Survey Papers

• A Review on Deep Learning Techniques Applied to Semantic Segmentation [1704.06857]​

Resources

• ​torchvision - semantic segmentation​

• ​CSAILVision/semantic-segmentation-pytorch​

• ​meetshah1995/pytorch-semseg​

• ​Tramac/awesome-semantic-segmentation-pytorch​

• ​speedinghzl/pytorch-segmentation-toolbox​

Models

• FCN [1411.4038]​

• DeepLab v1 [1412.7062]​

• Unet [1505.04597]​

• DeepLab v2 [1606.00915]​

• PSPNet [1612.01105]​

• DeepLab v3 [1706.05587]​

• DeepLab v3+ [1802.02611]​

• HRNet [1908.07919]​

Using GANs

• Semantic Segmentation using Adversarial Networks [1611.08408]​

• SegAN: Adversarial Network with Multi-scale L1 Loss for Medical Image Segmentation [1706.01805]​

• SegGAN: Semantic Segmentation with Generative Adversarial Network [BigMM 2018]​

Others

Dataset

Post Processing

• Conditional Random Field (CRF)

Metrics

• Intersection over Union (IoU)

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