awesome-semantic-segmentation

Segmentation models

A curated list of semantic segmentation models and their implementations in various deep learning frameworks.

metal awesome-semantic-segmentation

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Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1505.04597.pdf] U-Net [ [2015]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1505.04597.pdf]
https://github.com/zhixuhao/unet 4,593 8 months ago [Keras]
https://github.com/jocicmarko/ultrasound-nerve-segmentation 939 about 6 years ago [Keras]
https://github.com/EdwardTyantov/ultrasound-nerve-segmentation 181 over 6 years ago [Keras]
https://github.com/ZFTurbo/ZF_UNET_224_Pretrained_Model 214 about 3 years ago [Keras]
https://github.com/yihui-he/u-net 426 7 months ago [Keras]
https://github.com/jakeret/tf_unet 1,899 over 4 years ago [Tensorflow]
https://github.com/divamgupta/image-segmentation-keras 2,916 6 months ago [Keras]
https://github.com/ZijunDeng/pytorch-semantic-segmentation 1,724 about 5 years ago [PyTorch]
https://github.com/akirasosa/mobile-semantic-segmentation 714 almost 2 years ago [Keras]
https://github.com/orobix/retina-unet 1,282 about 2 years ago [Keras]
https://github.com/qureai/ultrasound-nerve-segmentation-using-torchnet 48 over 8 years ago [Torch]
https://github.com/ternaus/TernausNet 1,047 about 2 years ago [PyTorch]
https://github.com/qubvel/segmentation_models 4,762 3 months ago [Keras]
https://github.com/LeeJunHyun/Image_Segmentation#u-net 2,746 over 1 year ago [PyTorch]
https://github.com/yassouali/pytorch_segmentation 1,686 8 months ago [PyTorch]
https://lmb.informatik.uni-freiburg.de/people/ronneber/u-net/ [Caffe + Matlab]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1511.00561.pdf] SegNet [ [2016]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1511.00561.pdf]
https://github.com/alexgkendall/caffe-segnet 1,082 over 6 years ago [Caffe]
https://github.com/developmentseed/caffe/tree/segnet-multi-gpu 6 over 6 years ago [Caffe]
https://github.com/preddy5/segnet 205 over 2 years ago [Keras]
https://github.com/imlab-uiip/keras-segnet 184 over 6 years ago [Keras]
https://github.com/andreaazzini/segnet 66 over 7 years ago [Tensorflow]
https://github.com/fedor-chervinskii/segnet-torch 6 over 8 years ago [Torch]
https://github.com/0bserver07/Keras-SegNet-Basic 83 almost 8 years ago [Keras]
https://github.com/tkuanlun350/Tensorflow-SegNet 369 about 7 years ago [Tensorflow]
https://github.com/divamgupta/image-segmentation-keras 2,916 6 months ago [Keras]
https://github.com/ZijunDeng/pytorch-semantic-segmentation 1,724 about 5 years ago [PyTorch]
https://github.com/chainer/chainercv/tree/master/examples/segnet 1,481 over 3 years ago [Chainer]
https://github.com/ykamikawa/keras-SegNet 178 over 4 years ago [Keras]
https://github.com/ykamikawa/tf-keras-SegNet 178 over 4 years ago [Keras]
https://github.com/yassouali/pytorch_segmentation 1,686 8 months ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1606.00915.pdf] DeepLab [ [2017]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1606.00915.pdf]
https://bitbucket.org/deeplab/deeplab-public/ [Caffe]
https://bitbucket.org/aquariusjay/deeplab-public-ver2 [Caffe]
https://github.com/TheLegendAli/DeepLab-Context 239 about 8 years ago [Caffe]
https://github.com/msracver/Deformable-ConvNets/tree/master/deeplab 4,049 about 3 years ago [MXNet]
https://github.com/DrSleep/tensorflow-deeplab-resnet 1,251 about 3 years ago [Tensorflow]
https://github.com/muyang0320/tensorflow-deeplab-resnet-crf 18 about 7 years ago [TensorFlow]
https://github.com/isht7/pytorch-deeplab-resnet 602 about 1 year ago [PyTorch]
https://github.com/bermanmaxim/jaccardSegment 97 over 7 years ago [PyTorch]
https://github.com/martinkersner/train-DeepLab 172 almost 8 years ago [Caffe]
https://github.com/chenxi116/TF-deeplab 22 over 7 years ago [Tensorflow]
https://github.com/bonlime/keras-deeplab-v3-plus 1,358 8 days ago [Keras]
https://github.com/tensorflow/models/tree/master/research/deeplab 77,177 6 days ago [Tensorflow]
https://github.com/speedinghzl/pytorch-segmentation-toolbox 772 almost 5 years ago [PyTorch]
https://github.com/kazuto1011/deeplab-pytorch 1,093 about 2 years ago [PyTorch]
https://github.com/youansheng/torchcv 2,250 about 4 years ago [PyTorch]
https://github.com/yassouali/pytorch_segmentation 1,686 8 months ago [PyTorch]
https://github.com/hualin95/Deeplab-v3plus 334 about 1 year ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1605.06211.pdf] FCN [ [2016]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1605.06211.pdf]
https://github.com/vlfeat/matconvnet-fcn 175 almost 9 years ago [MatConvNet]
https://github.com/shelhamer/fcn.berkeleyvision.org 3,309 about 3 years ago [Caffe]
https://github.com/MarvinTeichmann/tensorflow-fcn 1,101 almost 7 years ago [Tensorflow]
https://github.com/aurora95/Keras-FCN 650 almost 7 years ago [Keras]
https://github.com/mzaradzki/neuralnets/tree/master/vgg_segmentation_keras 162 about 7 years ago [Keras]
https://github.com/k3nt0w/FCN_via_keras 48 over 7 years ago [Keras]
https://github.com/shekkizh/FCN.tensorflow 1,252 over 2 years ago [Tensorflow]
https://github.com/seewalker/tf-pixelwise 13 almost 8 years ago [Tensorflow]
https://github.com/divamgupta/image-segmentation-keras 2,916 6 months ago [Keras]
https://github.com/ZijunDeng/pytorch-semantic-segmentation 1,724 about 5 years ago [PyTorch]
https://github.com/wkentaro/pytorch-fcn 1,747 almost 2 years ago [PyTorch]
https://github.com/wkentaro/fcn 218 about 3 years ago [Chainer]
https://github.com/apache/incubator-mxnet/tree/master/example/fcn-xs 20,781 about 1 year ago [MxNet]
https://github.com/muyang0320/tf-fcn 9 about 7 years ago [Tensorflow]
https://github.com/ycszen/pytorch-seg 415 over 5 years ago [PyTorch]
https://github.com/Kaixhin/FCN-semantic-segmentation 187 about 6 years ago [PyTorch]
https://github.com/petrama/VGGSegmentation 6 over 7 years ago [Tensorflow]
https://github.com/simonguist/testing-fcn-for-cityscapes 27 almost 7 years ago [Caffe]
https://github.com/hellochick/semantic-segmentation-tensorflow 84 over 6 years ago [Tensorflow]
https://github.com/pierluigiferrari/fcn8s_tensorflow 51 almost 5 years ago [Tensorflow]
https://github.com/theduynguyen/Keras-FCN 15 over 7 years ago [Keras]
https://github.com/JihongJu/keras-fcn 202 over 7 years ago [Keras]
https://github.com/yassouali/pytorch_segmentation 1,686 8 months ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1606.02147.pdf] ENet [ [2016]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1606.02147.pdf]
https://github.com/TimoSaemann/ENet 584 over 3 years ago [Caffe]
https://github.com/e-lab/ENet-training 351 over 7 years ago [Torch]
https://github.com/PavlosMelissinos/enet-keras 115 almost 2 years ago [Keras]
https://github.com/fregu856/segmentation 245 about 6 years ago [Tensorflow]
https://github.com/kwotsin/TensorFlow-ENet 257 about 5 years ago [Tensorflow]
https://github.com/davidtvs/PyTorch-ENet 389 over 3 years ago [PyTorch]
https://github.com/yassouali/pytorch_segmentation 1,686 8 months ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1707.03718.pdf] LinkNet [ [2017]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1707.03718.pdf]
https://github.com/e-lab/LinkNet 168 over 7 years ago [Torch]
https://github.com/qubvel/segmentation_models 4,762 3 months ago [Keras]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1611.09326.pdf] DenseNet [ [2017]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1611.09326.pdf]
https://github.com/SimJeg/FC-DenseNet 486 about 2 years ago [Lasagne]
https://github.com/HasnainRaz/FC-DenseNet-TensorFlow 123 almost 6 years ago [Tensorflow]
https://github.com/0bserver07/One-Hundred-Layers-Tiramisu 197 6 months ago [Keras]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1511.07122.pdf] DilatedNet [ [2016]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1511.07122.pdf]
https://github.com/nicolov/segmentation_keras 301 almost 6 years ago [Keras]
https://github.com/fyu/dilation 781 over 6 years ago [Caffe]
https://github.com/fyu/drn#semantic-image-segmentataion 1,105 over 4 years ago [PyTorch]
https://github.com/hangzhaomit/semantic-segmentation-pytorch 4,948 10 months ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1609.06694.pdf] PixelNet [ [2016]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1609.06694.pdf]
https://github.com/aayushbansal/PixelNet 195 over 7 years ago [Caffe]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1704.08545.pdf] ICNet [ [2017]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1704.08545.pdf]
https://github.com/hszhao/ICNet 605 over 2 years ago [Caffe]
https://github.com/aitorzip/Keras-ICNet 86 almost 7 years ago [Keras]
https://github.com/hellochick/ICNet-tensorflow 406 over 4 years ago [Tensorflow]
https://github.com/oandrienko/fast-semantic-segmentation 220 about 5 years ago [Tensorflow]
https://github.com/supervisely/supervisely/tree/master/plugins/nn/icnet 459 6 days ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
http://www.robesafe.uah.es/personal/eduardo.romera/pdfs/Romera17iv.pdf] ERFNet [ [?]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / http://www.robesafe.uah.es/personal/eduardo.romera/pdfs/Romera17iv.pdf]
https://github.com/Eromera/erfnet 118 almost 5 years ago [Torch]
https://github.com/Eromera/erfnet_pytorch 429 almost 5 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1611.06612.pdf] RefineNet [ [2016]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1611.06612.pdf]
https://github.com/guosheng/refinenet 589 over 5 years ago [MatConvNet]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1612.01105.pdf,https://hszhao.github.io/projects/pspnet/] PSPNet [ [2017]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1612.01105.pdf,https://hszhao.github.io/projects/pspnet/]
https://github.com/hszhao/PSPNet 1,593 over 2 years ago [Caffe]
https://github.com/ZijunDeng/pytorch-semantic-segmentation 1,724 about 5 years ago [PyTorch]
https://github.com/mitmul/chainer-pspnet 74 about 6 years ago [Chainer]
https://github.com/Vladkryvoruchko/PSPNet-Keras-tensorflow 394 about 5 years ago [Keras/Tensorflow]
https://github.com/pudae/tensorflow-pspnet 47 over 7 years ago [Tensorflow]
https://github.com/hellochick/PSPNet-tensorflow 326 over 5 years ago [Tensorflow]
https://github.com/hellochick/semantic-segmentation-tensorflow 84 over 6 years ago [Tensorflow]
https://github.com/qubvel/segmentation_models 4,762 3 months ago [Keras]
https://github.com/oandrienko/fast-semantic-segmentation 220 about 5 years ago [Tensorflow]
https://github.com/speedinghzl/pytorch-segmentation-toolbox 772 almost 5 years ago [PyTorch]
https://github.com/youansheng/torchcv 2,250 about 4 years ago [PyTorch]
https://github.com/yassouali/pytorch_segmentation 1,686 8 months ago [PyTorch]
https://github.com/holyseven/PSPNet-TF-Reproduce 125 over 3 years ago [Tensorflow]
https://github.com/kazuto1011/pspnet-pytorch 52 almost 6 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1505.04366.pdf] DeconvNet [ [2015]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1505.04366.pdf]
http://cvlab.postech.ac.kr/research/deconvnet/ [Caffe]
https://github.com/HyeonwooNoh/DeconvNet 325 over 9 years ago [Caffe]
https://github.com/fabianbormann/Tensorflow-DeconvNet-Segmentation 220 about 6 years ago [Tensorflow]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1611.08323.pdf] FRRN [ [2016]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1611.08323.pdf]
https://github.com/TobyPDE/FRRN 280 over 7 years ago [Lasagne]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1703.02719.pdf] GCN [ [2017]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1703.02719.pdf]
https://github.com/ZijunDeng/pytorch-semantic-segmentation 1,724 about 5 years ago [PyTorch]
https://github.com/ycszen/pytorch-seg 415 over 5 years ago [PyTorch]
https://github.com/yassouali/pytorch_segmentation 1,686 8 months ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1605.02264.pdf] LRR [ [2016]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1605.02264.pdf]
https://github.com/golnazghiasi/LRR 59 almost 8 years ago [Matconvnet]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1702.08502.pdf] DUC, HDC [ [2017]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1702.08502.pdf]
https://github.com/ZijunDeng/pytorch-semantic-segmentation 1,724 about 5 years ago [PyTorch]
https://github.com/ycszen/pytorch-seg 415 over 5 years ago [PyTorch]
https://github.com/yassouali/pytorch_segmentation 1,686 8 months ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1612.07695.pdf] MultiNet [ [2016]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1612.07695.pdf]
https://github.com/MarvinTeichmann/MultiNet 548 over 5 years ago
https://github.com/MarvinTeichmann/KittiSeg 911 over 6 years ago

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1708.04607.pdf] Segaware [ [2017]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1708.04607.pdf]
https://github.com/aharley/segaware 145 about 7 years ago [Caffe]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1611.08408.pdf] Semantic Segmentation using Adversarial Networks [ [2016]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1611.08408.pdf]
https://github.com/oyam/Semantic-Segmentation-using-Adversarial-Networks 104 over 7 years ago [Chainer]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1705.06820.pdf] PixelDCN [ [2017]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1705.06820.pdf]
https://github.com/HongyangGao/PixelDCN 97 almost 6 years ago [Tensorflow]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1803.03816.pdf] ShuffleSeg [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1803.03816.pdf]
https://github.com/MSiam/TFSegmentation 596 almost 2 years ago [TensorFlow]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1802.10349.pdf] AdaptSegNet [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1802.10349.pdf]
https://github.com/wasidennis/AdaptSegNet 849 over 4 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1702.08502.pdf] TuSimple-DUC [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1702.08502.pdf]
https://github.com/TuSimple/TuSimple-DUC 609 about 3 years ago [MxNet]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
http://presentations.cocodataset.org/COCO17-Stuff-FAIR.pdf] FPN [ [2017]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / http://presentations.cocodataset.org/COCO17-Stuff-FAIR.pdf]
https://github.com/qubvel/segmentation_models 4,762 3 months ago [Keras]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/ftp/arxiv/papers/1802/1802.06955.pdf] R2U-Net [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/ftp/arxiv/papers/1802/1802.06955.pdf]
https://github.com/LeeJunHyun/Image_Segmentation#r2u-net 2,746 over 1 year ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1804.03999.pdf] Attention U-Net [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1804.03999.pdf]
https://github.com/LeeJunHyun/Image_Segmentation#attention-u-net 2,746 over 1 year ago [PyTorch]
https://github.com/ozan-oktay/Attention-Gated-Networks 1,910 about 4 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1809.02983.pdf] DANet [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1809.02983.pdf]
https://github.com/junfu1115/DANet 2,408 almost 2 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1811.11254.pdf] ShelfNet [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1811.11254.pdf]
https://github.com/juntang-zhuang/ShelfNet 252 over 3 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1810.07810.pdf] LadderNet [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1810.07810.pdf]
https://github.com/juntang-zhuang/LadderNet 139 about 5 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1808.00897.pdf] BiSeNet [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1808.00897.pdf]
https://github.com/ooooverflow/BiSeNet 395 over 4 years ago [PyTorch]
https://github.com/ycszen/TorchSeg 1,408 over 4 years ago [PyTorch]
https://github.com/zllrunning/face-parsing.PyTorch 2,317 over 1 year ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1803.06815.pdf] ESPNet [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1803.06815.pdf]
https://github.com/sacmehta/ESPNet 541 over 1 year ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1804.09337.pdf] DFN [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1804.09337.pdf]
https://github.com/ycszen/TorchSeg 1,408 over 4 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1811.11721.pdf] CCNet [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1811.11721.pdf]
https://github.com/speedinghzl/CCNet 1,426 over 3 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
http://openaccess.thecvf.com/content_cvpr_2018/papers/Yang_DenseASPP_for_Semantic_CVPR_2018_paper.pdf] DenseASPP [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / http://openaccess.thecvf.com/content_cvpr_2018/papers/Yang_DenseASPP_for_Semantic_CVPR_2018_paper.pdf]
https://github.com/youansheng/torchcv 2,250 about 4 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1902.04502.pdf] Fast-SCNN [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1902.04502.pdf]
https://github.com/DeepVoltaire/Fast-SCNN 71 over 5 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1904.04514.pdf] HRNet [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1904.04514.pdf]
https://github.com/HRNet/HRNet-Semantic-Segmentation 3,156 about 2 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://hszhao.github.io/papers/eccv18_psanet.pdf] PSANet [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://hszhao.github.io/papers/eccv18_psanet.pdf]
https://github.com/hszhao/PSANet 216 about 5 years ago [Caffe]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1901.03784.pdf] UPSNet [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1901.03784.pdf]
https://github.com/uber-research/UPSNet 649 over 5 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1805.04777.pdf] ConvCRF [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1805.04777.pdf]
https://github.com/MarvinTeichmann/ConvCRF 564 about 4 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1906.02849.pdf] Multi-scale Guided Attention for Medical Image Segmentation [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1906.02849.pdf]
https://github.com/sinAshish/Multi-Scale-Attention 460 over 4 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1904.02216.pdf] DFANet [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1904.02216.pdf]
https://github.com/huaifeng1993/DFANet 254 over 4 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1908.03093.pdf] ExtremeC3Net [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1908.03093.pdf]
https://github.com/HYOJINPARK/ExtPortraitSeg 62 about 3 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1803.08904.pdf] EncNet [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1803.08904.pdf]
https://github.com/zhanghang1989/PyTorch-Encoding 2,041 6 months ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1807.10165.pdf] Unet++ [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1807.10165.pdf]
https://github.com/MrGiovanni/UNetPlusPlus 2,304 about 1 year ago [Keras]
https://github.com/4uiiurz1/pytorch-nested-unet 851 over 4 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1903.11816.pdf] FastFCN [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1903.11816.pdf]
https://github.com/wuhuikai/FastFCN 840 about 4 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://www.yongliangyang.net/docs/mobilePotrait_c&g19.pdf] PortraitNet [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://www.yongliangyang.net/docs/mobilePotrait_c&g19.pdf]
https://github.com/dong-x16/PortraitNet 286 over 5 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation
https://arxiv.org/pdf/1907.05740.pdf] GSCNN [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Semantic segmentation / https://arxiv.org/pdf/1907.05740.pdf]
https://github.com/nv-tlabs/gscnn 920 about 1 year ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1611.07709.pdf] FCIS [

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1611.07709.pdf]
https://github.com/msracver/FCIS 1,566 about 3 years ago [MxNet]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1512.04412.pdf] MNC [

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1512.04412.pdf]
https://github.com/daijifeng001/MNC 489 over 7 years ago [Caffe]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1506.06204.pdf] DeepMask [

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1506.06204.pdf]
https://github.com/facebookresearch/deepmask 3,114 almost 6 years ago [Torch]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1603.08695.pdf] SharpMask [

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1603.08695.pdf]
https://github.com/facebookresearch/deepmask 3,114 almost 6 years ago [Torch]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1703.06870.pdf] Mask-RCNN [

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1703.06870.pdf]
https://github.com/CharlesShang/FastMaskRCNN 3,098 almost 4 years ago [Tensorflow]
https://github.com/jasjeetIM/Mask-RCNN 231 over 5 years ago [Caffe]
https://github.com/TuSimple/mx-maskrcnn 1,755 over 6 years ago [MxNet]
https://github.com/matterport/Mask_RCNN 24,699 6 months ago [Keras]
https://github.com/facebookresearch/maskrcnn-benchmark 9,303 almost 2 years ago [PyTorch]
https://github.com/open-mmlab/mmdetection 29,603 3 months ago [PyTorch]
https://github.com/ZFTurbo/Keras-Mask-RCNN-for-Open-Images-2019-Instance-Segmentation 56 about 5 years ago [Keras]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1511.08250.pdf] RIS [

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1511.08250.pdf]
https://github.com/bernard24/RIS 27 over 7 years ago [Torch]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1612.08843.pdf] FastMask [

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1612.08843.pdf]
https://github.com/voidrank/FastMask 215 over 7 years ago [Caffe]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1708.02813.pdf] BlitzNet [

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1708.02813.pdf]
https://github.com/dvornikita/blitznet 313 almost 6 years ago [Tensorflow]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1803.01534.pdf] PANet [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1803.01534.pdf]
https://github.com/ShuLiu1993/PANet 1,335 over 5 years ago [Caffe]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1805.10180.pdf] PAN [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1805.10180.pdf]
https://github.com/JaveyWang/Pyramid-Attention-Networks-pytorch 235 almost 6 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1806.00844.pdf] TernausNetV2 [ [2018]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1806.00844.pdf]
https://github.com/ternaus/TernausNetV2 547 over 4 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1903.00241.pdf] MS R-CNN [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1903.00241.pdf]
https://github.com/zjhuang22/maskscoring_rcnn 1,900 about 4 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1909.07829.pdf] AdaptIS [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1909.07829.pdf]
https://github.com/saic-vul/adaptis 336 over 3 years ago [MxNet][PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1803.10683.pdf] Pose2Seg [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1803.10683.pdf]
https://github.com/liruilong940607/Pose2Seg 529 about 1 year ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1904.02689.pdf] YOLACT [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1904.02689.pdf]
https://github.com/dbolya/yolact 5,033 about 1 year ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1911.06667.pdf] CenterMask [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1911.06667.pdf]
https://github.com/youngwanLEE/CenterMask 771 over 4 years ago [PyTorch]
https://github.com/youngwanLEE/centermask2 781 almost 3 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1908.07801.pdf] InstaBoost [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1908.07801.pdf]
https://github.com/GothicAi/Instaboost 399 almost 5 years ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/1912.04488.pdf] SOLO [ [2019]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/1912.04488.pdf]
https://github.com/WXinlong/SOLO 1,708 11 months ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://arxiv.org/pdf/2003.10152.pdf] SOLOv2 [ [2020]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation / https://arxiv.org/pdf/2003.10152.pdf]
https://github.com/WXinlong/SOLO 1,708 11 months ago [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Instance aware segmentation
https://openaccess.thecvf.com/content_CVPR_2020/papers/Cao_D2Det_Towards_High_Quality_Object_Detection_and_Instance_Segmentation_CVPR_2020_paper.pdf] D2Det [ [2020] + [PyTorch]

Awesome Semantic Segmentation / Networks by architecture / Weakly-supervised segmentation
https://arxiv.org/pdf/1603.06098.pdf] SEC [

Awesome Semantic Segmentation / Networks by architecture / Weakly-supervised segmentation / https://arxiv.org/pdf/1603.06098.pdf]
https://github.com/kolesman/SEC 244 almost 7 years ago [Caffe]

Awesome Semantic Segmentation / RNN
https://arxiv.org/pdf/1505.00393.pdf] ReNet [

Awesome Semantic Segmentation / RNN / https://arxiv.org/pdf/1505.00393.pdf]
https://github.com/fvisin/reseg 125 over 7 years ago [Lasagne]

Awesome Semantic Segmentation / RNN
https://arxiv.org/pdf/1511.07053.pdf] ReSeg [

Awesome Semantic Segmentation / RNN / https://arxiv.org/pdf/1511.07053.pdf]
https://github.com/Wizaron/reseg-pytorch 45 almost 7 years ago [PyTorch]
https://github.com/fvisin/reseg 125 over 7 years ago [Lasagne]

Awesome Semantic Segmentation / RNN
https://arxiv.org/pdf/1511.08250.pdf] RIS [

Awesome Semantic Segmentation / RNN / https://arxiv.org/pdf/1511.08250.pdf]
https://github.com/bernard24/RIS 27 over 7 years ago [Torch]

Awesome Semantic Segmentation / RNN
http://www.robots.ox.ac.uk/%7Eszheng/papers/CRFasRNN.pdf] CRF-RNN [

Awesome Semantic Segmentation / RNN / http://www.robots.ox.ac.uk/%7Eszheng/papers/CRFasRNN.pdf]
https://github.com/martinkersner/train-CRF-RNN 199 about 7 years ago [Caffe]
https://github.com/torrvision/crfasrnn 1,342 almost 5 years ago [Caffe]
https://github.com/NP-coder/CLPS1520Project 5 almost 8 years ago [Tensorflow]
https://github.com/renmengye/rec-attend-public 109 over 4 years ago [Tensorflow]
https://github.com/sadeepj/crfasrnn_keras 603 about 3 years ago [Keras]

Awesome Semantic Segmentation / GANS
https://arxiv.org/pdf/1611.07004.pdf] pix2pix [ [2018]

Awesome Semantic Segmentation / GANS / https://arxiv.org/pdf/1611.07004.pdf]
https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix 23,085 6 months ago [Pytorch]
https://github.com/affinelayer/pix2pix-tensorflow 5,072 almost 4 years ago [Tensorflow]

Awesome Semantic Segmentation / GANS
https://arxiv.org/pdf/1711.11585.pdf] pix2pixHD [ [2018]

Awesome Semantic Segmentation / GANS / https://arxiv.org/pdf/1711.11585.pdf]
https://github.com/NVIDIA/pix2pixHD 6,667 17 days ago

Awesome Semantic Segmentation / GANS
https://arxiv.org/pdf/1806.05034.pdf] Probalistic Unet [ [2018]

Awesome Semantic Segmentation / GANS / https://arxiv.org/pdf/1806.05034.pdf]
https://github.com/SimonKohl/probabilistic_unet 546 over 1 year ago

Awesome Semantic Segmentation / Graphical Models (CRF, MRF)
https://github.com/cvlab-epfl/densecrf 27 over 8 years ago
http://vladlen.info/publications/efficient-inference-in-fully-connected-crfs-with-gaussian-edge-potentials/
http://www.philkr.net/home/densecrf
http://graphics.stanford.edu/projects/densecrf/
https://github.com/amiltonwong/segmentation/blob/master/segmentation.ipynb
https://github.com/jliemansifry/super-simple-semantic-segmentation 21 over 8 years ago
http://users.cecs.anu.edu.au/~jdomke/JGMT/
https://www.quora.com/How-can-one-train-and-test-conditional-random-field-CRF-in-Python-on-our-own-training-testing-dataset
https://github.com/tpeng/python-crfsuite 771 about 2 months ago
https://github.com/chokkan/crfsuite 648 5 months ago
https://sites.google.com/site/zeppethefake/semantic-segmentation-crf-baseline
https://github.com/lucasb-eyer/pydensecrf 1,952 9 months ago

Awesome Semantic Segmentation / Datasets:
Stanford Background Dataset
Sift Flow Dataset
Barcelona Dataset
Microsoft COCO dataset
MSRC Dataset
LITS Liver Tumor Segmentation Dataset
KITTI
Pascal Context
Data from Games dataset
Human parsing dataset 211 over 7 years ago
Mapillary Vistas Dataset
Microsoft AirSim 16,466 5 months ago
MIT Scene Parsing Benchmark
COCO 2017 Stuff Segmentation Challenge
ADE20K Dataset
INRIA Annotations for Graz-02
Daimler dataset
ISBI Challenge: Segmentation of neuronal structures in EM stacks
INRIA Annotations for Graz-02 (IG02)
Pratheepan Dataset
Clothing Co-Parsing (CCP) Dataset 466 over 5 years ago
ApolloScape
UrbanMapper3D
RoadDetector
Cityscapes
CamVid
Inria Aerial Image Labeling

Awesome Semantic Segmentation / Benchmarks
https://github.com/openseg-group/openseg.pytorch 1,190 4 months ago [PyTorch]
https://github.com/open-mmlab/mmsegmentation 8,285 3 months ago [PyTorch]
https://github.com/ZijunDeng/pytorch-semantic-segmentation 1,724 about 5 years ago [PyTorch]
https://github.com/meetshah1995/pytorch-semseg 3,393 about 1 year ago [PyTorch]
https://github.com/GeorgeSeif/Semantic-Segmentation-Suite 2,508 over 3 years ago [Tensorflow]
https://github.com/MSiam/TFSegmentation 596 almost 2 years ago [Tensorflow]
https://github.com/CSAILVision/sceneparsing 462 over 5 years ago [Caffe+Matlab]
https://github.com/BloodAxe/segmentation-networks-benchmark 36 over 5 years ago [PyTorch]
https://github.com/warmspringwinds/pytorch-segmentation-detection 745 over 2 years ago [PyTorch]
https://github.com/ycszen/TorchSeg 1,408 over 4 years ago [PyTorch]
https://github.com/qubvel/segmentation_models 4,762 3 months ago [Keras]
https://github.com/qubvel/segmentation_models.pytorch 9,696 3 days ago [PyTorch]
https://github.com/Tramac/awesome-semantic-segmentation-pytorch 2,870 almost 2 years ago [PyTorch]
https://github.com/hszhao/semseg 1,343 about 2 years ago [PyTorch]
https://github.com/yassouali/pytorch_segmentation 1,686 8 months ago [PyTorch]
https://github.com/divamgupta/image-segmentation-keras 2,916 6 months ago [Keras]
https://github.com/CSAILVision/semantic-segmentation-pytorch 4,948 10 months ago [PyTorch]
https://github.com/thuyngch/Human-Segmentation-PyTorch 558 almost 2 years ago [PyTorch]
https://github.com/PaddlePaddle/PaddleSeg 8,689 7 days ago [PaddlePaddle]

Awesome Semantic Segmentation / Evaluation code
https://github.com/phillipi/pix2pix/tree/master/scripts/eval_cityscapes 10,163 over 3 years ago [Cityscapes dataset]

Awesome Semantic Segmentation / Starter code
https://github.com/mrgloom/keras-semantic-segmentation-example 56 over 6 years ago

Awesome Semantic Segmentation / Annotation Tools:
https://github.com/AKSHAYUBHAT/ImageSegmentation
https://github.com/kyamagu/js-segment-annotator 525 over 5 years ago
https://github.com/CSAILVision/LabelMeAnnotationTool 1,408 over 1 year ago
https://github.com/seanbell/opensurfaces-segmentation-ui 66 over 7 years ago
https://github.com/lzx1413/labelImgPlus 211 about 5 years ago
https://github.com/wkentaro/labelme 13,551 2 months ago
https://github.com/labelbox/labelbox
https://github.com/Deep-Magic/COCO-Style-Dataset-Generator-GUI 144 almost 2 years ago
https://github.com/Labelbox/Labelbox
https://github.com/opencv/cvat 12,622 4 days ago
https://github.com/saic-vul/fbrs_interactive_segmentation 583 about 1 year ago

Awesome Semantic Segmentation / Results:
MSRC-21
Cityscapes
VOC2012
https://paperswithcode.com/task/semantic-segmentation

Awesome Semantic Segmentation / Metrics
https://github.com/martinkersner/py_img_seg_eval 282 over 8 years ago

Awesome Semantic Segmentation / Losses
https://github.com/JunMa11/SegLoss 3,819 about 1 year ago
http://www.cs.umanitoba.ca/~ywang/papers/isvc16.pdf
https://arxiv.org/pdf/1705.08790.pdf
https://arxiv.org/pdf/1707.03237.pdf
http://www.bmva.org/bmvc/2013/Papers/paper0032/paper0032.pdf

Awesome Semantic Segmentation / Other lists
https://paperswithcode.com/task/semantic-segmentation
https://github.com/tangzhenyu/SemanticSegmentation_DL 1,109 over 3 years ago
https://github.com/nightrome/really-awesome-semantic-segmentation 402 over 6 years ago
https://github.com/JackieZhangdx/InstanceSegmentationList 88 over 6 years ago
https://github.com/damminhtien/awesome-semantic-segmentation 21 over 2 years ago

Awesome Semantic Segmentation / Medical image segmentation:
https://github.com/NVIDIA/DIGITS/tree/master/examples/medical-imaging 4,121 over 1 year ago
http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net/
https://github.com/dmlc/mxnet/issues/1514 20,781 about 1 year ago
https://github.com/orobix/retina-unet 1,282 about 2 years ago
https://github.com/fvisin/reseg 125 over 7 years ago
https://github.com/yulequan/melanoma-recognition 51 almost 8 years ago
http://www.andrewjanowczyk.com/use-case-1-nuclei-segmentation/
https://github.com/junyanz/MCILBoost 29 over 4 years ago
https://github.com/imlab-uiip/lung-segmentation-2d 172 over 4 years ago
https://github.com/scottykwok/cervix-roi-segmentation-by-unet 35 about 7 years ago
https://github.com/WeidiXie/cell_counting_v2 120 over 7 years ago
https://github.com/yandexdataschool/YSDA_deeplearning17/blob/master/Seminar6/Seminar%206%20-%20segmentation.ipynb 116 over 7 years ago
https://github.com/IBBM/Cascaded-FCN 304 almost 7 years ago
https://github.com/jocicmarko/ultrasound-nerve-segmentation 939 about 6 years ago
https://github.com/EdwardTyantov/ultrasound-nerve-segmentation 181 over 6 years ago
https://github.com/intact-project/ild-cnn 24 over 8 years ago
https://github.com/scottykwok/cervix-roi-segmentation-by-unet 35 about 7 years ago
https://github.com/lishen/end2end-all-conv 374 over 2 years ago
https://github.com/imatge-upc/liverseg-2017-nipsws 99 almost 4 years ago
https://github.com/DLTK/DLTK/tree/master/examples/applications/MRBrainS13_tissue_segmentation 1,429 over 1 year ago
https://github.com/ecobost/cnn4brca 75 over 7 years ago
https://www2.warwick.ac.uk/fac/sci/dcs/people/research/csrkbb/tmi2016_ks.pdf

Awesome Semantic Segmentation / Medical image segmentation: / Sliding window approach
http://people.idsia.ch/~juergen/nips2012.pdf

Awesome Semantic Segmentation / Medical image segmentation:
https://github.com/albarqouni/Deep-Learning-for-Medical-Applications#segmentation 1,569 over 2 years ago
https://luna16.grand-challenge.org/
https://camelyon16.grand-challenge.org/
https://github.com/beamandrew/medical-data 5,829 about 1 year ago

Awesome Semantic Segmentation / Satellite images segmentation
https://github.com/mshivaprakash/sat-seg-thesis 10 11 months ago
https://github.com/KGPML/Hyperspectral 298 almost 6 years ago
https://github.com/lopuhin/kaggle-dstl 207 over 6 years ago
https://github.com/mitmul/ssai 27 over 8 years ago
https://github.com/mitmul/ssai-cnn 260 over 3 years ago
https://github.com/azavea/raster-vision 2,082 20 days ago
https://github.com/nshaud/DeepNetsForEO 476 about 5 years ago
https://github.com/trailbehind/DeepOSM 1,320 over 7 years ago
https://github.com/mapbox/robosat 2,024 about 4 years ago
https://github.com/datapink/robosat.pink

Awesome Semantic Segmentation / Satellite images segmentation / Data:
https://github.com/RSIA-LIESMARS-WHU/RSOD-Dataset- 185 over 5 years ago
https://spacenetchallenge.github.io/] SpaceNet[
https://github.com/chrieke/awesome-satellite-imagery-datasets 3,652 over 2 years ago

Awesome Semantic Segmentation / Video segmentation
https://github.com/shelhamer/clockwork-fcn 141 almost 8 years ago
https://github.com/JingchunCheng/Seg-with-SPN 144 over 6 years ago

Awesome Semantic Segmentation / Autonomous driving
https://github.com/MarvinTeichmann/MultiNet 548 over 5 years ago
https://github.com/MarvinTeichmann/KittiSeg 911 over 6 years ago
https://github.com/vxy10/p5_VehicleDetection_Unet 95 almost 8 years ago [Keras]
https://github.com/ndrplz/self-driving-car 2,781 over 1 year ago
https://github.com/mvirgo/MLND-Capstone 431 over 4 years ago
https://github.com/zhujun98/semantic_segmentation/tree/master/fcn8s_road 6 almost 6 years ago
https://github.com/MaybeShewill-CV/lanenet-lane-detection 2,364 12 months ago

Awesome Semantic Segmentation / Networks by framework (Older list)
https://github.com/gakarak/FCN_MSCOCO_Food_Segmentation 11 over 7 years ago
https://github.com/abbypa/NNProject_DeepMask 187 about 8 years ago
https://github.com/warmspringwinds/tf-image-segmentation 549 about 7 years ago
https://github.com/xiaolonw/nips14_loc_seg_testonly 25 over 9 years ago
https://github.com/naibaf7/caffe_neural_tool 15 over 8 years ago
https://github.com/erogol/seg-torch 37 almost 8 years ago
https://github.com/phillipi/pix2pix 10,163 over 3 years ago
https://github.com/itijyou/ademxapp 340 over 4 years ago

Awesome Semantic Segmentation / Papers and Code (Older list)
http://www.eecs.berkeley.edu/Research/Projects/CS/vision/shape/sds/
https://github.com/bharath272/sds_eccv2014 96 over 7 years ago
https://github.com/HyeonwooNoh/DecoupledNet 74 over 9 years ago
http://vladlen.info/publications/learning-to-propose-objects/
https://github.com/philkr/lpo 90 about 9 years ago
http://people.csail.mit.edu/celiu/LabelTransfer/code.html
https://github.com/cvjena/cn24 123 about 3 years ago
http://lmb.informatik.uni-freiburg.de/resources/software.php
https://github.com/NVIDIA/DIGITS/tree/master/examples/semantic-segmentation 4,121 over 1 year ago
http://jamie.shotton.org/work/code.html
https://github.com/amueller/textonboost 32 over 11 years ago

Awesome Semantic Segmentation / To look at
https://github.com/fchollet/keras/issues/6538 62,045 6 days ago
https://github.com/warmspringwinds/tensorflow_notes 226 almost 6 years ago
https://github.com/kjw0612/awesome-deep-vision#semantic-segmentation 10,830 over 1 year ago
https://github.com/desimone/segmentation-models 16 almost 8 years ago
https://github.com/nightrome/really-awesome-semantic-segmentation 402 over 6 years ago
https://github.com/kjw0612/awesome-deep-vision#semantic-segmentation 10,830 over 1 year ago
http://www.it-caesar.com/list-of-contemporary-semantic-segmentation-datasets/
https://github.com/MichaelXin/Awesome-Caffe#23-image-segmentation 221 about 5 years ago
https://github.com/warmspringwinds/pytorch-segmentation-detection 745 over 2 years ago
https://github.com/neuropoly/axondeepseg 115 9 days ago
https://github.com/petrochenko-pavel-a/segmentation_training_pipeline 53 almost 5 years ago

Awesome Semantic Segmentation / Blog posts, other:
https://handong1587.github.io/deep_learning/2015/10/09/segmentation.html
http://www.andrewjanowczyk.com/efficient-pixel-wise-deep-learning-on-large-images/
https://devblogs.nvidia.com/parallelforall/image-segmentation-using-digits-5/
https://github.com/NVIDIA/DIGITS/tree/master/examples/binary-segmentation 4,121 over 1 year ago
https://github.com/NVIDIA/DIGITS/tree/master/examples/semantic-segmentation 4,121 over 1 year ago
http://blog.qure.ai/notes/semantic-segmentation-deep-learning-review
https://medium.com/@barvinograd1/instance-embedding-instance-segmentation-without-proposals-31946a7c53e1

Backlinks from these awesome lists:

More related projects: