Sangh0/Segmentation

Image Segmentation Paper Review and Implementation

Implement and Review paper related to Image Segmentation

Implementation or Review Paper List

• FCN (CVPR 2015) (paper review) (code)
• U-Net (MICCAI 2015) (paper review) (code)
• SegNet (IEEE 2016) (paper review) (code)
• BiSeNet (ECCV 2018) (paper review) (code)
• BiSeNetV2 (2020) (paper review) (code)
• RegSeg (2021)
• HyperSeg (CVPR 2021)
• PP-LiteSeg (2022) (paper review)
• PIDNet (2022) (paper review) (code)

What is Segmentation?

• Image Segmentation is the task of clustering part.
• This process is called pixel-level classification.
• There are threee task: Semantic Segmentation, Instance Segmentation, Panoptic Segmentation.
• Semantic Segmentation is a task of pixel-wise prediction.
• Instance Segmentation is a task that classifies the same object into different classes.
• Panoptic Segmentation is a task that combines Semantic and Instance Segmentation.

Application of Segmentation

Autonomous Driving

Medical

• source: introduction image, image of autonomous driving, medical image