Table 1 Accuracy of different deep learning models for animal species classification. YoloV5 (MegaDetector) obtained the best metrics (highlighted in bold).

From: Addressing significant challenges for animal detection in camera trap images: a novel deep learning-based approach

Deep learning model

F-score

GoogLeNet

85.5%

AlexNet

87.3%

ResNet50

88.3%

ResNet101

85.7%

ResNet152

85.2%

VGG16

80.7%

VGG19

81.7%

Xception

91.0%

Yolov5

89%

Yolov5 (MegaDetector)

92%

Yolov8

91%

Faster RCNN

90%

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