# Myocardial T1 SD estimation on In-house cardiac dataset Post-Gd

Source: [Myocardial T1 SD estimation on In-house cardiac dataset Post-Gd](<https://www.sota2.com/research/sota/myocardial-t1-sd-estimation-on-in-house-cardiac-dataset-post-gd>)

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

Data updated: 2026-02-26T06:05:49.559Z

Evaluation of model performance for Myocardial T1 SD estimation on the proprietary In-house cardiac dataset Post-Gd, reporting T1 SD values in milliseconds.

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 | Myocardial T1 SD estimation |
| Dataset (including any stated split) | In-house cardiac dataset Post-Gd |
| Metric | T1 SD (ms) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 13 of 13 |
| 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

- [T1 SD (ms)](<https://www.sota2.com/research/sota/myocardial-t1-sd-estimation-on-in-house-cardiac-dataset-post-gd.md?metric=T1%20SD%20(ms)>): Lower is better; unit: TIME.

## Recorded results

| Method | T1 SD (ms) | Result date | Report paper |
| --- | --- | --- | --- |
| PCA-Relax | 17.19 | Not recorded | 68fa73c21e209131cea5e4cc |
| PCA-Relax | 18.02 | Not recorded | 68fa73c21e209131cea5e4cc |
| PCA | 18.08 | Not recorded | 68fa73c21e209131cea5e4cc |
| VM-G | 18.19 | Not recorded | 68fa73c21e209131cea5e4cc |
| PCA | 18.89 | Not recorded | 68fa73c21e209131cea5e4cc |
| VM-G | 19.09 | Not recorded | 68fa73c21e209131cea5e4cc |
| PCA | 23.82 | Not recorded | 68fa73c21e209131cea5e4cc |
| VM-G | 25 | Not recorded | 68fa73c21e209131cea5e4cc |
| PCA-Relax | 25.55 | Not recorded | 68fa73c21e209131cea5e4cc |
| VM-P | 25.6 | Not recorded | 68fa73c21e209131cea5e4cc |
| VM-P | 25.86 | Not recorded | 68fa73c21e209131cea5e4cc |
| VM-P | 27.42 | Not recorded | 68fa73c21e209131cea5e4cc |
| Raw | 28.32 | Not recorded | 68fa73c21e209131cea5e4cc |

### PCA-Relax

T1 SD (ms): 17.19. Result ID: 699321703a6c31484913ece2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Implementation](<https://www.sota2.com/GitHub>)

Recorded evaluation configuration: {"Strategy":"Fine-tuning"}. This record does not assert independent reproduction.

### PCA-Relax

T1 SD (ms): 18.02. Result ID: 699321703a6c31484913ece1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Implementation](<https://www.sota2.com/GitHub>)

Recorded evaluation configuration: {"Strategy":"One-shot"}. This record does not assert independent reproduction.

### PCA

T1 SD (ms): 18.08. Result ID: 699321703a6c31484913ecdf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Implementation](<https://www.sota2.com/GitHub>)

Recorded evaluation configuration: {"Strategy":"Fine-tuning"}. This record does not assert independent reproduction.

### VM-G

T1 SD (ms): 18.19. Result ID: 699321703a6c31484913ecdc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66401e209131cea0f2e7.md>)

[Implementation](<http://voxelmorph.csail.mit.edu/>)

Recorded evaluation configuration: {"Strategy":"Fine-tuning"}. This record does not assert independent reproduction.

### PCA

T1 SD (ms): 18.89. Result ID: 699321703a6c31484913ecde.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Implementation](<https://www.sota2.com/GitHub>)

Recorded evaluation configuration: {"Strategy":"One-shot"}. This record does not assert independent reproduction.

### VM-G

T1 SD (ms): 19.09. Result ID: 699321703a6c31484913ecdb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66401e209131cea0f2e7.md>)

[Implementation](<http://voxelmorph.csail.mit.edu/>)

Recorded evaluation configuration: {"Strategy":"One-shot"}. This record does not assert independent reproduction.

### PCA

T1 SD (ms): 23.82. Result ID: 699321703a6c31484913ecdd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Implementation](<https://www.sota2.com/GitHub>)

Recorded evaluation configuration: {"Strategy":"Standard"}. This record does not assert independent reproduction.

### VM-G

T1 SD (ms): 25. Result ID: 699321703a6c31484913ecda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66401e209131cea0f2e7.md>)

[Implementation](<http://voxelmorph.csail.mit.edu/>)

Recorded evaluation configuration: {"Strategy":"Standard"}. This record does not assert independent reproduction.

### PCA-Relax

T1 SD (ms): 25.55. Result ID: 699321703a6c31484913ece0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Implementation](<https://www.sota2.com/GitHub>)

Recorded evaluation configuration: {"Strategy":"Standard"}. This record does not assert independent reproduction.

### VM-P

T1 SD (ms): 25.6. Result ID: 699321703a6c31484913ecd9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66401e209131cea0f2e7.md>)

[Implementation](<http://voxelmorph.csail.mit.edu/>)

Recorded evaluation configuration: {"Strategy":"Fine-tuning"}. This record does not assert independent reproduction.

### VM-P

T1 SD (ms): 25.86. Result ID: 699321703a6c31484913ecd8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66401e209131cea0f2e7.md>)

[Implementation](<http://voxelmorph.csail.mit.edu/>)

Recorded evaluation configuration: {"Strategy":"One-shot"}. This record does not assert independent reproduction.

### VM-P

T1 SD (ms): 27.42. Result ID: 699321703a6c31484913ecd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66401e209131cea0f2e7.md>)

[Implementation](<http://voxelmorph.csail.mit.edu/>)

Recorded evaluation configuration: {"Strategy":"Standard"}. This record does not assert independent reproduction.

### Raw

T1 SD (ms): 28.32. Result ID: 699321703a6c31484913ecd6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73c21e209131cea5e4cc.md>)

Recorded evaluation configuration: {"Strategy":"Standard"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
