Table 5 Ablation Study on Key Hyperparameters
From: MSRP-TODNet: a multi-scale reinforced region wise analyser for tiny object detection
Method | IoU | mAP@0.5 | mAP@0.5:0.95 | Precision | Recall | F1-Score | FPS |
|---|---|---|---|---|---|---|---|
Improved TPH [27] | 0.70 | 82.5% | 51.0% | 85.0% | 80.0% | 82.4% | 20.0 |
Improved YOLOv7-Tiny [28] | 0.68 | 80.2% | 49.5% | 83.3% | 78.1% | 80.6% | 28.4 |
DRDet [29] | 0.66 | 78.0% | 48.0% | 81.0% | 76.5% | 78.7% | 22.0 |
SinextNet [30] | 0.67 | 79.0% | 48.7% | 82.0% | 77.0% | 79.4% | 24.0 |
Proposed MSRP-TODNet | 0.71 | 84.2% | 54.1% | 86.5% | 81.7% | 84.0% | 23.5 |