[ { "variant": "Full pipeline", "score_a": 0.828, "per_class": { "congestion": 0.9, "failure_to_yield": 0.638, "jaywalking": 0.702, "red_light": 1.0, "stop_line": 0.923, "stopped_vehicle": 0.806 } }, { "variant": "Frame rate ~5 fps (every 2nd processed frame)", "score_a": 0.827, "per_class": { "congestion": 0.9, "failure_to_yield": 0.633, "jaywalking": 0.702, "red_light": 1.0, "stop_line": 0.923, "stopped_vehicle": 0.806 } }, { "variant": "Frame rate ~3.3 fps (every 3rd)", "score_a": 0.742, "per_class": { "congestion": 0.842, "failure_to_yield": 0.353, "jaywalking": 0.566, "red_light": 1.0, "stop_line": 0.923, "stopped_vehicle": 0.767 } }, { "variant": "No camera-shift alignment", "score_a": 0.708, "per_class": { "congestion": 0.857, "failure_to_yield": 0.433, "jaywalking": 0.603, "red_light": 0.8, "stop_line": 0.769, "stopped_vehicle": 0.788 } }, { "variant": "failure_to_yield: no signal rule", "score_a": 0.82, "per_class": { "congestion": 0.9, "failure_to_yield": 0.587, "jaywalking": 0.702, "red_light": 1.0, "stop_line": 0.923, "stopped_vehicle": 0.806 } }, { "variant": "failure_to_yield: no walking / creeping thresholds", "score_a": 0.809, "per_class": { "congestion": 0.9, "failure_to_yield": 0.521, "jaywalking": 0.702, "red_light": 1.0, "stop_line": 0.923, "stopped_vehicle": 0.806 } }, { "variant": "jaywalking: no 'alongside crosswalk' filter", "score_a": 0.81, "per_class": { "congestion": 0.9, "failure_to_yield": 0.638, "jaywalking": 0.591, "red_light": 1.0, "stop_line": 0.923, "stopped_vehicle": 0.806 } }, { "variant": "jaywalking: no scooter-speed filter", "score_a": 0.822, "per_class": { "congestion": 0.9, "failure_to_yield": 0.638, "jaywalking": 0.667, "red_light": 1.0, "stop_line": 0.923, "stopped_vehicle": 0.806 } }, { "variant": "stopped_vehicle: no 'yielding to pedestrians' filter", "score_a": 0.813, "per_class": { "congestion": 0.9, "failure_to_yield": 0.638, "jaywalking": 0.702, "red_light": 1.0, "stop_line": 0.923, "stopped_vehicle": 0.716 } } ]