Semantic Segmentation

sementic segmentation

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)