Automatic Meter Reading Recognition on Copel-AMR 1.0 (test)
96.98Recognition RateOurs (Fast-YOLOv4-SmallObj + CDCC-NET + Fast-OCR)
Evaluation Results
| Method | Links | |
|---|---|---|
| Ours (Fast-YOLOv4-SmallObj + CDCC-NET + Fast-OCR)FPS=55, Counter Rectification=true2020.09 | 96.98 | |
| Ours - unrectified (Fast-YOLOv4-SmallObj + Fast-OCR)FPS=78, Counter Rectification=false2020.09 | 95.43 | |
| YOLOv4FPS=40, Input Resolution=608x6082020.09 | 95.33 | |
| Laroca et al. (CR-NET)FPS=412020.09 | 95.2 | |
| Fast-YOLOv4-SmallObj + Calefati et al.FPS=582020.09 | 95.15 | |
| Liao et al. (larger input size)FPS=42, Input Resolution=larger2020.09 | 94.27 | |
| YOLOv4FPS=58, Input Resolution=416x4162020.09 | 93.75 | |
| Liao et al.FPS=612020.09 | 92.25 | |
| Fast-YOLOv4-SmallObj + Baek et al. (TRBA)FPS=312020.09 | 90.8 | |
| Laroca et al. (Multi-task)FPS=582020.09 | 87.02 | |
| Fast-YOLOv4-SmallObj + CRNNFPS=692020.09 | 84.07 | |
| Fast-YOLOv4-SmallObj + Gómez et al.FPS=662020.09 | 83.93 |