Awesome Semantic Segmentation

Networks by architecture

FCIS [https://arxiv.org/pdf/1611.07709.pdf]
- https://github.com/msracver/FCIS [MxNet]
MNC [https://arxiv.org/pdf/1512.04412.pdf]
- https://github.com/daijifeng001/MNC [Caffe]
DeepMask [https://arxiv.org/pdf/1506.06204.pdf]
- https://github.com/facebookresearch/deepmask [Torch]
SharpMask [https://arxiv.org/pdf/1603.08695.pdf]
- https://github.com/facebookresearch/deepmask [Torch]
Mask-RCNN [https://arxiv.org/pdf/1703.06870.pdf]
- https://github.com/CharlesShang/FastMaskRCNN [Tensorflow]
- https://github.com/jasjeetIM/Mask-RCNN [Caffe]
- https://github.com/TuSimple/mx-maskrcnn [MxNet]
- https://github.com/matterport/Mask_RCNN [Keras]
- https://github.com/facebookresearch/maskrcnn-benchmark [PyTorch]
- https://github.com/open-mmlab/mmdetection [PyTorch]
- https://github.com/ZFTurbo/Keras-Mask-RCNN-for-Open-Images-2019-Instance-Segmentation [Keras]
RIS [https://arxiv.org/pdf/1511.08250.pdf]
- https://github.com/bernard24/RIS [Torch]
FastMask [https://arxiv.org/pdf/1612.08843.pdf]
- https://github.com/voidrank/FastMask [Caffe]
BlitzNet [https://arxiv.org/pdf/1708.02813.pdf]
- https://github.com/dvornikita/blitznet [Tensorflow]
PANet [https://arxiv.org/pdf/1803.01534.pdf] [2018]
- https://github.com/ShuLiu1993/PANet [Caffe]
PAN [https://arxiv.org/pdf/1805.10180.pdf] [2018]
- https://github.com/JaveyWang/Pyramid-Attention-Networks-pytorch [PyTorch]
TernausNetV2 [https://arxiv.org/pdf/1806.00844.pdf] [2018]
- https://github.com/ternaus/TernausNetV2 [PyTorch]
MS R-CNN [https://arxiv.org/pdf/1903.00241.pdf] [2019]
- https://github.com/zjhuang22/maskscoring_rcnn [PyTorch]
AdaptIS [https://arxiv.org/pdf/1909.07829.pdf] [2019]
- https://github.com/saic-vul/adaptis [MxNet][PyTorch]
Pose2Seg [https://arxiv.org/pdf/1803.10683.pdf] [2019]
- https://github.com/liruilong940607/Pose2Seg [PyTorch]
YOLACT [https://arxiv.org/pdf/1904.02689.pdf] [2019]
- https://github.com/dbolya/yolact [PyTorch]
CenterMask [https://arxiv.org/pdf/1911.06667.pdf] [2019]
- https://github.com/youngwanLEE/CenterMask [PyTorch]
- https://github.com/youngwanLEE/centermask2 [PyTorch]
InstaBoost [https://arxiv.org/pdf/1908.07801.pdf] [2019]
- https://github.com/GothicAi/Instaboost [PyTorch]
SOLO [https://arxiv.org/pdf/1912.04488.pdf] [2019]
- https://github.com/WXinlong/SOLO [PyTorch]
SOLOv2 [https://arxiv.org/pdf/2003.10152.pdf] [2020]
- https://github.com/WXinlong/SOLO [PyTorch]
D2Det [https://openaccess.thecvf.com/content_CVPR_2020/papers/Cao_D2Det_Towards_High_Quality_Object_Detection_and_Instance_Segmentation_CVPR_2020_paper.pdf] [2020] +https://github.com/JialeCao001/D2Det [PyTorch]

SEC [https://arxiv.org/pdf/1603.06098.pdf]
- https://github.com/kolesman/SEC [Caffe]

RNN

GANS

pix2pix [https://arxiv.org/pdf/1611.07004.pdf] [2018]
- https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix [Pytorch]
- https://github.com/affinelayer/pix2pix-tensorflow [Tensorflow]
pix2pixHD [https://arxiv.org/pdf/1711.11585.pdf] [2018]
- https://github.com/NVIDIA/pix2pixHD
Probalistic Unet [https://arxiv.org/pdf/1806.05034.pdf] [2018]
- https://github.com/SimonKohl/probabilistic_unet

Graphical Models (CRF, MRF)

Datasets:

Benchmarks

Evaluation code

Starter code

Annotation Tools:

Results:

Metrics

Losses

Other lists

Medical image segmentation:

Satellite images segmentation

Video segmentation

Autonomous driving

Networks by framework (Older list)

Papers and Code (Older list)

米斯特龙 / awesome-semantic-segmentation

Awesome Semantic Segmentation

Networks by architecture

RNN

GANS

Graphical Models (CRF, MRF)

Datasets:

Benchmarks

Evaluation code

Starter code

Annotation Tools:

Results:

Metrics

Losses

Other lists

Medical image segmentation:

Satellite images segmentation

Video segmentation

Autonomous driving

Networks by framework (Older list)

Papers and Code (Older list)

To look at

Blog posts, other:

米斯特龙 / awesome-semantic-segmentation .gitee-modal { width: 500px !important; }

Awesome Semantic Segmentation

Networks by architecture

Semantic segmentation

Instance aware segmentation

Weakly-supervised segmentation

RNN

GANS

Graphical Models (CRF, MRF)

Datasets:

Benchmarks

Evaluation code

Starter code

Annotation Tools:

Results:

Metrics

Losses

Other lists

Medical image segmentation:

Satellite images segmentation

Video segmentation

Autonomous driving

Other

Networks by framework (Older list)

Papers and Code (Older list)

To look at

Blog posts, other:

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米斯特龙 / awesome-semantic-segmentation