# Echocardiographic Measurement on MEIS (test)

Source: [Echocardiographic Measurement on MEIS (test)](<https://www.sota2.com/research/sota/echocardiographic-measurement-on-meis-test>)

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

Data updated: 2026-02-26T05:49:02.015Z

Evaluation of models performing echocardiographic measurements using the test split of the MEIS (Medical Echocardiography Intelligent System) dataset. Metrics typically include error measures like MAE and MSE.

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 | Echocardiographic Measurement |
| Dataset (including any stated split) | MEIS (Medical Echocardiography Intelligent System) (test) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 26 of 26 |
| 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

- [MAE](<https://www.sota2.com/research/sota/echocardiographic-measurement-on-meis-test.md?metric=MAE>): Lower is better; unit: SCALAR.

- [MSE](<https://www.sota2.com/research/sota/echocardiographic-measurement-on-meis-test.md?metric=MSE>): Lower is better; unit: SCALAR.

- [FPS](<https://www.sota2.com/research/sota/echocardiographic-measurement-on-meis-test.md?metric=FPS>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| RAMEM | 0.097 | Not recorded | 68fa705b1e209131cea4a91d |
| MENN | 0.1 | Not recorded | 68fa705b1e209131cea4a91d |
| MENN | 0.113 | Not recorded | 68fa705b1e209131cea4a91d |
| Humans | 0.124 | Not recorded | 68fa705b1e209131cea4a91d |
| MENN | 0.124 | Not recorded | 68fa705b1e209131cea4a91d |
| RAMEM | 0.128 | Not recorded | 68fa705b1e209131cea4a91d |
| MENN | 0.13 | Not recorded | 68fa705b1e209131cea4a91d |
| RAMEM | 0.133 | Not recorded | 68fa705b1e209131cea4a91d |
| RAMEM | 0.138 | Not recorded | 68fa705b1e209131cea4a91d |
| RAMEM | 0.143 | Not recorded | 68fa705b1e209131cea4a91d |
| RAMEM | 0.144 | Not recorded | 68fa705b1e209131cea4a91d |
| RAMEM | 0.147 | Not recorded | 68fa705b1e209131cea4a91d |
| RAMEM | 0.161 | Not recorded | 68fa705b1e209131cea4a91d |
| RAMEM | 0.165 | Not recorded | 68fa705b1e209131cea4a91d |
| RAMEM | 0.19 | Not recorded | 68fa705b1e209131cea4a91d |
| MENN | 0.206 | Not recorded | 68fa705b1e209131cea4a91d |
| Humans | 0.236 | Not recorded | 68fa705b1e209131cea4a91d |
| Humans | 0.245 | Not recorded | 68fa705b1e209131cea4a91d |
| Humans | 0.27 | Not recorded | 68fa705b1e209131cea4a91d |
| MENN | 0.373 | Not recorded | 68fa705b1e209131cea4a91d |
| MENN | 0.394 | Not recorded | 68fa705b1e209131cea4a91d |
| Humans | 0.425 | Not recorded | 68fa705b1e209131cea4a91d |
| Humans | 0.52 | Not recorded | 68fa705b1e209131cea4a91d |
| Humans | 0.568 | Not recorded | 68fa705b1e209131cea4a91d |
| Humans | 0.651 | Not recorded | 68fa705b1e209131cea4a91d |
| Humans | 0.783 | Not recorded | 68fa705b1e209131cea4a91d |

### RAMEM

MAE: 0.097. Result ID: 699116363a6c314849059233.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Implementation](<https://github.com/hanktseng131415go/RAMEM>)

Recorded evaluation configuration: {"Measurement Index":"IVSs","Backbone":"UPANet80 V2","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### MENN

MAE: 0.1. Result ID: 699116363a6c31484905922a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"IVSs","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### MENN

MAE: 0.113. Result ID: 699116363a6c314849059227.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"IVSd","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### Humans

MAE: 0.124. Result ID: 699116363a6c31484905921f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"LVPWd"}. This record does not assert independent reproduction.

### MENN

MAE: 0.124. Result ID: 699116363a6c314849059229.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"LVPWs","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### RAMEM

MAE: 0.128. Result ID: 699116363a6c314849059230.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Implementation](<https://github.com/hanktseng131415go/RAMEM>)

Recorded evaluation configuration: {"Measurement Index":"IVSd","Backbone":"UPANet80 V2","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### MENN

MAE: 0.13. Result ID: 699116363a6c314849059226.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"LVPWd","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### RAMEM

MAE: 0.133. Result ID: 699116363a6c31484905922c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Implementation](<https://github.com/hanktseng131415go/RAMEM>)

Recorded evaluation configuration: {"Measurement Index":"AoR-Diam","Backbone":"UPANet80 V2","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### RAMEM

MAE: 0.138. Result ID: 699116363a6c31484905922d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Implementation](<https://github.com/hanktseng131415go/RAMEM>)

Recorded evaluation configuration: {"Measurement Index":"LA-Dim","Backbone":"UPANet80 V2","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### RAMEM

MAE: 0.143. Result ID: 699116363a6c31484905922f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Implementation](<https://github.com/hanktseng131415go/RAMEM>)

Recorded evaluation configuration: {"Measurement Index":"LVPWd","Backbone":"UPANet80 V2","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### RAMEM

MAE: 0.144. Result ID: 699116363a6c314849059234.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Implementation](<https://github.com/hanktseng131415go/RAMEM>)

Recorded evaluation configuration: {"Measurement Index":"Mean (Overall)","Backbone":"UPANet80 V2","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### RAMEM

MAE: 0.147. Result ID: 699116363a6c314849059235.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Implementation](<https://github.com/hanktseng131415go/RAMEM>)

Recorded evaluation configuration: {"Measurement Index":"Mean (LV only)","Backbone":"UPANet80 V2","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### RAMEM

MAE: 0.161. Result ID: 699116363a6c314849059231.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Implementation](<https://github.com/hanktseng131415go/RAMEM>)

Recorded evaluation configuration: {"Measurement Index":"LVIDs","Backbone":"UPANet80 V2","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### RAMEM

MAE: 0.165. Result ID: 699116363a6c31484905922e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Implementation](<https://github.com/hanktseng131415go/RAMEM>)

Recorded evaluation configuration: {"Measurement Index":"LVIDd","Backbone":"UPANet80 V2","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### RAMEM

MAE: 0.19. Result ID: 699116363a6c314849059232.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

[Implementation](<https://github.com/hanktseng131415go/RAMEM>)

Recorded evaluation configuration: {"Measurement Index":"LVPWs","Backbone":"UPANet80 V2","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### MENN

MAE: 0.206. Result ID: 699116363a6c31484905922b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"Mean (LV only)","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### Humans

MAE: 0.236. Result ID: 699116363a6c314849059223.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"IVSs"}. This record does not assert independent reproduction.

### Humans

MAE: 0.245. Result ID: 699116363a6c314849059222.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"LVPWs"}. This record does not assert independent reproduction.

### Humans

MAE: 0.27. Result ID: 699116363a6c314849059220.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"IVSd"}. This record does not assert independent reproduction.

### MENN

MAE: 0.373. Result ID: 699116363a6c314849059225.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"LVIDd","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### MENN

MAE: 0.394. Result ID: 699116363a6c314849059228.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"LVIDs","Hardware":"RTX 4090"}. This record does not assert independent reproduction.

### Humans

MAE: 0.425. Result ID: 699116363a6c314849059224.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"Mean (Overall)"}. This record does not assert independent reproduction.

### Humans

MAE: 0.52. Result ID: 699116363a6c31484905921d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"LA-Dim"}. This record does not assert independent reproduction.

### Humans

MAE: 0.568. Result ID: 699116363a6c31484905921c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"AoR-Diam"}. This record does not assert independent reproduction.

### Humans

MAE: 0.651. Result ID: 699116363a6c314849059221.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"LVIDs"}. This record does not assert independent reproduction.

### Humans

MAE: 0.783. Result ID: 699116363a6c31484905921e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a91d.md>)

Recorded evaluation configuration: {"Measurement Index":"LVIDd"}. This record does not assert independent reproduction.

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