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Table 2 Performance of proposed method

From: MRI-based brain tumor segmentation using FPGA-accelerated neural network

Dataset

Method

DSC

Execution time

Energy Consumption

BraTS19

GPU method before quantization

0.873

0.78 s

96 W

GPU method after quantization

0.871

0.64 s

72 W

FPGA method

0.871

0.15 s

45 W

BraTS20

GPU method before quantization

0.885

0.78 s

97 W

GPU method after quantization

0.882

0.65 s

74 W

FPGA method

0.882

0.15 s

45 W