Segmentation

Semantic segmentation

../../_images/semantic_segmentation_01.png
../../_images/semantic_segmentation_02.png

Sliding window

../../_images/ss_sliding_window.png

Fully convolutional

../../_images/ss_fcn_01.png
../../_images/ss_fcn_01.png

Instance segmentation

../../_images/instance_segmentation.png

Mask R-CNN

../../_images/is_mask_r-cnn.png

조사해야 할 자료들

  • Laon People (Link)

  • Wikipedia (Link)

  • Common

    • Semantic vs. Instance (Link)

    • Image Segmentation in Deep Learning: Methods and Applications (Link)

  • Semantic segmentation

    • CNN을 활용한 주요 Model - (4) : Semantic Segmentation (Link)

    • 1편: Semantic Segmentation 첫걸음! (Link)

    • Deep Semantic Segmentation of Natural and Medical Images: A Review (Link)

    • Recente progress in semantic image segmentation (Link)

    • A review of semantic segmentation using deep neural networks (Link)

    • An overview of semantic image segmentation (Link)

    • A Survey of Semantic Segmentation (Link)

    • Methods and datasets on semantic segmentation: A review (Link)

    • A Review of Computer Vision Segmentation Algorithms (Link)

    • Image Segmentation Using Computational Intelligence Techniques: Review (Link)

  • Medium

    • Common

      • Image Classification vs. Object Detection vs. Image Segmentation (Link)

    • Semantic segmentation

      • Semantic Segmentation with Deep Learning (Link)

      • A Simple Guide to Semantic Segmentation (Link)

      • Review of Deep Learning Algorithms for Image Semantic Segmentation (Link)

      • A 2019 Guide to Semantic Segmentation (Link)

  • Application

  • Othres

    • Segmentation for Object-Based Image Analysis (OBIA): A review of algorithms and challenges from remote sensing perspective (Link)

    • Object Co-segmentation (Link)

    • R-CNN, Fast R-CNN, Faster R-CNN, YOLO — Object Detection Algorithms (Link)

    • Region Proposal Network — A detailed view (Link)

참조