| cd /home/v-qichen3/MRI_recon/code/Frequency-Diffusion/FSMNet/ | |
| data_root=/home/v-qichen3/MRI_recon/data/m4raw | |
| python train_m4raw.py --root_path $data_root \ | |
| --gpu 3 --batch_size 4 --base_lr 0.0005 --CENTER_FRACTIONS 0.08 --ACCELERATIONS 4 \ | |
| --exp FSMNet_m4raw_4x_lr5e-4 --MRIDOWN 4X --MASKTYPE random \ | |
| --num_timesteps 30 --image_size 240 --use_kspace --use_time_model | |
| # m4raw dataset, AF=8 | |
| # python train_m4raw.py --root_path $data_root \ | |
| # --gpu 0 --batch_size 8 --base_lr 0.0001 --CENTER_FRACTIONS 0.04 --ACCELERATIONS 8 \ | |
| # --exp FSMNet_m4raw_8x --MRIDOWN 8X --MASKTYPE equispaced \ | |
| # --num_timesteps 5 --image_size 240 --use_kspace --use_time_model | |
| # data_root=/bask/projects/j/jiaoj-rep-learn/Hao/datasets/knee | |
| # python train_m4raw.py --root_path $data_root \ | |
| # --gpu 1 --batch_size 4 --base_lr 0.0001 --CENTER_FRACTIONS 0.03 --ACCELERATIONS 12 \ | |
| # --exp FSMNet_m4raw_12x --MRIDOWN 12X --MASKTYPE equispaced \ | |
| # --num_timesteps 30 --image_size 240 --use_kspace --use_time_model | |
| # ---------------- Test ---------------- | |
| python test_m4raw.py --root_path $data_root \ | |
| --gpu 0 --batch_size 4 --base_lr 0.0001 --CENTER_FRACTIONS 0.08 --ACCELERATIONS 4 \ | |
| --exp FSMNet_m4raw_4x --phase test --MASKTYPE random --MRIDOWN 4X \ | |
| --num_timesteps 30 --image_size 240 --use_kspace --use_time_model --test_tag no_distortion \ | |
| --test_sample ColdDiffusion --snapshot_path /home/v-qichen3/MRI_recon/code/Frequency-Diffusion/FSMNet/model/FSMNet_m4raw_4x_lr5e-4_t30_new_kspace_time | |
| #m4raw dataset, AF=8 | |
| # python test_m4raw.py --root_path $data_root \ | |
| # --gpu 0 --batch_size 4 --base_lr 0.0001 --CENTER_FRACTIONS 0.04 --ACCELERATIONS 8 \ | |
| # --exp FSMNet_m4raw_8x --phase test --MASKTYPE equispaced --MRIDOWN 8X \ | |
| # --num_timesteps 5 --image_size 240 --use_kspace --use_time_model --test_sample Ksample # ColdDiffusion DDPM | |
| # python test_m4raw.py --root_path $data_root \ | |
| # --gpu 0 --batch_size 4 --base_lr 0.0001 --CENTER_FRACTIONS 0.03 --ACCELERATIONS 12 \ | |
| # --exp FSMNet_m4raw_12x --phase test --MASKTYPE equispaced --MRIDOWN 12X \ | |
| # --num_timesteps 5 --image_size 240 --use_kspace --use_time_model --test_sample Ksample # ColdDiffusion DDPM | |
| # ------------------------------------ | |
| # NMSE: 3.2228 ± 0.2863 | |
| # PSNR: 28.8534 ± 0.4793 | |
| # SSIM: 0.7769 ± 0.0126 | |
| # ------------------------------------ | |
| # All NMSE: 3.2175 ± 0.5230 | |
| # All PSNR: 27.8081 ± 0.7997 | |
| # All SSIM: 0.7507 ± 0.0218 | |
| # ------------------------------------ | |
| # Save Path: model/FSMNet_m4raw_4x_t5_new_kspace_no_distortion//result_case/ | |
| # ------------------------------------ | |
| # NMSE: 2.9359 ± 0.2239 | |
| # PSNR: 29.2540 ± 0.4309 | |
| # SSIM: 0.7922 ± 0.0116 | |
| # ------------------------------------ | |
| # DDPM NMSE: 9.8704 ± 0.5135 | |
| # DDPM PSNR: 23.9812 ± 0.2724 | |
| # DDPM SSIM: 0.6568 ± 0.0124 | |
| # ------------------------------------ | |
| # Save Path: model/FSMNet_m4raw_4x_t5_new_kspace_no_distortion_time/result_case/ | |
| # ------------------------------------ | |
| # NMSE: 2.2551 ± 0.1361 | |
| # PSNR: 30.3949 ± 0.4174 | |
| # SSIM: 0.8167 ± 0.0126 | |
| # ------------------------------------ | |
| # Save Path: FSMNet_m4raw_4x_t5_new_kspace_time | |
| # ------------------------------------ | |
| # NMSE: 3.8027 ± 0.3095 | |
| # PSNR: 27.7977 ± 0.4213 | |
| # SSIM: 0.7529 ± 0.0119 | |
| # ------------------------------------ | |
| # Save Path: FSMNet_m4raw_4x | |
| # ------------------------------------ | |
| # NMSE: 6.6898 ± 0.6444 | |
| # PSNR: 25.6848 ± 0.4866 | |
| # SSIM: 0.6844 ± 0.0149 | |
| # ------------------------------------ | |
| # ColdDiffusion NMSE: 8.4526 ± 0.7364 | |
| # ColdDiffusion PSNR: 24.6651 ± 0.4320 | |
| # ColdDiffusion SSIM: 0.6489 ± 0.0141 | |
| # ------------------------------------ | |
| # Save Path: FSMNet_m4raw_8x_t5_new_kspace_time | |
| # ------------------------------------ | |
| # NMSE: 7.8239 ± 0.7702 | |
| # PSNR: 24.1138 ± 0.5690 | |
| # SSIM: 0.6421 ± 0.0164 | |
| # ------------------------------------ | |
| # Save Path: FSMNet_m4raw_8x | |
| # ------------------------------------ | |
| # NMSE: 7.9649 ± 0.7895 | |
| # PSNR: 24.9283 ± 0.4875 | |
| # SSIM: 0.6548 ± 0.0150 | |
| # ------------------------------------ | |
| # All NMSE: 7.9485 ± 1.4481 | |
| # All PSNR: 23.8971 ± 0.8682 | |
| # All SSIM: 0.6231 ± 0.0348 | |
| # ------------------------------------ | |
| # Save Path: model/FSMNet_m4raw_8x_t5_new_kspace_no_distortion//result_case/ | |
| # ------------------------------------ | |
| # NMSE: 7.4375 ± 0.7510 | |
| # PSNR: 25.2266 ± 0.4907 | |
| # SSIM: 0.6662 ± 0.0140 | |
| # ------------------------------------ | |
| # All NMSE: 7.4210 ± 1.3740 | |
| # All PSNR: 24.1975 ± 0.8648 | |
| # All SSIM: 0.6353 ± 0.0317 | |
| # ------------------------------------ | |
| # Save Path: model/FSMNet_m4raw_8x_t5_new_kspace_time_no_distortion//result_case/ | |
| # ------------------------------------ | |
| # NMSE: 9.9329 ± 0.8853 | |
| # PSNR: 23.9651 ± 0.4525 | |
| # SSIM: 0.6380 ± 0.0161 | |
| # ------------------------------------ | |
| # Save Path: model/FSMNet_m4raw_12x_t5_new_kspace_time//result_case/ | |
| # ------------------------------------ | |
| # NMSE: 9.4328 ± 0.9025 | |
| # PSNR: 23.1375 ± 0.5578 | |
| # SSIM: 0.6096 ± 0.0188 | |
| # ------------------------------------ | |
| # All NMSE: 9.4449 ± 1.9331 | |
| # All PSNR: 22.2995 ± 1.0077 | |
| # All SSIM: 0.5807 ± 0.0359 | |
| # ------------------------------------ | |
| # Save Path: model/FSMNet_m4raw_12x//result_case/ | |