https://github.com/clementsan/cnn-image-classification
AI-based image classification tasks (via CNN networks)
https://github.com/clementsan/cnn-image-classification
cnn-model deep-learning fastai image-classification pytorch
Last synced: 4 days ago
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AI-based image classification tasks (via CNN networks)
- Host: GitHub
- URL: https://github.com/clementsan/cnn-image-classification
- Owner: clementsan
- Created: 2023-12-14T00:10:55.000Z (almost 2 years ago)
- Default Branch: main
- Last Pushed: 2023-12-14T23:45:20.000Z (almost 2 years ago)
- Last Synced: 2025-03-29T12:15:23.750Z (7 months ago)
- Topics: cnn-model, deep-learning, fastai, image-classification, pytorch
- Language: Jupyter Notebook
- Homepage:
- Size: 25.4 KB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# 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