Sparse-view CT Reconstruction on NIH-AAPM-Mayo Clinic Low-Dose CT Grand Challenge 2016 (test)
50.09PSNRQN-Mixer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| QN-MixerNoise level=No noise (N0=0), Projection views (n)=1282024.02 | 50.09 | 0.9932 | |
| LAMAViews=128, Number of parameters=3e52023.06 | 50.01 | 0.995 | |
| Learn++Views=128, Number of parameters=6e62023.06 | 49.77 | 0.995 | |
| RegFormerNoise level=No noise (N0=0), Projection views (n)=1282024.02 | 47.95 | 0.9898 | |
| QN-MixerNoise level=No noise (N0=0), Projection views (n)=642024.02 | 45.57 | 0.9848 | |
| LAMAViews=64, Number of parameters=3e52023.06 | 44.58 | 0.986 | |
| RegFormerNoise level=Low noise (N1=10^6), Projection views (n)=1282024.02 | 44.38 | 0.9802 | |
| QN-MixerNoise level=Low noise (N1=10^6), Projection views (n)=1282024.02 | 44.27 | 0.9811 | |
| RegFormerNoise level=No noise (N0=0), Projection views (n)=642024.02 | 43.56 | 0.9776 | |
| DuDoTransViews=128, Number of parameters=8e62023.06 | 43.48 | 0.985 | |
| Learned PDNoise level=No noise (N0=0), Projection views (n)=1282024.02 | 43.33 | 0.9731 | |
| LEARNNoise level=No noise (N0=0), Projection views (n)=1282024.02 | 43.11 | 0.9757 | |
| Learn++Views=64, Number of parameters=6e62023.06 | 43.02 | 0.98 | |
| LDAViews=128, Number of parameters=6e42023.06 | 43 | 0.976 | |
| DDNetViews=128, Number of parameters=5e52023.06 | 42.73 | 0.974 | |
| QN-MixerNoise level=Low noise (N1=10^6), Projection views (n)=642024.02 | 42.46 | 0.977 | |
| LEARNNoise level=No noise (N0=0), Projection views (n)=642024.02 | 42.26 | 0.9725 | |
| LEARNNoise level=Low noise (N1=10^6), Projection views (n)=1282024.02 | 42.17 | 0.9711 | |
| Learned PDNoise level=Low noise (N1=10^6), Projection views (n)=1282024.02 | 41.65 | 0.9644 | |
| RegFormerNoise level=Low noise (N1=10^6), Projection views (n)=642024.02 | 41.65 | 0.9692 | |
| Learned PDNoise level=No noise (N0=0), Projection views (n)=642024.02 | 41.03 | 0.9628 | |
| DuDoTransNoise level=No noise (N0=0), Projection views (n)=1282024.02 | 40.62 | 0.9641 | |
| RegFormerNoise level=High noise (N2=5*10^5), Projection views (n)=1282024.02 | 40.52 | 0.9619 | |
| QN-MixerNoise level=High noise (N2=5*10^5), Projection views (n)=1282024.02 | 40.51 | 0.9627 | |
| LEARNNoise level=Low noise (N1=10^6), Projection views (n)=642024.02 | 39.91 | 0.9582 | |
| DuDoTransNoise level=Low noise (N1=10^6), Projection views (n)=1282024.02 | 39.75 | 0.9549 | |
| FBPConvNetNoise level=No noise (N0=0), Projection views (n)=1282024.02 | 39.71 | 0.9464 | |
| QN-MixerNoise level=No noise (N0=0), Projection views (n)=322024.02 | 39.51 | 0.9611 | |
| LEARNNoise level=High noise (N2=5*10^5), Projection views (n)=1282024.02 | 39.38 | 0.9518 | |
| Learned PDNoise level=High noise (N2=5*10^5), Projection views (n)=1282024.02 | 39.17 | 0.9469 | |
| FBPConvNetNoise level=Low noise (N1=10^6), Projection views (n)=1282024.02 | 39.06 | 0.9408 | |
| Learned PDNoise level=Low noise (N1=10^6), Projection views (n)=642024.02 | 39.03 | 0.9479 | |
| QN-MixerNoise level=High noise (N2=5*10^5), Projection views (n)=642024.02 | 38.73 | 0.9492 | |
| RegFormerNoise level=No noise (N0=0), Projection views (n)=322024.02 | 38.71 | 0.9542 | |
| RegFormerNoise level=High noise (N2=5*10^5), Projection views (n)=642024.02 | 38.53 | 0.9484 | |
| DuDoTransViews=64, Number of parameters=8e62023.06 | 37.9 | 0.952 | |
| LEARNNoise level=No noise (N0=0), Projection views (n)=322024.02 | 37.58 | 0.9465 | |
| QN-MixerNoise level=Low noise (N1=10^6), Projection views (n)=322024.02 | 37.5 | 0.9492 | |
| Learned PDNoise level=High noise (N2=5*10^5), Projection views (n)=642024.02 | 37.34 | 0.9323 | |
| RegFormerNoise level=Low noise (N1=10^6), Projection views (n)=322024.02 | 37.21 | 0.9473 | |
| LDAViews=64, Number of parameters=6e42023.06 | 37.16 | 0.932 | |
| LEARNNoise level=High noise (N2=5*10^5), Projection views (n)=642024.02 | 37.15 | 0.9353 | |
| DuDoTransNoise level=High noise (N2=5*10^5), Projection views (n)=1282024.02 | 37.08 | 0.9344 | |
| LEARNNoise level=Low noise (N1=10^6), Projection views (n)=322024.02 | 36.95 | 0.9363 | |
| FBPConvNetNoise level=High noise (N2=5*10^5), Projection views (n)=1282024.02 | 36.89 | 0.9128 | |
| RegFormerNoise level=High noise (N2=5*10^5), Projection views (n)=322024.02 | 35.93 | 0.9278 | |
| QN-MixerNoise level=High noise (N2=5*10^5), Projection views (n)=322024.02 | 35.91 | 0.9249 | |
| Learned PDNoise level=No noise (N0=0), Projection views (n)=322024.02 | 35.88 | 0.9209 | |
| Learned PDNoise level=Low noise (N1=10^6), Projection views (n)=322024.02 | 35.78 | 0.9221 | |
| DDNetViews=64, Number of parameters=5e52023.06 | 35.7 | 0.923 | |
| FBPConvNetNoise level=No noise (N0=0), Projection views (n)=642024.02 | 35.42 | 0.9015 | |
| DuDoTransNoise level=No noise (N0=0), Projection views (n)=642024.02 | 35.37 | 0.9187 | |
| DuDoTransNoise level=Low noise (N1=10^6), Projection views (n)=642024.02 | 35.36 | 0.9142 | |
| FBPConvNetNoise level=Low noise (N1=10^6), Projection views (n)=642024.02 | 35.09 | 0.8972 | |
| LEARNNoise level=High noise (N2=5*10^5), Projection views (n)=322024.02 | 34.38 | 0.9051 | |
| FBPConvNetNoise level=High noise (N2=5*10^5), Projection views (n)=642024.02 | 34.13 | 0.8785 | |
| DuDoTransNoise level=High noise (N2=5*10^5), Projection views (n)=642024.02 | 34.09 | 0.8867 | |
| Learned PDNoise level=High noise (N2=5*10^5), Projection views (n)=322024.02 | 33.8 | 0.8923 | |
| FBPViews=128, Number of parameters=N/A2023.06 | 33.28 | 0.759 | |
| FBPNoise level=No noise (N0=0), Projection views (n)=1282024.02 | 33.04 | 0.795 | |
| FBPNoise level=Low noise (N1=10^6), Projection views (n)=1282024.02 | 31.69 | 0.7109 | |
| DuDoTransNoise level=No noise (N0=0), Projection views (n)=322024.02 | 30.48 | 0.847 | |
| DuDoTransNoise level=Low noise (N1=10^6), Projection views (n)=322024.02 | 30.34 | 0.8372 | |
| FBPConvNetNoise level=No noise (N0=0), Projection views (n)=322024.02 | 30.32 | 0.8511 | |
| FBPConvNetNoise level=Low noise (N1=10^6), Projection views (n)=322024.02 | 30.2 | 0.8446 | |
| DuDoTransNoise level=High noise (N2=5*10^5), Projection views (n)=322024.02 | 30.09 | 0.8183 | |
| FBPConvNetNoise level=High noise (N2=5*10^5), Projection views (n)=322024.02 | 29.91 | 0.8252 | |
| FBPNoise level=No noise (N0=0), Projection views (n)=642024.02 | 27.29 | 0.5794 | |
| FBPViews=64, Number of parameters=N/A2023.06 | 27.17 | 0.596 | |
| FBPNoise level=High noise (N2=5*10^5), Projection views (n)=1282024.02 | 26.52 | 0.4087 | |
| FBPNoise level=Low noise (N1=10^6), Projection views (n)=642024.02 | 26.51 | 0.4956 | |
| FBPNoise level=High noise (N2=5*10^5), Projection views (n)=642024.02 | 22.71 | 0.2574 | |
| FBPNoise level=No noise (N0=0), Projection views (n)=322024.02 | 22.65 | 0.4049 | |
| FBPNoise level=Low noise (N1=10^6), Projection views (n)=322024.02 | 22.09 | 0.3273 | |
| FBPNoise level=High noise (N2=5*10^5), Projection views (n)=322024.02 | 19.05 | 0.1556 |