--- Categorical and Accuracy-Based Evaluation ---
Weather              Accuracy: 0.00% (36/496 samples)
Time                 Accuracy: 0.00% (1/496 samples)
Illumination         Accuracy: 28.92% (408/496 samples)
Visibility           Accuracy: 7.69% (416/496 samples)
Road Surface         Accuracy: 31.19% (388/496 samples)
Traffic Lights       Accuracy: 83.33% (6/496 samples)
Road Type            Accuracy: 0.00% (3/496 samples)
Location             Accuracy: 0.00% (1/496 samples)
Risk                 Accuracy: 45.45% (11/496 samples)
Intention            Accuracy: 72.73% (11/496 samples)

Exact Match          Accuracy: 0.00%

--- 'Risk' Field Classification Report ---
              precision    recall  f1-score   support

       ** No       0.00      0.00      0.00         0
          <1       0.00      0.00      0.00         0
          No       0.40      0.67      0.50         3
         Yes       0.75      0.38      0.50         8

    accuracy                           0.45        11
   macro avg       0.29      0.26      0.25        11
weighted avg       0.65      0.45      0.50        11

Average inference time: 1893.4 ms
Median inference time: 1427.1 ms
Min/Max: 1328.3 / 3684.9 ms

Field Accuracies:
  Traffic Lights       ████████████████░░░░ 83.3%
  Intention            ██████████████░░░░░░ 72.7%
  Risk                 █████████░░░░░░░░░░░ 45.5%
  Road Surface         ██████░░░░░░░░░░░░░░ 31.2%
  Illumination         █████░░░░░░░░░░░░░░░ 28.9%
  Visibility           █░░░░░░░░░░░░░░░░░░░ 7.7%
  Weather              ░░░░░░░░░░░░░░░░░░░░ 0.0%
  Time                 ░░░░░░░░░░░░░░░░░░░░ 0.0%
  Road Type            ░░░░░░░░░░░░░░░░░░░░ 0.0%
  Location             ░░░░░░░░░░░░░░░░░░░░ 0.0%

  AVERAGE              █████░░░░░░░░░░░░░░░ 26.9%