Table 10 Computational performance comparison.
From: An optimized YOLO NAS based framework for realtime object detection
Model | FPS | Inference latency (ms) | GPU memory usage (GB) | mAP@0.5 (%) |
---|---|---|---|---|
YOLO-NAS (MISH + ABC) | 58.7 | 17 | 3.2 | 93.9 |
YOLOv5s | 71.2 | 14 | 2.8 | 90.1 |
RT-DETR | 22.4 | 45 | 6.1 | 91.2 |
DETR | 15.1 | 67 | 7.3 | 89.8 |