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