Table 5 Experimental results of Nighttime datasets.
From: Wildlife target detection based on improved YOLOX-s network
Target detection algorithms | image size | Params/M | FLOPs/G | mAP@0.5 |
|---|---|---|---|---|
Ours | 640 × 640 | 23.0 | 56.4 | 80.2 |
YOLOX-m | 640 × 640 | 25.3 | 73.8 | 71.3 |
YOLOX-l | 640 × 640 | 54.2 | 155.6 | 72.4 |
YOLOv5-m | 640 × 640 | 21.2 | 49.0 | 73.4 |
RetinaNet + ResNet50 | 1280 × 800 | 36.3 | 207.9 | 71.8 |
DETR | 1280 × 800 | 41.3 | 86.0 | 68.5 |
Faster RCNN + ResNet5021 | 1280 × 800 | 41.2 | 206.7 | 74.6 |