PS1 -
Description - Concrete cracking is a major issue in Bridge Engineering. Detection of cracks facilitates the design, construction and maintenance of bridges effectively. Requirement Specification:
- Use open source dataset (From the link: https://cutt.ly/PS_1_dataset)
- Develop a suitable Deep Learning framework which can detect the crack in the image from the dataset
- Transfer Learning based DL framework would be appreciated
Judging Metrics: Provide Precision, Recall and F1 score as Judging metrics
VGG16(224,224,3) -> Dense(112, relu) -> Dense(52, relu) -> Output(1, sigmoid)
| Dataset | Accuracy | Precision | Recall | F1 Score |
|---|---|---|---|---|
| Training (3000) | 100% | 100% | 100% | 100% |
| Validation (800) | 98.25% | 97.54% | 99% | 98.11% |
| Testing (200) | 100% | 100% | 100% | 100% |
