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. 2026 Jan 7;16:4805. doi: 10.1038/s41598-026-35207-z

Table 7.

Model complexity and efficiency metrics.

Model Parameters (M) FLOPS (GMacs) Inference (ms/frame) Lightweight
VGG16 138 15.5 25 No
InceptionV3 24 5.7 18 Yes
Xception 22 8.4 22 Yes
Faster R-CNN 52 28.3 40 No
Att-MobileNetV2 3.4 0.32 12 Yes
MobileNetV2-TL 2.2 0.21 10 Yes