Traffic Violation Detection Benchmark
30Throughput (FPS)Edge-AI Perception Node
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Edge-AI Perception NodeEdge Deployment=Yes, Multi-Violation Support=Yes (5 types), Auto ROI=Yes, OCR Integration=Yes2026.01 | 30 | 97.7 | 9.6 | |
| Method [10]Edge Deployment=Partial, Multi-Violation Support=Yes (2-W only), Auto ROI=No, OCR Integration=Yes2026.01 | 20 | 85 | — | |
| Method [2]Edge Deployment=Yes, Multi-Violation Support=No, Auto ROI=No, OCR Integration=No2026.01 | 17 | — | — | |
| Method [12]Edge Deployment=Yes, Multi-Violation Support=Yes (2 types), Auto ROI=No, OCR Integration=No2026.01 | — | 80 | — |