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/unet4,623over 2 years ago[Keras]
https://github.com/jocicmarko/ultrasound-nerve-segmentation940almost 8 years ago[Keras]
https://github.com/EdwardTyantov/ultrasound-nerve-segmentation181about 8 years ago[Keras]
https://github.com/ZFTurbo/ZF_UNET_224_Pretrained_Model214about 5 years ago[Keras]
https://github.com/yihui-he/u-net430over 2 years ago[Keras]
https://github.com/jakeret/tf_unet1,902over 6 years ago[Tensorflow]
https://github.com/divamgupta/image-segmentation-keras2,930over 2 years ago[Keras]
https://github.com/ZijunDeng/pytorch-semantic-segmentation1,729almost 7 years ago[PyTorch]
https://github.com/akirasosa/mobile-semantic-segmentation715almost 4 years ago[Keras]
https://github.com/orobix/retina-unet1,288about 4 years ago[Keras]
https://github.com/qureai/ultrasound-nerve-segmentation-using-torchnet48about 10 years ago[Torch]
https://github.com/ternaus/TernausNet1,049almost 4 years ago[PyTorch]
https://github.com/qubvel/segmentation_models4,779about 2 years ago[Keras]
https://github.com/LeeJunHyun/Image_Segmentation#u-net2,780about 3 years ago[PyTorch]
https://github.com/yassouali/pytorch_segmentation1,705over 2 years 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-segnet1,080over 8 years ago[Caffe]
https://github.com/developmentseed/caffe/tree/segnet-multi-gpu6over 8 years ago[Caffe]
https://github.com/preddy5/segnet205over 4 years ago[Keras]
https://github.com/imlab-uiip/keras-segnet185over 8 years ago[Keras]
https://github.com/andreaazzini/segnet66over 9 years ago[Tensorflow]
https://github.com/fedor-chervinskii/segnet-torch6about 10 years ago[Torch]
https://github.com/0bserver07/Keras-SegNet-Basic83almost 10 years ago[Keras]
https://github.com/tkuanlun350/Tensorflow-SegNet369almost 9 years ago[Tensorflow]
https://github.com/divamgupta/image-segmentation-keras2,930over 2 years ago[Keras]
https://github.com/ZijunDeng/pytorch-semantic-segmentation1,729almost 7 years ago[PyTorch]
https://github.com/chainer/chainercv/tree/master/examples/segnet1,485about 5 years ago[Chainer]
https://github.com/ykamikawa/keras-SegNet179over 6 years ago[Keras]
https://github.com/ykamikawa/tf-keras-SegNet179over 6 years ago[Keras]
https://github.com/yassouali/pytorch_segmentation1,705over 2 years 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-Context239about 10 years ago[Caffe]
https://github.com/msracver/Deformable-ConvNets/tree/master/deeplab4,057almost 5 years ago[MXNet]
https://github.com/DrSleep/tensorflow-deeplab-resnet1,252almost 5 years ago[Tensorflow]
https://github.com/muyang0320/tensorflow-deeplab-resnet-crf18almost 9 years ago[TensorFlow]
https://github.com/isht7/pytorch-deeplab-resnet602about 3 years ago[PyTorch]
https://github.com/bermanmaxim/jaccardSegment97over 9 years ago[PyTorch]
https://github.com/martinkersner/train-DeepLab172over 9 years ago[Caffe]
https://github.com/chenxi116/TF-deeplab22about 9 years ago[Tensorflow]
https://github.com/bonlime/keras-deeplab-v3-plus1,360almost 2 years ago[Keras]
https://github.com/tensorflow/models/tree/master/research/deeplab77,258almost 2 years ago[Tensorflow]
https://github.com/speedinghzl/pytorch-segmentation-toolbox772over 6 years ago[PyTorch]
https://github.com/kazuto1011/deeplab-pytorch1,098almost 4 years ago[PyTorch]
https://github.com/youansheng/torchcv2,249almost 6 years ago[PyTorch]
https://github.com/yassouali/pytorch_segmentation1,705over 2 years ago[PyTorch]
https://github.com/hualin95/Deeplab-v3plus334almost 3 years 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-fcn175over 10 years ago[MatConvNet]
https://github.com/shelhamer/fcn.berkeleyvision.org3,318almost 5 years ago[Caffe]
https://github.com/MarvinTeichmann/tensorflow-fcn1,102almost 9 years ago[Tensorflow]
https://github.com/aurora95/Keras-FCN650over 8 years ago[Keras]
https://github.com/mzaradzki/neuralnets/tree/master/vgg_segmentation_keras162about 9 years ago[Keras]
https://github.com/k3nt0w/FCN_via_keras48over 9 years ago[Keras]
https://github.com/shekkizh/FCN.tensorflow1,251over 4 years ago[Tensorflow]
https://github.com/seewalker/tf-pixelwise13almost 10 years ago[Tensorflow]
https://github.com/divamgupta/image-segmentation-keras2,930over 2 years ago[Keras]
https://github.com/ZijunDeng/pytorch-semantic-segmentation1,729almost 7 years ago[PyTorch]
https://github.com/wkentaro/pytorch-fcn1,750over 3 years ago[PyTorch]
https://github.com/wkentaro/fcn218almost 5 years ago[Chainer]
https://github.com/apache/incubator-mxnet/tree/master/example/fcn-xs20,791almost 3 years ago[MxNet]
https://github.com/muyang0320/tf-fcn9almost 9 years ago[Tensorflow]
https://github.com/ycszen/pytorch-seg415about 7 years ago[PyTorch]
https://github.com/Kaixhin/FCN-semantic-segmentation188about 8 years ago[PyTorch]
https://github.com/petrama/VGGSegmentation6over 9 years ago[Tensorflow]
https://github.com/simonguist/testing-fcn-for-cityscapes27over 8 years ago[Caffe]
https://github.com/hellochick/semantic-segmentation-tensorflow84over 8 years ago[Tensorflow]
https://github.com/pierluigiferrari/fcn8s_tensorflow51over 6 years ago[Tensorflow]
https://github.com/theduynguyen/Keras-FCN15over 9 years ago[Keras]
https://github.com/JihongJu/keras-fcn202about 9 years ago[Keras]
https://github.com/yassouali/pytorch_segmentation1,705over 2 years 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/ENet585over 5 years ago[Caffe]
https://github.com/e-lab/ENet-training351about 9 years ago[Torch]
https://github.com/PavlosMelissinos/enet-keras115almost 4 years ago[Keras]
https://github.com/fregu856/segmentation245almost 8 years ago[Tensorflow]
https://github.com/kwotsin/TensorFlow-ENet257about 7 years ago[Tensorflow]
https://github.com/davidtvs/PyTorch-ENet392over 5 years ago[PyTorch]
https://github.com/yassouali/pytorch_segmentation1,705over 2 years 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/LinkNet168about 9 years ago[Torch]
https://github.com/qubvel/segmentation_models4,779about 2 years 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-DenseNet487almost 4 years ago[Lasagne]
https://github.com/HasnainRaz/FC-DenseNet-TensorFlow123almost 8 years ago[Tensorflow]
https://github.com/0bserver07/One-Hundred-Layers-Tiramisu197over 2 years 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_keras301over 7 years ago[Keras]
https://github.com/fyu/dilation782over 8 years ago[Caffe]
https://github.com/fyu/drn#semantic-image-segmentataion1,104over 6 years ago[PyTorch]
https://github.com/hangzhaomit/semantic-segmentation-pytorch4,963over 2 years 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/PixelNet196over 9 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/ICNet605over 4 years ago[Caffe]
https://github.com/aitorzip/Keras-ICNet86over 8 years ago[Keras]
https://github.com/hellochick/ICNet-tensorflow406about 6 years ago[Tensorflow]
https://github.com/oandrienko/fast-semantic-segmentation220almost 7 years ago[Tensorflow]
https://github.com/supervisely/supervisely/tree/master/plugins/nn/icnet463almost 2 years 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/erfnet120almost 7 years ago[Torch]
https://github.com/Eromera/erfnet_pytorch432almost 7 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/refinenet589over 7 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/PSPNet1,598over 4 years ago[Caffe]
https://github.com/ZijunDeng/pytorch-semantic-segmentation1,729almost 7 years ago[PyTorch]
https://github.com/mitmul/chainer-pspnet74almost 8 years ago[Chainer]
https://github.com/Vladkryvoruchko/PSPNet-Keras-tensorflow394almost 7 years ago[Keras/Tensorflow]
https://github.com/pudae/tensorflow-pspnet47about 9 years ago[Tensorflow]
https://github.com/hellochick/PSPNet-tensorflow326over 7 years ago[Tensorflow]
https://github.com/hellochick/semantic-segmentation-tensorflow84over 8 years ago[Tensorflow]
https://github.com/qubvel/segmentation_models4,779about 2 years ago[Keras]
https://github.com/oandrienko/fast-semantic-segmentation220almost 7 years ago[Tensorflow]
https://github.com/speedinghzl/pytorch-segmentation-toolbox772over 6 years ago[PyTorch]
https://github.com/youansheng/torchcv2,249almost 6 years ago[PyTorch]
https://github.com/yassouali/pytorch_segmentation1,705over 2 years ago[PyTorch]
https://github.com/holyseven/PSPNet-TF-Reproduce125over 5 years ago[Tensorflow]
https://github.com/kazuto1011/pspnet-pytorch52over 7 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/DeconvNet325over 11 years ago[Caffe]
https://github.com/fabianbormann/Tensorflow-DeconvNet-Segmentation220almost 8 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/FRRN280about 9 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-segmentation1,729almost 7 years ago[PyTorch]
https://github.com/ycszen/pytorch-seg415about 7 years ago[PyTorch]
https://github.com/yassouali/pytorch_segmentation1,705over 2 years 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/LRR59almost 10 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-segmentation1,729almost 7 years ago[PyTorch]
https://github.com/ycszen/pytorch-seg415about 7 years ago[PyTorch]
https://github.com/yassouali/pytorch_segmentation1,705over 2 years 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/MultiNet549over 7 years ago
https://github.com/MarvinTeichmann/KittiSeg911over 8 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/segaware146almost 9 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-Networks104about 9 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/PixelDCN97almost 8 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/TFSegmentation597almost 4 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/AdaptSegNet851about 6 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-DUC613almost 5 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_models4,779about 2 years 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-net2,780about 3 years 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-net2,780about 3 years ago[PyTorch]
https://github.com/ozan-oktay/Attention-Gated-Networks1,927almost 6 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/DANet2,414almost 4 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/ShelfNet252over 5 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/LadderNet140about 7 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/BiSeNet395over 6 years ago[PyTorch]
https://github.com/ycszen/TorchSeg1,408over 6 years ago[PyTorch]
https://github.com/zllrunning/face-parsing.PyTorch2,346over 3 years 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/ESPNet542about 3 years 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/TorchSeg1,408over 6 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/CCNet1,432over 5 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/torchcv2,249almost 6 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-SCNN71over 7 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-Segmentation3,178almost 4 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/PSANet218about 7 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/UPSNet648about 7 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/ConvCRF564almost 6 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-Attention461over 6 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/DFANet255over 6 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/ExtPortraitSeg62almost 5 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-Encoding2,044over 2 years 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/UNetPlusPlus2,336almost 3 years ago[Keras]
https://github.com/4uiiurz1/pytorch-nested-unet868over 6 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/FastFCN841almost 6 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/PortraitNet288about 7 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/gscnn920almost 3 years 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/FCIS1,567almost 5 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/MNC489over 9 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/deepmask3,114over 7 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/deepmask3,114over 7 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/FastMaskRCNN3,100over 5 years ago[Tensorflow]
https://github.com/jasjeetIM/Mask-RCNN231over 7 years ago[Caffe]
https://github.com/TuSimple/mx-maskrcnn1,755over 8 years ago[MxNet]
https://github.com/matterport/Mask_RCNN24,770over 2 years ago[Keras]
https://github.com/facebookresearch/maskrcnn-benchmark9,316over 3 years ago[PyTorch]
https://github.com/open-mmlab/mmdetection29,808about 2 years ago[PyTorch]
https://github.com/ZFTurbo/Keras-Mask-RCNN-for-Open-Images-2019-Instance-Segmentation56almost 7 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/RIS27about 9 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/FastMask215about 9 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/blitznet313almost 8 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/PANet1,340over 7 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-pytorch237almost 8 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/TernausNetV2548over 6 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_rcnn1,901almost 6 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/adaptis336over 5 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/Pose2Seg529about 3 years 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/yolact5,051almost 3 years 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/CenterMask774over 6 years ago[PyTorch]
https://github.com/youngwanLEE/centermask2783over 4 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/Instaboost399over 6 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/SOLO1,714over 2 years 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/SOLO1,714over 2 years 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/SEC245over 8 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/reseg125about 9 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-pytorch46over 8 years ago[PyTorch]
https://github.com/fvisin/reseg125about 9 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/RIS27about 9 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-RNN199almost 9 years ago[Caffe]
https://github.com/torrvision/crfasrnn1,342almost 7 years ago[Caffe]
https://github.com/NP-coder/CLPS1520Project5almost 10 years ago[Tensorflow]
https://github.com/renmengye/rec-attend-public110about 6 years ago[Tensorflow]
https://github.com/sadeepj/crfasrnn_keras603almost 5 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-pix2pix23,272over 2 years ago[Pytorch]
https://github.com/affinelayer/pix2pix-tensorflow5,075over 5 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/pix2pixHD6,685almost 2 years 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_unet548over 3 years ago

Awesome Semantic Segmentation / Graphical Models (CRF, MRF)

https://github.com/cvlab-epfl/densecrf27over 10 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-segmentation21over 10 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-crfsuite771almost 2 years ago
https://github.com/chokkan/crfsuite649over 2 years ago
https://sites.google.com/site/zeppethefake/semantic-segmentation-crf-baseline
https://github.com/lucasb-eyer/pydensecrf1,962over 2 years 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 dataset213about 9 years ago
Mapillary Vistas Dataset
Microsoft AirSim16,581over 2 years 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) Dataset469over 7 years ago
ApolloScape
UrbanMapper3D
RoadDetector
Cityscapes
CamVid
Inria Aerial Image Labeling

Awesome Semantic Segmentation / Benchmarks

https://github.com/openseg-group/openseg.pytorch1,191about 2 years ago[PyTorch]
https://github.com/open-mmlab/mmsegmentation8,406about 2 years ago[PyTorch]
https://github.com/ZijunDeng/pytorch-semantic-segmentation1,729almost 7 years ago[PyTorch]
https://github.com/meetshah1995/pytorch-semseg3,400almost 3 years ago[PyTorch]
https://github.com/GeorgeSeif/Semantic-Segmentation-Suite2,510over 5 years ago[Tensorflow]
https://github.com/MSiam/TFSegmentation597almost 4 years ago[Tensorflow]
https://github.com/CSAILVision/sceneparsing463over 7 years ago[Caffe+Matlab]
https://github.com/BloodAxe/segmentation-networks-benchmark36over 7 years ago[PyTorch]
https://github.com/warmspringwinds/pytorch-segmentation-detection748over 4 years ago[PyTorch]
https://github.com/ycszen/TorchSeg1,408over 6 years ago[PyTorch]
https://github.com/qubvel/segmentation_models4,779about 2 years ago[Keras]
https://github.com/qubvel/segmentation_models.pytorch9,829almost 2 years ago[PyTorch]
https://github.com/Tramac/awesome-semantic-segmentation-pytorch2,895over 3 years ago[PyTorch]
https://github.com/hszhao/semseg1,347about 4 years ago[PyTorch]
https://github.com/yassouali/pytorch_segmentation1,705over 2 years ago[PyTorch]
https://github.com/divamgupta/image-segmentation-keras2,930over 2 years ago[Keras]
https://github.com/CSAILVision/semantic-segmentation-pytorch4,963over 2 years ago[PyTorch]
https://github.com/thuyngch/Human-Segmentation-PyTorch558almost 4 years ago[PyTorch]
https://github.com/PaddlePaddle/PaddleSeg8,772almost 2 years ago[PaddlePaddle]

Awesome Semantic Segmentation / Evaluation code

https://github.com/phillipi/pix2pix/tree/master/scripts/eval_cityscapes10,208over 5 years ago[Cityscapes dataset]

Awesome Semantic Segmentation / Starter code

https://github.com/mrgloom/keras-semantic-segmentation-example56over 8 years ago

Awesome Semantic Segmentation / Annotation Tools:

https://github.com/AKSHAYUBHAT/ImageSegmentation
https://github.com/kyamagu/js-segment-annotator526over 7 years ago
https://github.com/CSAILVision/LabelMeAnnotationTool1,411over 3 years ago
https://github.com/seanbell/opensurfaces-segmentation-ui66over 9 years ago
https://github.com/lzx1413/labelImgPlus211about 7 years ago
https://github.com/wkentaro/labelme13,728almost 2 years ago
https://github.com/labelbox/labelbox
https://github.com/Deep-Magic/COCO-Style-Dataset-Generator-GUI144almost 4 years ago
https://github.com/Labelbox/Labelbox
https://github.com/opencv/cvat12,821almost 2 years ago
https://github.com/saic-vul/fbrs_interactive_segmentation583almost 3 years 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_eval282over 10 years ago

Awesome Semantic Segmentation / Losses

https://github.com/JunMa11/SegLoss3,839almost 3 years 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_DL1,109over 5 years ago
https://github.com/nightrome/really-awesome-semantic-segmentation402over 8 years ago
https://github.com/JackieZhangdx/InstanceSegmentationList88over 8 years ago
https://github.com/damminhtien/awesome-semantic-segmentation21over 4 years ago

Awesome Semantic Segmentation / Medical image segmentation:

https://github.com/NVIDIA/DIGITS/tree/master/examples/medical-imaging4,126over 3 years ago
http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net/
https://github.com/dmlc/mxnet/issues/151420,791almost 3 years ago
https://github.com/orobix/retina-unet1,288about 4 years ago
https://github.com/fvisin/reseg125about 9 years ago
https://github.com/yulequan/melanoma-recognition51over 9 years ago
http://www.andrewjanowczyk.com/use-case-1-nuclei-segmentation/
https://github.com/junyanz/MCILBoost29about 6 years ago
https://github.com/imlab-uiip/lung-segmentation-2d173over 6 years ago
https://github.com/scottykwok/cervix-roi-segmentation-by-unet35about 9 years ago
https://github.com/WeidiXie/cell_counting_v2120over 9 years ago
https://github.com/yandexdataschool/YSDA_deeplearning17/blob/master/Seminar6/Seminar%206%20-%20segmentation.ipynb116over 9 years ago
https://github.com/IBBM/Cascaded-FCN304over 8 years ago
https://github.com/jocicmarko/ultrasound-nerve-segmentation940almost 8 years ago
https://github.com/EdwardTyantov/ultrasound-nerve-segmentation181about 8 years ago
https://github.com/intact-project/ild-cnn24over 10 years ago
https://github.com/scottykwok/cervix-roi-segmentation-by-unet35about 9 years ago
https://github.com/lishen/end2end-all-conv378over 4 years ago
https://github.com/imatge-upc/liverseg-2017-nipsws99over 5 years ago
https://github.com/DLTK/DLTK/tree/master/examples/applications/MRBrainS13_tissue_segmentation1,431over 3 years ago
https://github.com/ecobost/cnn4brca75over 9 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#segmentation1,573over 4 years ago
https://luna16.grand-challenge.org/
https://camelyon16.grand-challenge.org/
https://github.com/beamandrew/medical-data5,844almost 3 years ago

Awesome Semantic Segmentation / Satellite images segmentation

https://github.com/mshivaprakash/sat-seg-thesis10over 2 years ago
https://github.com/KGPML/Hyperspectral298over 7 years ago
https://github.com/lopuhin/kaggle-dstl207over 8 years ago
https://github.com/mitmul/ssai27over 10 years ago
https://github.com/mitmul/ssai-cnn260about 5 years ago
https://github.com/azavea/raster-vision2,099almost 2 years ago
https://github.com/nshaud/DeepNetsForEO477almost 7 years ago
https://github.com/trailbehind/DeepOSM1,321over 9 years ago
https://github.com/mapbox/robosat2,027about 6 years ago
https://github.com/datapink/robosat.pink

Awesome Semantic Segmentation / Satellite images segmentation / Data:

https://github.com/RSIA-LIESMARS-WHU/RSOD-Dataset-190over 7 years ago
https://spacenetchallenge.github.io/]SpaceNet[
https://github.com/chrieke/awesome-satellite-imagery-datasets3,676about 4 years ago

Awesome Semantic Segmentation / Video segmentation

https://github.com/shelhamer/clockwork-fcn141over 9 years ago
https://github.com/JingchunCheng/Seg-with-SPN144over 8 years ago

Awesome Semantic Segmentation / Autonomous driving

https://github.com/MarvinTeichmann/MultiNet549over 7 years ago
https://github.com/MarvinTeichmann/KittiSeg911over 8 years ago
https://github.com/vxy10/p5_VehicleDetection_Unet95over 9 years ago[Keras]
https://github.com/ndrplz/self-driving-car2,790over 3 years ago
https://github.com/mvirgo/MLND-Capstone433over 6 years ago
https://github.com/zhujun98/semantic_segmentation/tree/master/fcn8s_road6over 7 years ago
https://github.com/MaybeShewill-CV/lanenet-lane-detection2,382almost 3 years ago

Awesome Semantic Segmentation / Networks by framework (Older list)

https://github.com/gakarak/FCN_MSCOCO_Food_Segmentation11over 9 years ago
https://github.com/abbypa/NNProject_DeepMask187almost 10 years ago
https://github.com/warmspringwinds/tf-image-segmentation549about 9 years ago
https://github.com/xiaolonw/nips14_loc_seg_testonly25over 11 years ago
https://github.com/naibaf7/caffe_neural_tool15over 10 years ago
https://github.com/erogol/seg-torch37over 9 years ago
https://github.com/phillipi/pix2pix10,208over 5 years ago
https://github.com/itijyou/ademxapp340about 6 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_eccv201496over 9 years ago
https://github.com/HyeonwooNoh/DecoupledNet74over 11 years ago
http://vladlen.info/publications/learning-to-propose-objects/
https://github.com/philkr/lpo90about 11 years ago
http://people.csail.mit.edu/celiu/LabelTransfer/code.html
https://github.com/cvjena/cn24123about 5 years ago
http://lmb.informatik.uni-freiburg.de/resources/software.php
https://github.com/NVIDIA/DIGITS/tree/master/examples/semantic-segmentation4,126over 3 years ago
http://jamie.shotton.org/work/code.html
https://github.com/amueller/textonboost32over 13 years ago

Awesome Semantic Segmentation / To look at

https://github.com/fchollet/keras/issues/653862,196almost 2 years ago
https://github.com/warmspringwinds/tensorflow_notes227over 7 years ago
https://github.com/kjw0612/awesome-deep-vision#semantic-segmentation10,845about 3 years ago
https://github.com/desimone/segmentation-models16over 9 years ago
https://github.com/nightrome/really-awesome-semantic-segmentation402over 8 years ago
https://github.com/kjw0612/awesome-deep-vision#semantic-segmentation10,845about 3 years ago
http://www.it-caesar.com/list-of-contemporary-semantic-segmentation-datasets/
https://github.com/MichaelXin/Awesome-Caffe#23-image-segmentation221about 7 years ago
https://github.com/warmspringwinds/pytorch-segmentation-detection748over 4 years ago
https://github.com/neuropoly/axondeepseg115almost 2 years ago
https://github.com/petrochenko-pavel-a/segmentation_training_pipeline53over 6 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-segmentation4,126over 3 years ago
https://github.com/NVIDIA/DIGITS/tree/master/examples/semantic-segmentation4,126over 3 years 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: