Algorithm guide

List algorithms here with links and simple descriptions.

Overview of segmentation tasks:

Wikipedia article on Image Segmentation has a good overview.

Classical Computer Vision Algorithms

1. Pixel classification
2. Thresholding
3. Watershed algorithm
4. K-means
5. Superpixels and Clustering

AI/Deep Learning Algorithms

1. MaskRCNN

• Image Identification Method of Rock Thin Slices in Tight Oil Reservoirs
• Case study at Monterado
• Fast automated modal mineralogy analysis

2. UNET

• Case Study in the Joanópolis City, Brazil
• Petrographic Coal Images Segmentation

3. FCN

• SDFCNv2: An Improved FCN Framework

4. Unet++

• Automatic Grain-matrix Segmentation

5. Segnet
6. CLIPseg: https://huggingface.co/blog/clipseg-zero-shot