Table 4 Comparison of model architectures from a complexity perspective.

From: Classifying stages in the gonotrophic cycle of mosquitoes from images using computer vision techniques

Model name

Number of layers

Number of parameters

Model size

Num. of features extracted from the last convolution layer

ResNet50

188

24,165,764

290.50MB

2048

MobileNetV2

167

1,763,508

21.80MB

1280

EfficientNet-B0

250

4,431,015

51.60MB

1280

ConvNeXtTiny

164

28,070,500

337.80MB

768

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