Table 1 Performance comparison of YOLO series models and RT-DETR-R101 on the COCO dataset46.
From: Research on object detection and recognition in remote sensing images based on YOLOv11
Model | Size | map50–95val (%) | Params | FLOPs |
|---|---|---|---|---|
Yolo11-x | 640 | 54.7 | 56.9 M | 194.9B |
Yolo10-x | 640 | 54.4 | 29.5 M | 160.4G |
Yolo9-e | 640 | 55.6 | 58.1 M | 192.5B |
Yolov8-x | 640 | 53.9 | 68.2 M | 257.8G |
Yolov7-x | 640 | 52.9 | 71.3 M | 104.7G |
Yolov5-x | 640 | 53.2 | 97.2 M | 246.4B |
RT-DETR-R101 | 640 | 54.3 | 76.0 M | 259.0G |
