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MRI Reconstruction on fastMRI Knee (test)

93SSIME2E-VN
55.19665.010574.82584.6395Apr 14, 2020Apr 20, 2021Apr 27, 2022May 3, 2023May 9, 2024May 15, 2025May 22, 2026

Evaluation results

MethodLinks
E2E-VNAcceleration=4x2020.04930.540
SubtleMRAcceleration=4x2020.0492.90.540
AIRS MedicalAcceleration=4x2020.0492.90.540
SigmaNetAcceleration=4x2020.0492.80.540
i-RIMAcceleration=4x2020.0492.80.540
NOCategory=End-to-end, Undersampling=4x equispaced2024.1092.19—39.14
ADLNoise Level=102022.0492—38.3
ADSAcceleration=4x2026.0591.26——
E2E-VNCategory=End-to-end, Undersampling=4x equispaced2024.1090.48—38.33
DPSAcceleration=4x2026.0590.13——
ADLNoise Level=152022.0490—36.9
LOUPEAcceleration=4x2026.0589.52——
E2E-VNAcceleration=8x2020.04890.937
BM4DNoise Level=102022.0489—37.1
ADLNoise Level=252022.0489—35.1
SubtleMRAcceleration=8x2020.0488.80.937
AIRS MedicalAcceleration=8x2020.0488.80.937
SigmaNetAcceleration=8x2020.0488.80.937
i-RIMAcceleration=8x2020.0488.80.937
U-NetCategory=End-to-end, Undersampling=4x equispaced2024.1088.03—37.07
ADLNoise Level=352022.0488—34.1
BM4DNoise Level=152022.0487—35.9
task-aware flow-based generative frameworkAcceleration=4x2026.0585.84——
BM4DNoise Level=252022.0485—34.3
BM4DNoise Level=352022.0482—33.1
Zero-filledCategory=Learning-free, Undersampling=4x equispaced2024.1078.48—31
ZFAcceleration=4x2026.0571.84——
task-aware flow-based generative frameworkAcceleration=8x2026.0571.63——
CSGMCategory=Diffusion, Undersampling=4x equispaced2024.1067.89—26.52
PnP-DMCategory=Diffusion, Undersampling=4x equispaced2024.1063.83—26.52
A-DPSAcceleration=8x2026.0558.2——
ScoreMRICategory=Diffusion, Undersampling=4x equispaced2024.1057.89—25.72
DPSAcceleration=8x2026.0556.8——
LOUPEAcceleration=8x2026.0556.7——
l1-WaveletCategory=Learning-free, Undersampling=4x equispaced2024.1056.67—25.67
ZFAcceleration=8x2026.0556.65——