Table 8 Model complexity and inference performance.

From: Enhanced brain tumor segmentation in medical imaging using multi-modal multi-scale contextual aggregation and attention fusion

Model

# Parameters (M)

FLOPs (G)

Inference Time (s)

GPU Memory (GB)

MM-MSCA-AF

12.8

28.6

1.2

4.6

TransBTS

32.1

65.3

3.1

8.1

nnU-Net

18.6

41.2

2.4

6.9

EFFResNet-ViT

45.7

78.4

3.6

9.3

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