# Multi-Phase MRI Synthesis on Multi-Phase MRI

Source: [Multi-Phase MRI Synthesis on Multi-Phase MRI](<https://www.sota2.com/research/sota/multi-phase-mri-synthesis-on-multi-phase-mri>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:57:16.941Z

Evaluation of model efficiency, specifically parameter count and inference speed per slice, for synthesizing multi-phase MRI data.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Multi-Phase MRI Synthesis |
| Dataset (including any stated split) | Multi-Phase MRI |
| Metric | Params (M) |
| Unit | SIZE |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Params (M)](<https://www.sota2.com/research/sota/multi-phase-mri-synthesis-on-multi-phase-mri.md?metric=Params%20(M)>): Lower is better; unit: SIZE.

- [Latency (s/slice)](<https://www.sota2.com/research/sota/multi-phase-mri-synthesis-on-multi-phase-mri.md?metric=Latency%20(s%2Fslice)>): Lower is better; unit: TIME.

## Recorded results

| Method | Params (M) | Result date | Report paper |
| --- | --- | --- | --- |
| FDA-VAE | 11.78 | Not recorded | 68fa7bd01e209131cea8aa78 |
| PTNet | 26.83 | Not recorded | 68fa7bd01e209131cea8aa78 |
| Pix2Pix | 51.89 | Not recorded | 68fa7bd01e209131cea8aa78 |
| TransUnet | 100.45 | Not recorded | 68fa7bd01e209131cea8aa78 |
| I2I-Mamba | 100.64 | Not recorded | 68fa7bd01e209131cea8aa78 |
| ResVit | 117.72 | Not recorded | 68fa7bd01e209131cea8aa78 |

### FDA-VAE

Params (M): 11.78. Result ID: 698b8b187a967eddb76f76e8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa78.md>)

[Implementation](<https://github.com/QianMuXiao/FDA-VAE>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PTNet

Params (M): 26.83. Result ID: 698b8b187a967eddb76f76e6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a041e209131cea25761.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Pix2Pix

Params (M): 51.89. Result ID: 698b8b187a967eddb76f76e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65151e209131cea0821e.md>)

[Implementation](<https://github.com/phillipi/pix2pix>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TransUnet

Params (M): 100.45. Result ID: 698b8b187a967eddb76f76e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69351e209131cea20d62.md>)

[Implementation](<https://github.com/Beckschen/TransUNet>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### I2I-Mamba

Params (M): 100.64. Result ID: 698b8b187a967eddb76f76e7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c3c1e209131cea8d154.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ResVit

Params (M): 117.72. Result ID: 698b8b187a967eddb76f76e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd01e209131cea8aa78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37aad.md>)

[Implementation](<https://github.com/icon-lab/ResViT>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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