 10 years
https://github.com/BriSkyHekun/py-darknet-yolo
github:
2710 years
https://github.com/tommy-qichang/yolo.torch
github:
1410 years
https://github.com/frischzenger/yolo-windows
github:
5111 years
https://github.com/AlexeyAB/yolo-windows
github:
71over 9 years
https://github.com/nilboy/tensorflow-yolo
github:
774almost 8 years
https://thtrieu.github.io/notes/yolo-tensorflow-graph-buffer-cpp
blog:
https://github.com/thtrieu/darkflow
github:
6.1Kalmost 3 years
http://guanghan.info/blog/en/my-works/train-yolo/
blog:
https://github.com/Guanghan/darknet
github:
2448 years
http://machinethink.net/blog/yolo-coreml-versus-mps-graph/
blog:
https://github.com/hollance/YOLO-CoreML-MPSNNGraph
github:
939almost 7 years
https://github.com/natanielruiz/android-yolo
github:
669almost 4 years
https://sriraghu.com/2017/07/12/computer-vision-in-ios-object-detection/
blog:
https://github.com/r4ghu/iOS-CoreML-Yolo
github:
163over 8 years

YOLOv2

https://arxiv.org/abs/1612.08242
arxiv:
http://pjreddie.com/yolo9000/
code:
https://github.com/leetenki/YOLOv2
github(Chainer):
3384 years
https://github.com/allanzelener/YAD2K
github(Keras):
2.7Kalmost 6 years
https://github.com/longcw/yolo2-pytorch
github(PyTorch):
1.6K5 years
https://github.com/hizhangp/yolo_tensorflow
github(Tensorflow):
800over 7 years
https://github.com/AlexeyAB/darknet
github(Windows):
21.8Kalmost 2 years
https://github.com/choasUp/caffe-yolo9000
github:
166over 8 years
https://github.com/philipperemy/yolo-9000
github:
1.2Kover 5 years
https://github.com/KOD-Chen/YOLOv2-Tensorflow
github(TensorFlow):
97over 8 years
https://github.com/yhcc/yolo2
github(Keras):
161almost 9 years
https://github.com/experiencor/keras-yolo2
github(Keras):
1.7Kover 3 years
https://github.com/WojciechMormul/yolo2
github(TensorFlow):
138over 3 years
https://github.com/Jumabek/darknet_scripts
github:
2233 years
https://github.com/AlexeyAB/Yolo_mark
github:
1.8Kalmost 6 years
https://github.com/Cartucho/yolo-boundingbox-labeler-GUI
github:
9324 years
https://arxiv.org/abs/1804.04606
arxiv:
https://arxiv.org/abs/1805.06361
arxiv:
https://arxiv.org/abs/1805.07931
arxiv:
https://arxiv.org/abs/1805.08503
arxiv:
https://gitlab.com/omnidetector/omnidetector
datasets:

YOLOv3

https://arxiv.org/abs/1804.02767
arxiv:
https://pjreddie.com/media/files/papers/YOLOv3.pdf
paper:
https://pjreddie.com/darknet/yolo/
code:
https://github.com/pjreddie/darknet
github(Official):
25.9Kover 2 years
https://github.com/mystic123/tensorflow-yolo-v3
github:
890over 3 years
https://github.com/experiencor/keras-yolo3
github:
1.6K3 years
https://github.com/qqwweee/keras-yolo3
github:
7.1Kover 3 years
https://github.com/marvis/pytorch-yolo3
github:
https://github.com/ayooshkathuria/pytorch-yolo-v3
github:
3.3Kover 2 years
https://github.com/ayooshkathuria/YOLO_v3_tutorial_from_scratch
github:
2.3Kalmost 7 years
https://github.com/eriklindernoren/PyTorch-YOLOv3
github:
7.3Kalmost 2 years
https://github.com/ultralytics/yolov3
github:
10.3Kalmost 2 years
https://github.com/BobLiu20/YOLOv3_PyTorch
github:
625almost 7 years
https://github.com/andy-yun/pytorch-0.4-yolov3
github:
279over 7 years
https://github.com/DeNA/PyTorch_YOLOv3
github:
438almost 5 years

SSD

http://arxiv.org/abs/1512.02325
arxiv:
http://www.cs.unc.edu/~wliu/papers/ssd.pdf
paper:
http://www.cs.unc.edu/%7Ewliu/papers/ssd_eccv2016_slide.pdf
slides:
https://github.com/weiliu89/caffe/tree/ssd
github(Official):
4.8Kover 3 years
http://weibo.com/p/2304447a2326da963254c963c97fb05dd3a973
video:
https://github.com/zhreshold/mxnet-ssd
github:
763over 2 years
https://github.com/zhreshold/mxnet-ssd.cpp
github:
97over 9 years
https://github.com/rykov8/ssd_keras
github:
1.1Kover 5 years
https://github.com/balancap/SSD-Tensorflow
github:
4.1K5 years
https://github.com/amdegroot/ssd.pytorch
github:
5.2Kalmost 5 years
https://github.com/chuanqi305/MobileNet-SSD
github(Caffe):
2Kover 5 years

DSSD

https://arxiv.org/abs/1701.06659
arxiv:
https://github.com/chengyangfu/caffe/tree/dssd
github:
169over 9 years
https://github.com/MTCloudVision/mxnet-dssd
github:
112over 8 years
http://120.52.72.53/www.cs.unc.edu/c3pr90ntc0td/~cyfu/dssd_lalaland.mp4
demo:
https://arxiv.org/abs/1705.09587
arxiv:
https://arxiv.org/abs/1707.08682
arxiv:

FSSD

https://arxiv.org/abs/1712.03149
arxiv:

MDSSD

https://arxiv.org/abs/1805.07009
arxiv:

R-FCN

http://arxiv.org/abs/1605.06409
arxiv:
https://github.com/daijifeng001/R-FCN
github:
1.2Kover 9 years
https://github.com/msracver/Deformable-ConvNets/tree/master/rfcn
github(MXNet):
4.1K5 years
https://github.com/Orpine/py-R-FCN
github:
1Kalmost 6 years
https://github.com/PureDiors/pytorch_RFCN
github:
279over 9 years
https://github.com/bharatsingh430/py-R-FCN-multiGPU
github:
193over 9 years
https://github.com/xdever/RFCN-tensorflow
github:
292almost 9 years
http://arxiv.org/abs/1607.05066
arxiv:

FPN

https://arxiv.org/abs/1612.03144
arxiv:
https://arxiv.org/abs/1612.06704
arxiv:
https://arxiv.org/abs/1612.06851
arxiv:
https://arxiv.org/abs/1702.01243
arxiv:
https://arxiv.org/abs/1702.01478
arxiv:
https://arxiv.org/abs/1702.07054
arxiv:
https://arxiv.org/abs/1703.10295
arxiv:
https://arxiv.org/abs/1704.03944
arxiv:
https://arxiv.org/abs/1704.04224
arxiv:
https://arxiv.org/abs/1704.05776
arxiv:
https://github.com/xiaohaoChen/rrc_detection
github:
361over 9 years
https://arxiv.org/abs/1705.05922
arxiv:
https://arxiv.org/abs/1706.03646
arxiv:
https://arxiv.org/abs/1707.01691
arxiv:
https://github.com/taokong/RON
github:
355over 8 years
http://openaccess.thecvf.com/content_cvpr_2017/papers/Li_Mimicking_Very_Efficient_CVPR_2017_paper.pdf
paper:
https://arxiv.org/abs/1707.06175
arxiv:
https://arxiv.org/abs/1707.06399
arxiv:
https://arxiv.org/abs/1707.09531
arxiv:
https://github.com/sciencefans/RSA-for-object-detection
github:
238almost 9 years

DSOD

https://arxiv.org/abs/1708.01241
arxiv:
https://github.com/szq0214/DSOD
github:
706almost 7 years
https://github.com/Windaway/DSOD-Tensorflow
github:
42over 8 years
https://github.com/chenyuntc/dsod.pytorch
github:
70over 6 years
https://arxiv.org/abs/1712.00886
arxiv:
https://github.com/szq0214/GRP-DSOD
github:
65over 6 years
https://arxiv.org/abs/1807.11013
arXiv:
https://arxiv.org/abs/1809.09294
arXiv:

RetinaNet

MegDet

https://arxiv.org/abs/1711.07240
arxiv:
https://arxiv.org/abs/1711.07767
arxiv:
https://github.com//ruinmessi/RFBNet
github:
https://arxiv.org/abs/1711.08189
arxiv:
https://github.com/bharatsingh430/snip
github:
171over 8 years
https://arxiv.org/abs/1711.09405
arxiv:
https://github.com/liulei01/DRBox
github:
421almost 9 years
https://arxiv.org/abs/1711.09822
arxiv:
https://arxiv.org/abs/1712.00886
arxiv:
https://github.com/szq0214/GRP-DSOD
github:
65over 6 years
https://arxiv.org/abs/1712.02408
arxiv:
https://arxiv.org/abs/1712.08470
arxiv:
https://arxiv.org/abs/1712.08832
arxiv:
https://arxiv.org/abs/1801.01051
arxiv:
https://arxiv.org/abs/1801.05124
arxiv:
https://arxiv.org/abs/1802.03934
arxiv:
https://arxiv.org/abs/1803.01529
arxiv:
https://arxiv.org/abs/1803.07066
arxiv:
https://arxiv.org/abs/1803.08208
arxiv:
https://arxiv.org/abs/1803.08670
arxiv:
https://arxiv.org/abs/1803.11316
arxiv:
https://arxiv.org/abs/1804.01077
arxiv:
https://arxiv.org/abs/1804.00428
arxiv:
https://github.com/Hwang64/MLKP
github:
107over 5 years
https://arxiv.org/abs/1804.04606
arxiv:
https://arxiv.org/abs/1804.05810
arxiv:

DetNet

https://arxiv.org/abs/1804.06215
arxiv:

SSOD

https://arxiv.org/abs/1806.03370
arxiv:

CornerNet

https://arxiv.org/abs/1808.01244
arXiv:
https://github.com/umich-vl/CornerNet
github:
2.4K6 years

M2Det

https://arxiv.org/abs/1811.04533
arXiv:
https://github.com/qijiezhao/M2Det
github:
1.5Kalmost 7 years

3D Object Detection

https://arxiv.org/abs/1901.08373
arXiv:
https://arxiv.org/abs/1805.04902
arxiv:
https://github.com/CPFL/Autoware/tree/feature/cnn_lidar_detection
github:
9.2Kalmost 2 years

ZSD（Zero-Shot Object Detection）

OSD（One-Shot Object Detection）

https://arxiv.org/abs/1904.02317
arXiv:
https://arxiv.org/abs/1806.04728
arxiv:

Weakly Supervised Object Detection

https://arxiv.org/abs/1810.02569
arXiv:
https://wsoda.telecom-paristech.fr/downloads/dataset/IconArt_v1.zip
Datasets:
https://arxiv.org/abs/1803.11365
arXiv:
https://naoto0804.github.io/cross_domain_detection/
homepage:
http://openaccess.thecvf.com/content_cvpr_2018/html/Inoue_Cross-Domain_Weakly-Supervised_Object_CVPR_2018_paper.html
paper:
https://github.com/naoto0804/cross-domain-detection
github:
422over 2 years

Softer-NMS

https://arxiv.org/abs/1809.08545
arXiv:
https://github.com/yihui-he/softer-NMS
github:
367over 2 years

2019

https://arxiv.org/abs/1901.08043
arXiv:
https://github.com/xingyizhou/ExtremeNet
github:
1Kover 7 years
https://arxiv.org/abs/1901.03796
arXiv:
https://arxiv.org/abs/1901.03353
arXiv:
https://github.com/chengyangfu/retinamask
github:
339over 7 years
https://arxiv.org/abs/1901.03278
arXiv:
https://arxiv.org/abs/1901.01892
arXiv:

2018

https://arxiv.org/abs/1812.11901
arXiv:
https://arxiv.org/abs/1812.04798
arXiv:
https://arxiv.org/abs/1812.01600
arXiv:
https://arxiv.org/abs/1812.00124
arXiv:
https://arxiv.org/abs/1812.00929
arXiv:
https://arxiv.org/abs/1811.12030
arXiv:
https://arxiv.org/abs/1812.00469
arXiv:
https://arxiv.org/abs/1811.12152
intro:
https://arxiv.org/abs/1812.00124
arXiv:
https://arxiv.org/abs/1812.00155
arXiv:
https://arxiv.org/abs/1811.11167
arXiv:
https://arxiv.org/abs/1811.11318
arXiv:
https://arxiv.org/abs/1811.05181
arXiv:
https://github.com/qijiezhao/CFENet
github:
198almost 8 years
https://arxiv.org/abs/1811.06700
arXiv:
https://github.com/HCIILAB/DeRPN
github:
156over 7 years
https://arxiv.org/abs/1810.12681
arXiv:
https://github.com/chanyn/HKRM
github:
105over 5 years
https://arxiv.org/abs/1711.07767
arXiv:
https://github.com/ruinmessi/RFBNet
github:
1.4Kalmost 5 years
https://arxiv.org/abs/1808.07993
arXiv:
https://arxiv.org/abs/1808.04285
arXiv:
https://arxiv.org/abs/1807.11590
arXiv:
https://github.com/vacancy/PreciseRoIPooling
github:
772almost 4 years
https://arxiv.org/abs/1807.09528
arXiv:
https://arxiv.org/abs/1807.00980
arxiv:
https://arxiv.org/abs/1711.11575
arxiv:
https://github.com/msracver/Relation-Networks-for-Object-Detection
github:
1.1K5 years
https://arxiv.org/abs/1805.02152
arxiv:
https://arxiv.org/abs/1805.04953
arxiv:
https://arxiv.org/abs/1805.09300
arxiv:
https://github.com/mahyarnajibi/SNIPER
github:
2.7K5 years
https://arxiv.org/abs/1806.06986
arxiv:
https://arxiv.org/abs/1807.00147
arxiv:
http://kezewang.com/codes/ASM_ver1.zip
code:

Other

https://arxiv.org/abs/1808.05560
arxiv:
https://youtu.be/xCYD-tYudN0
youtube:

Detection Toolbox

Detectron(FAIR)
: Detectron is Facebook AI Research's software system that implements state-of-the-art object detection algorithms, including . It is written in Python and powered by the deep learning framework
26.3Kalmost 3 years
Detectron2
: Detectron2 is FAIR's next-generation research platform for object detection and segmentation
30.8Kalmost 2 years
maskrcnn-benchmark(FAIR)
: Fast, modular reference implementation of Instance Segmentation and Object Detection algorithms in PyTorch
9.3Kover 3 years
mmdetection(SenseTime&CUHK)
: mmdetection is an open source object detection toolbox based on PyTorch. It is a part of the open-mmlab project developed by
29.8K2 years

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