# Cardiac Indices Estimation on UK Biobank (test)

Source: [Cardiac Indices Estimation on UK Biobank (test)](<https://www.sota2.com/research/sota/cardiac-indices-estimation-on-uk-biobank-test>)

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

Data updated: 2026-06-09T09:33:54.105Z

Evaluation of models estimating key cardiac clinical indices (volumes and ejection fractions) using the test split of the UK Biobank dataset.

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 | Cardiac clinical indices estimation |
| Dataset (including any stated split) | UK Biobank (test) |
| Metric | LVEDV |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [LVEDV](<https://www.sota2.com/research/sota/cardiac-indices-estimation-on-uk-biobank-test.md?metric=LVEDV>): Higher is better; unit: SCALAR.

- [LVESV](<https://www.sota2.com/research/sota/cardiac-indices-estimation-on-uk-biobank-test.md?metric=LVESV>): Higher is better; unit: SCALAR.

- [RVEDV](<https://www.sota2.com/research/sota/cardiac-indices-estimation-on-uk-biobank-test.md?metric=RVEDV>): Higher is better; unit: SCALAR.

- [RVESV](<https://www.sota2.com/research/sota/cardiac-indices-estimation-on-uk-biobank-test.md?metric=RVESV>): Higher is better; unit: SCALAR.

- [LVSV](<https://www.sota2.com/research/sota/cardiac-indices-estimation-on-uk-biobank-test.md?metric=LVSV>): Higher is better; unit: SCALAR.

- [RVSV](<https://www.sota2.com/research/sota/cardiac-indices-estimation-on-uk-biobank-test.md?metric=RVSV>): Higher is better; unit: SCALAR.

- [LV Mass](<https://www.sota2.com/research/sota/cardiac-indices-estimation-on-uk-biobank-test.md?metric=LV%20Mass>): Higher is better; unit: SCALAR.

- [LVEF](<https://www.sota2.com/research/sota/cardiac-indices-estimation-on-uk-biobank-test.md?metric=LVEF>): Higher is better; unit: PERCENT.

- [RVEF](<https://www.sota2.com/research/sota/cardiac-indices-estimation-on-uk-biobank-test.md?metric=RVEF>): Higher is better; unit: PERCENT.

## Recorded results

| Method | LVEDV | Result date | Report paper |
| --- | --- | --- | --- |
| LCC-Demons | 208.76 | Not recorded | 68fa7b011e209131cea862eb |
| VoxelMorph | 138.62 | Not recorded | 68fa7b011e209131cea862eb |
| SyN | 135.14 | Not recorded | 68fa7b011e209131cea862eb |
| TLRN | 134.86 | Not recorded | 68fa7b011e209131cea862eb |
| JMS | 116.57 | Not recorded | 68fa7b011e209131cea862eb |
| DragNet | 110.44 | Not recorded | 68fa7b011e209131cea862eb |
| SegMorph | 68.52 | Not recorded | 68fa7b011e209131cea862eb |
| TCSF | 41.25 | Not recorded | 68fa7b011e209131cea862eb |
| CardioMorphNet | 21.69 | Not recorded | 68fa7b011e209131cea862eb |

### LCC-Demons

LVEDV: 208.76. Result ID: 6a27dc14fbc373592c24f408.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b011e209131cea862eb.md>)

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

### VoxelMorph

LVEDV: 138.62. Result ID: 6a27dc14fbc373592c24f403.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b011e209131cea862eb.md>)

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

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

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

### SyN

LVEDV: 135.14. Result ID: 6a27dc14fbc373592c24f406.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b011e209131cea862eb.md>)

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

### TLRN

LVEDV: 134.86. Result ID: 6a27dc14fbc373592c24f404.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b011e209131cea862eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74491e209131cea60c71.md>)

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

### JMS

LVEDV: 116.57. Result ID: 6a27dc14fbc373592c24f40a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b011e209131cea862eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64801e209131cea04e98.md>)

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

### DragNet

LVEDV: 110.44. Result ID: 6a27dc14fbc373592c24f409.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b011e209131cea862eb.md>)

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

### SegMorph

LVEDV: 68.52. Result ID: 6a27dc14fbc373592c24f407.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b011e209131cea862eb.md>)

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

### TCSF

LVEDV: 41.25. Result ID: 6a27dc14fbc373592c24f405.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b011e209131cea862eb.md>)

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

### CardioMorphNet

LVEDV: 21.69. Result ID: 6a27dc14fbc373592c24f402.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b011e209131cea862eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b011e209131cea862eb.md>)

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

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