Meter Reading
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Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Faster-RCNN (ResNeXt-101) | Rank-1 Recognition Rate | 75.25 | — | Unverified |
| 2 | YOLOv3 (608 x 608) | Rank-1 Recognition Rate | 74.75 | — | Unverified |
| 3 | YOLOv3 (416 x 416) | Rank-1 Recognition Rate | 73.75 | — | Unverified |
| 4 | Faster-RCNN (ResNet-50) | Rank-1 Recognition Rate | 72.25 | — | Unverified |
| 5 | Faster-RCNN (ResNet-101) | Rank-1 Recognition Rate | 71.75 | — | Unverified |
| 6 | YOLOv2 (608 x 608) | Rank-1 Recognition Rate | 71.25 | — | Unverified |
| 7 | YOLOv2 (416 x 416) | Rank-1 Recognition Rate | 68 | — | Unverified |
| 8 | Fast-YOLOv3 (608 x 608) | Rank-1 Recognition Rate | 54.25 | — | Unverified |
| 9 | Fast-YOLOv2 (608 x 608) | Rank-1 Recognition Rate | 51.75 | — | Unverified |
| 10 | Fast-YOLOv3 (416 x 416) | Rank-1 Recognition Rate | 47.75 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Fast-YOLOv2 + CR-NET | Rank-1 Recognition Rate | 94.13 | — | Unverified |
| 2 | Fast-YOLOv2 + CRNN | Rank-1 Recognition Rate | 92.3 | — | Unverified |
| 3 | Fast-YOLOv2 + Multi-task CNN | Rank-1 Recognition Rate | 87.69 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Fast-YOLOv4-SmallObj + CDCC-NET + Fast-OCR | Rank-1 Recognition Rate | 96.98 | — | Unverified |
| 2 | Fast-YOLOv4-SmallObj + Fast-OCR | Rank-1 Recognition Rate | 95.43 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Fast-YOLOv4-SmallObj + CDCC-NET + Fast-OCR | Rank-1 Recognition Rate | 94.75 | — | Unverified |
| 2 | Fast-YOLOv4-SmallObj + Fast-OCR | Rank-1 Recognition Rate | 94.37 | — | Unverified |