Footpath Encroachment Classification on Footpath Dataset (val)
89.78AccuracyVGG-16
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VGG-16Backbone=VGG-16, Training Strategy=Transfer Learning, Training Time (s)=5251.75, Model Size (MB)=5282026.01 | 89.78 | 89.77 | 89.78 | 89.78 | |
| ResNet-18Backbone=ResNet-18, Training Strategy=Transfer Learning, Training Time (s)=1575.6, Model Size (MB)=44.72026.01 | 88.17 | 88.62 | 88.17 | 88.23 | |
| Custom CNNBackbone=Custom CNN, Training Time (s)=1756.33, Model Size (MB)=0.852026.01 | 79.03 | 80.33 | 79.03 | 79.17 | |
| ResNet-18Backbone=ResNet-18, Training Strategy=Scratch, Training Time (s)=2418.67, Model Size (MB)=44.72026.01 | 63.98 | 79.29 | 63.98 | 61.52 | |
| VGG-16Backbone=VGG-16, Training Strategy=Scratch, Training Time (s)=11803.18, Model Size (MB)=5282026.01 | 58.06 | 33.71 | 58.06 | 42.66 |