https://github.com/egiiputra/corn-stem-disease-classification
Image classification using CNN with various architectures and optimizers
https://github.com/egiiputra/corn-stem-disease-classification
cnn deep-learning image-classification machine-learning tensorflow
Last synced: about 2 months ago
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Image classification using CNN with various architectures and optimizers
- Host: GitHub
- URL: https://github.com/egiiputra/corn-stem-disease-classification
- Owner: egiiputra
- Created: 2025-01-27T11:53:54.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2025-02-18T15:55:25.000Z (over 1 year ago)
- Last Synced: 2025-02-18T16:29:14.950Z (over 1 year ago)
- Topics: cnn, deep-learning, image-classification, machine-learning, tensorflow
- Language: Jupyter Notebook
- Homepage:
- Size: 6.27 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 2
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Metadata Files:
- Readme: README.md
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README
# Corn stem disease classification
## Test result
|Dataset |Architecture|Optimizer|Accuracy|Precision|Recall|F1-Score|
|--------|----------|---------|--------|---------|------|--------|
|Original|VGG16 |SGD |33,00% |11,00% |33,00%|17,00% |
| | |RMSprop |95,00% |95,00% |95,00%|95,00% |
| | |Adam |97,00% |97,00% |97,00%|97,00% |
| |VGG19 |SGD |37,00% |45,00% |37,00%|23,00% |
| | |RMSprop |77,00% |79,00% |77,00%|76,00% |
| | |Adam |92,00% |92,00% |92,00%|92,00% |
| |AlexNet |SGD |57,00% |38,00% |57,00%|46,00% |
| | |RMSprop |82,00% |83,00% |82,00%|82,00% |
| | |Adam |63,00% |44,00% |63,00%|51,00% |
| |ResNet101 |SGD |47,00% |31,00% |47,00%|36,00% |
| | |RMSprop |43,00% |67,00% |43,00%|34,00% |
| | |Adam |97,00% |97,00% |97,00%|97,00% |
|CLAHE |VGG16 |SGD |37,00% |31,00% |37,00%|29,00% |
| | |RMSprop |70,00% |73,00% |70,00%|70,00% |
| | |Adam |87,00% |89,00% |87,00%|86,00% |
| |VGG19 |SGD |33,00% |11,00% |33,00%|17,00% |
| | |RMSprop |80,00% |80,00% |80,00%|80,00% |
| | |Adam |95,00% |95,00% |95,00%|95,00% |
| |AlexNet |SGD |42,00% |40,00% |42,00%|31,00% |
| | |RMSprop |90,00% |91,00% |90,00%|90,00% |
| | |Adam |60,00% |70,00% |60,00%|57,00% |
| |ResNet101 |SGD |33,00% |11,00% |33,00%|17,00% |
| | |RMSprop |33,00% |11,00% |33,00%|17,00% |
| | |Adam |33,00% |11,00% |33,00%|17,00% |