Algorithm guide

Image Segmentation Algorithms

1. Mask R-CNN

• 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
• Image segmentation with U-Net in Keras

3. FCN

• SDFCNv2: An Improved FCN Framework

4. Unet++

• Automatic Grain-matrix Segmentation

5. Segnet
6. MSU-Net

• 2D Medical Image Segmentation

7. Cellpose?

• Cellular Segmentation
• Faster Cellular Segmentation

8. CLIPseg

• https://huggingface.co/blog/clipseg-zero-shot

9. NuSeT

• Separating and analyzing crowded cells

General Statistical Methods w/ Classifications

1. Pixel classification
2. Thresholding

3. Watershed algorithm

• Watershed

4. K-Means

• K-means

5. Superpixels / Clustering

• Example