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Benchmarks
Automatic Meter Reading Recognition on UFPR-AMR 1.0 (test)
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94.75
Recognition Rate
Ours (Fast-YOLOv4-SmallObj + CDCC-NET + Fast-OCR)
87.99
89.745
91.5
93.255
Sep 21, 2020
Recognition Rate
Updated 4d ago
Evaluation Results
Method
Method
Links
Recognition Rate
Ours (Fast-YOLOv4-SmallObj + CDCC-NET + Fast-OCR)
FPS=55, Counter Rectif...
2020.09
94.75
Ours - unrectified (Fast-YOLOv4-SmallObj + Fast-OCR)
FPS=78, Counter Rectif...
2020.09
94.37
Laroca et al. (CR-NET)
FPS=41
2020.09
94.25
YOLOv4
FPS=40, Input Resoluti...
2020.09
94
Fast-YOLOv4-SmallObj + Baek et al. (TRBA)
FPS=31
2020.09
93.87
Fast-YOLOv4-SmallObj + Calefati et al.
FPS=58
2020.09
93.87
Liao et al. (larger input size)
FPS=42, Input Resoluti...
2020.09
92.25
YOLOv4
FPS=58, Input Resoluti...
2020.09
91.63
Liao et al.
FPS=61
2020.09
91.37
Fast-YOLOv4-SmallObj + CRNN
FPS=69
2020.09
89.62
Laroca et al. (Multi-task)
FPS=58
2020.09
89.12
Fast-YOLOv4-SmallObj + Gómez et al.
FPS=66
2020.09
88.25
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