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Performance Comparison of Different Algorithms on the COCO Dataset.
| Type | Input Size | mAP@0.50 | mAP@0.50:0.95 |
|---|---|---|---|
| RetinaNet | 1333 × 1333 | 53.22% | 32.25% |
| CenterNet | 512 × 512 | 56.84% | 38.47% |
| Faster-RCNN | - | 60.91% | 39.44% |
| YOLOv3 | 416 × 416 | 67.22% | 38.12% |
| YOLOv4_tiny | 416 × 416 | 41.02% | 21.59% |
| YOLOv4_MF | 416 × 416 | 67.78% | 38.62% |
