clementsan / cnn-image-classification

AI-based image classification tasks (via CNN networks)

AI-based image classification tasks on Scanning Elecron Microscope (SEM) data

Analysis tasks

Preprocessing scripts

• Generating small tiles from large images

Image classification

• Image classification via pytorch

• Image classification via fastai

  • Direct classification on small tiles
  • Classification with Majority Voting
  • Classification with 5-Fold Cross Validation (CV)

Notes

Neural networks

Use of various ResNet models

Deep learning libraries

Use of pytorch and fastai libraries