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 | 0.78Â s | 96Â W |
GPU method after quantization | 0.871 | 0.64Â s | 72Â W | |
FPGA method | 0.871 | 0.15Â s | 45Â W | |
BraTS20 | GPU method before quantization | 0.885 | 0.78Â s | 97Â W |
GPU method after quantization | 0.882 | 0.65Â s | 74Â W | |
FPGA method | 0.882 | 0.15Â s | 45Â W |