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rohithr12/pothole-detection

sourceHugging Facemitupdated 8mo agoView on Hugging Face
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App README

🚗 Pothole Detection System

An AI-powered system to detect potholes in road images using deep learning.

Model Details

  • —Architecture: Faster R-CNN with ResNet50-FPN backbone
  • —Input Size: 640x640
  • —Classes: Pothole (binary detection)

Performance Metrics

MetricScore
AP@5062.9%
AP@7552.0%
mAP@[0.5:0.95]42.0%
Precision45.5%
Recall76.5%
F1-Score57.1%

Usage

  1. 1.Upload a road image
  2. 2.Adjust confidence threshold (default: 0.5)
  3. 3.View detected potholes with bounding boxes