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Model Performance Report

Summary

  • Overall Precision: 0.942 (94.2%)
  • Overall Recall: 0.942 (94.2%)
  • Overall F1-Score: 0.886 (88.6%)

Per-Class Performance

Class Precision Recall F1-Score
FireExtinguisher 0.957 0.907 0.917
ToolBox 0.893 0.883 0.893
OxygenTank 0.838 0.838 0.838

Performance Analysis

Best Performing Class

  • Class: ToolBox
  • F1-Score: 0.863

Areas for Improvement

  • Lowest Precision: OxygenTank (0.92)
  • Lowest Recall: OxygenTank (0.928)

Recommendations

  1. Model Performance: Good
  2. Precision Focus: Consider additional training
  3. Recall Balance: Good balance

Generated Files

  • confusion_matrix.png: Class correlation matrix
  • performance_metrics.png: Detailed performance charts
  • training_curves.png: Training progress visualization
  • performance_dashboard.html: Interactive dashboard
  • performance_report.md: This report

Generated on: 2025-08-05 20:27:56