Automatic Meter Reading Recognition on UFPR-AMR 1.0 (test)
94.75Recognition 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 | 94.75 | |
| Ours - unrectified (Fast-YOLOv4-SmallObj + Fast-OCR)FPS=78, Counter Rectification=false2020.09 | 94.37 | |
| Laroca et al. (CR-NET)FPS=412020.09 | 94.25 | |
| YOLOv4FPS=40, Input Resolution=608x6082020.09 | 94 | |
| Fast-YOLOv4-SmallObj + Baek et al. (TRBA)FPS=312020.09 | 93.87 | |
| Fast-YOLOv4-SmallObj + Calefati et al.FPS=582020.09 | 93.87 | |
| Liao et al. (larger input size)FPS=42, Input Resolution=larger2020.09 | 92.25 | |
| YOLOv4FPS=58, Input Resolution=416x4162020.09 | 91.63 | |
| Liao et al.FPS=612020.09 | 91.37 | |
| Fast-YOLOv4-SmallObj + CRNNFPS=692020.09 | 89.62 | |
| Laroca et al. (Multi-task)FPS=582020.09 | 89.12 | |
| Fast-YOLOv4-SmallObj + Gómez et al.FPS=662020.09 | 88.25 |