awesome-object-detection

Object Detection Papers

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

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

GitHub
7k stars
441 watching
2k forks
last commit: almost 2 years ago
Linked from 2 awesome lists

computer-visiondeep-learningdetectionobject-detectionobject-localisation

Survey
https://arxiv.org/abs/1909.00169 arXiv:
https://arxiv.org/abs/1908.03673 arXiv:
https://arxiv.org/abs/1905.05055 arXiv：
https://arxiv.org/abs/1809.02165 arXiv:

Papers&Codes / 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 2,379 over 7 years ago github:
http://zhangliliang.com/2014/07/23/paper-note-rcnn/ notes:
https://github.com/BVLC/caffe/pull/482 34,125 4 months ago caffe-pr("Make R-CNN the Caffe detection example"):

Papers&Codes / 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 3,345 almost 7 years ago github:
https://github.com/rbgirshick/fast-rcnn/tree/coco 3,345 almost 7 years ago github(COCO-branch):
https://github.com/rbgirshick/fast-rcnn/pull/29 3,345 almost 7 years ago webcam demo:
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 671 about 6 years ago github("Fast R-CNN in MXNet"):
https://github.com/mahyarnajibi/fast-rcnn-torch 134 over 7 years ago github:
https://github.com/apple2373/chainer-simple-fast-rnn 42 over 5 years ago github:
https://github.com/zplizzi/tensorflow-fast-rcnn 173 about 8 years ago github:
https://arxiv.org/abs/1704.03414 arxiv:
http://abhinavsh.info/papers/pdfs/adversarial_object_detection.pdf paper:
https://github.com/xiaolonw/adversarial-frcnn 482 almost 7 years ago github(Caffe):

Papers&Codes / 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 2,710 over 6 years ago github(official, Matlab):
https://github.com/rbgirshick/py-faster-rcnn 8,126 about 5 years ago github(Caffe):
https://github.com/msracver/Deformable-ConvNets/tree/master/faster_rcnn 4,049 about 3 years ago github(MXNet):
https://github.com//jwyang/faster-rcnn.pytorch github(PyTorch--recommend):
https://github.com/mitmul/chainer-faster-rcnn 288 over 7 years ago github:
https://github.com/andreaskoepf/faster-rcnn.torch 122 about 8 years ago github(Torch)::
https://github.com/ruotianluo/Faster-RCNN-Densecap-torch 85 about 8 years ago github(Torch)::
https://github.com/smallcorgi/Faster-RCNN_TF 2,340 about 3 years ago github(TensorFlow):
https://github.com/CharlesShang/TFFRCNN 874 over 6 years ago github(TensorFlow):
https://github.com/YihangLou/FasterRCNN-Encapsulation-Cplusplus 187 about 3 years ago github(C++ demo):
https://github.com/yhenon/keras-frcnn github(Keras):
https://github.com/Eniac-Xie/faster-rcnn-resnet 207 over 6 years ago github:
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 20,781 about 1 year ago github:
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 3,648 about 3 years ago github:
https://github.com/ruotianluo/pytorch-faster-rcnn 1,817 about 4 years ago github:
https://arxiv.org/abs/1711.05226 arxiv:
https://arxiv.org/abs/1803.03243 arxiv:

Papers&Codes / Mask R-CNN
http://arxiv.org/abs/1703.06870 arxiv:
https://github.com/matterport/Mask_RCNN 24,699 6 months ago github(Keras):
https://github.com/facebookresearch/Detectron 26,271 about 1 year ago github(Caffe2):
https://github.com/wannabeOG/Mask-RCNN 992 about 5 years ago github(Pytorch):
https://github.com/TuSimple/mx-maskrcnn 1,755 over 6 years ago github(MXNet):
https://github.com/DeNA/Chainer_Mask_R-CNN 139 over 6 years ago github(Chainer):

Papers&Codes / Light-Head R-CNN
https://arxiv.org/abs/1711.07264 arxiv:
https://github.com/zengarden/light_head_rcnn 834 almost 6 years ago github(offical):
https://github.com/terrychenism/Deformable-ConvNets/blob/master/rfcn/symbols/resnet_v1_101_rfcn_light.py#L784 160 almost 7 years ago github:

Papers&Codes / Cascade R-CNN
https://arxiv.org/abs/1712.00726 arxiv:
https://github.com/zhaoweicai/cascade-rcnn 1,043 about 5 years ago github:

Papers&Codes / SPP-Net
http://arxiv.org/abs/1406.4729 arxiv:
https://github.com/ShaoqingRen/SPP_net 364 over 8 years ago github:
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 27 over 9 years ago github:
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 50 about 8 years ago github:
http://arxiv.org/abs/1505.02146 arxiv:
https://github.com/weichengkuo/DeepBox 128 about 8 years ago github:

Papers&Codes / YOLO
http://arxiv.org/abs/1506.02640 arxiv:
https://pjreddie.com/darknet/yolov1/ code:
https://github.com/pjreddie/darknet 25,837 7 months ago github:
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 1,723 almost 6 years ago github:
https://github.com/xingwangsfu/caffe-yolo 520 almost 8 years ago github:
https://github.com/frankzhangrui/Darknet-Yolo 49 over 8 years ago github:
https://github.com/BriSkyHekun/py-darknet-yolo 27 over 8 years ago github:
https://github.com/tommy-qichang/yolo.torch 14 over 8 years ago github:
https://github.com/frischzenger/yolo-windows 51 about 9 years ago github:
https://github.com/AlexeyAB/yolo-windows 71 almost 8 years ago github:
https://github.com/nilboy/tensorflow-yolo 774 about 6 years ago github:
https://thtrieu.github.io/notes/yolo-tensorflow-graph-buffer-cpp blog:
https://github.com/thtrieu/darkflow 6,132 about 1 year ago github:
http://guanghan.info/blog/en/my-works/train-yolo/ blog:
https://github.com/Guanghan/darknet 243 over 6 years ago github:
http://machinethink.net/blog/yolo-coreml-versus-mps-graph/ blog:
https://github.com/hollance/YOLO-CoreML-MPSNNGraph 937 about 5 years ago github:
https://github.com/natanielruiz/android-yolo 667 about 2 years ago github:
https://sriraghu.com/2017/07/12/computer-vision-in-ios-object-detection/ blog:
https://github.com/r4ghu/iOS-CoreML-Yolo 163 almost 7 years ago github:

Papers&Codes / YOLOv2
https://arxiv.org/abs/1612.08242 arxiv:
http://pjreddie.com/yolo9000/ code:
https://github.com/leetenki/YOLOv2 338 about 2 years ago github(Chainer):
https://github.com/allanzelener/YAD2K 2,718 almost 4 years ago github(Keras):
https://github.com/longcw/yolo2-pytorch 1,549 about 3 years ago github(PyTorch):
https://github.com/hizhangp/yolo_tensorflow 799 over 5 years ago github(Tensorflow):
https://github.com/AlexeyAB/darknet 21,765 15 days ago github(Windows):
https://github.com/choasUp/caffe-yolo9000 166 over 6 years ago github:
https://github.com/philipperemy/yolo-9000 1,183 over 3 years ago github:
https://github.com/KOD-Chen/YOLOv2-Tensorflow 97 over 6 years ago github(TensorFlow):
https://github.com/yhcc/yolo2 161 about 7 years ago github(Keras):
https://github.com/experiencor/keras-yolo2 1,729 over 1 year ago github(Keras):
https://github.com/WojciechMormul/yolo2 138 over 1 year ago github(TensorFlow):
https://github.com/Jumabek/darknet_scripts 223 over 1 year ago github:
https://github.com/AlexeyAB/Yolo_mark 1,809 almost 4 years ago github:
https://github.com/Cartucho/yolo-boundingbox-labeler-GUI 931 over 2 years ago github:
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:

Papers&Codes / 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 25,837 7 months ago github(Official):
https://github.com/mystic123/tensorflow-yolo-v3 890 over 1 year ago github:
https://github.com/experiencor/keras-yolo3 1,604 about 1 year ago github:
https://github.com/qqwweee/keras-yolo3 7,137 over 1 year ago github:
https://github.com/marvis/pytorch-yolo3 github:
https://github.com/ayooshkathuria/pytorch-yolo-v3 3,304 10 months ago github:
https://github.com/ayooshkathuria/YOLO_v3_tutorial_from_scratch 2,318 about 5 years ago github:
https://github.com/eriklindernoren/PyTorch-YOLOv3 7,324 about 1 year ago github:
https://github.com/ultralytics/yolov3 10,226 13 days ago github:
https://github.com/BobLiu20/YOLOv3_PyTorch 624 almost 5 years ago github:
https://github.com/andy-yun/pytorch-0.4-yolov3 279 over 5 years ago github:
https://github.com/DeNA/PyTorch_YOLOv3 436 about 3 years ago github:

Papers&Codes / 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 4,770 over 1 year ago github(Official):
http://weibo.com/p/2304447a2326da963254c963c97fb05dd3a973 video:
https://github.com/zhreshold/mxnet-ssd 764 6 months ago github:
https://github.com/zhreshold/mxnet-ssd.cpp 97 over 7 years ago github:
https://github.com/rykov8/ssd_keras 1,099 over 3 years ago github:
https://github.com/balancap/SSD-Tensorflow 4,112 over 3 years ago github:
https://github.com/amdegroot/ssd.pytorch 5,146 almost 3 years ago github:
https://github.com/chuanqi305/MobileNet-SSD 2,034 over 3 years ago github(Caffe):

Papers&Codes / DSSD
https://arxiv.org/abs/1701.06659 arxiv:
https://github.com/chengyangfu/caffe/tree/dssd 169 over 7 years ago github:
https://github.com/MTCloudVision/mxnet-dssd 112 almost 7 years ago github:
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:

Papers&Codes / FSSD
https://arxiv.org/abs/1712.03149 arxiv:

Papers&Codes / MDSSD
https://arxiv.org/abs/1805.07009 arxiv:

Papers&Codes / R-FCN
http://arxiv.org/abs/1605.06409 arxiv:
https://github.com/daijifeng001/R-FCN 1,245 over 7 years ago github:
https://github.com/msracver/Deformable-ConvNets/tree/master/rfcn 4,049 about 3 years ago github(MXNet):
https://github.com/Orpine/py-R-FCN 1,048 almost 4 years ago github:
https://github.com/PureDiors/pytorch_RFCN 279 over 7 years ago github:
https://github.com/bharatsingh430/py-R-FCN-multiGPU 193 over 7 years ago github:
https://github.com/xdever/RFCN-tensorflow 292 almost 7 years ago github:
http://arxiv.org/abs/1607.05066 arxiv:

Papers&Codes / 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 361 over 7 years ago github:
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 355 over 6 years ago github:
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 238 almost 7 years ago github:

Papers&Codes / DSOD
https://arxiv.org/abs/1708.01241 arxiv:
https://github.com/szq0214/DSOD 706 almost 5 years ago github:
https://github.com/Windaway/DSOD-Tensorflow 42 over 6 years ago github:
https://github.com/chenyuntc/dsod.pytorch 70 almost 5 years ago github:
https://arxiv.org/abs/1712.00886 arxiv:
https://github.com/szq0214/GRP-DSOD 65 over 4 years ago github:
https://arxiv.org/abs/1807.11013 arXiv:
https://arxiv.org/abs/1809.09294 arXiv:

Papers&Codes / RetinaNet
https://arxiv.org/abs/1708.02002 arxiv:
https://arxiv.org/abs/1708.02863 arxiv:
https://arxiv.org/abs/1708.06977 arxiv:
https://arxiv.org/abs/1711.05954 arxiv:

Papers&Codes / 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 170 over 6 years ago github:
https://arxiv.org/abs/1711.09405 arxiv:
https://github.com/liulei01/DRBox 421 almost 7 years ago github:
https://arxiv.org/abs/1711.09822 arxiv:
https://arxiv.org/abs/1712.00886 arxiv:
https://github.com/szq0214/GRP-DSOD 65 over 4 years ago github:
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 107 over 3 years ago github:
https://arxiv.org/abs/1804.04606 arxiv:
https://arxiv.org/abs/1804.05810 arxiv:

Papers&Codes / DetNet
https://arxiv.org/abs/1804.06215 arxiv:

Papers&Codes / SSOD
https://arxiv.org/abs/1806.03370 arxiv:

Papers&Codes / CornerNet
https://arxiv.org/abs/1808.01244 arXiv:
https://github.com/umich-vl/CornerNet 2,360 about 4 years ago github:

Papers&Codes / M2Det
https://arxiv.org/abs/1811.04533 arXiv:
https://github.com/qijiezhao/M2Det 1,450 about 5 years ago github:

Papers&Codes / 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 9,145 6 days ago github:

Papers&Codes / ZSD（Zero-Shot Object Detection）
https://arxiv.org/abs/1803.07113 arxiv:
https://arxiv.org/abs/1804.04340 arxiv:
https://arxiv.org/abs/1803.06049 arxiv:
https://arxiv.org/abs/1805.06157 arxiv:

Papers&Codes / OSD（One-Shot Object Detection）
https://arxiv.org/abs/1904.02317 arXiv:
https://arxiv.org/abs/1806.04728 arxiv:

Papers&Codes / 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 422 8 months ago github:

Papers&Codes / Softer-NMS
https://arxiv.org/abs/1809.08545 arXiv:
https://github.com/yihui-he/softer-NMS 367 7 months ago github:

Papers&Codes / 2019
https://arxiv.org/abs/1901.08043 arXiv:
https://github.com/xingyizhou/ExtremeNet 1,031 over 5 years ago github:
https://arxiv.org/abs/1901.03796 arXiv:
https://arxiv.org/abs/1901.03353 arXiv:
https://github.com/chengyangfu/retinamask 339 over 5 years ago github:
https://arxiv.org/abs/1901.03278 arXiv:
https://arxiv.org/abs/1901.01892 arXiv:

Papers&Codes / 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 198 almost 6 years ago github:
https://arxiv.org/abs/1811.06700 arXiv:
https://github.com/HCIILAB/DeRPN 156 over 5 years ago github:
https://arxiv.org/abs/1810.12681 arXiv:
https://github.com/chanyn/HKRM 104 over 3 years ago github:
https://arxiv.org/abs/1711.07767 arXiv:
https://github.com/ruinmessi/RFBNet 1,413 about 3 years ago github:
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 772 almost 2 years ago github:
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 1,097 about 3 years ago github:
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 2,687 about 3 years ago github:
https://arxiv.org/abs/1806.06986 arxiv:
https://arxiv.org/abs/1807.00147 arxiv:
http://kezewang.com/codes/ASM_ver1.zip code:

Papers&Codes / Other
https://arxiv.org/abs/1808.05560 arxiv:
https://youtu.be/xCYD-tYudN0 youtube:

Detection Toolbox
Detectron(FAIR) 26,271 about 1 year ago : 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
Detectron2 30,539 14 days ago : Detectron2 is FAIR's next-generation research platform for object detection and segmentation
maskrcnn-benchmark(FAIR) 9,303 almost 2 years ago : Fast, modular reference implementation of Instance Segmentation and Object Detection algorithms in PyTorch
mmdetection(SenseTime&CUHK) 29,603 3 months ago : mmdetection is an open source object detection toolbox based on PyTorch. It is a part of the open-mmlab project developed by

Backlinks from these awesome lists:

More related projects: