# ED time point prediction on Echocardiogram videos 100 randomly selected (test)

Source: [ED time point prediction on Echocardiogram videos 100 randomly selected (test)](<https://www.sota2.com/research/sota/ed-time-point-prediction-on-echocardiogram-videos-100-randomly-selected-test>)

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

Data updated: 2026-04-07T07:05:42.496Z

Evaluation of End-Diastole (ED) time point prediction performance on the test split of a dataset comprising 100 randomly selected echocardiogram videos.

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 | ED time point prediction |
| Dataset (including any stated split) | Echocardiogram videos 100 randomly selected (test) |
| Metric | Error |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 17 of 17 |
| 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

- [Error](<https://www.sota2.com/research/sota/ed-time-point-prediction-on-echocardiogram-videos-100-randomly-selected-test.md?metric=Error>): Lower is better; unit: SCALAR.

- [CPU Time (s)](<https://www.sota2.com/research/sota/ed-time-point-prediction-on-echocardiogram-videos-100-randomly-selected-test.md?metric=CPU%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Error | Result date | Report paper |
| --- | --- | --- | --- |
| SPAR-SINK | 0.06 | Not recorded | 68fa5a801e209131ce9c0697 |
| SPAR-SINK | 0.06 | Not recorded | 68fa5a801e209131ce9c0697 |
| Sinkhorn | 0.06 | Not recorded | 68fa5a801e209131ce9c0697 |
| SPAR-SINK | 0.07 | Not recorded | 68fa5a801e209131ce9c0697 |
| RAND-SINK | 0.09 | Not recorded | 68fa5a801e209131ce9c0697 |
| SPAR-SINK | 0.09 | Not recorded | 68fa5a801e209131ce9c0697 |
| RAND-SINK | 0.11 | Not recorded | 68fa5a801e209131ce9c0697 |
| RAND-SINK | 0.13 | Not recorded | 68fa5a801e209131ce9c0697 |
| RAND-SINK | 0.21 | Not recorded | 68fa5a801e209131ce9c0697 |
| NYS-SINK | 0.31 | Not recorded | 68fa5a801e209131ce9c0697 |
| NYS-SINK | 0.32 | Not recorded | 68fa5a801e209131ce9c0697 |
| ROBUST-NYSSINK | 0.33 | Not recorded | 68fa5a801e209131ce9c0697 |
| ROBUST-NYSSINK | 0.34 | Not recorded | 68fa5a801e209131ce9c0697 |
| ROBUST-NYSSINK | 0.41 | Not recorded | 68fa5a801e209131ce9c0697 |
| NYS-SINK | 0.44 | Not recorded | 68fa5a801e209131ce9c0697 |
| ROBUST-NYSSINK | 0.47 | Not recorded | 68fa5a801e209131ce9c0697 |
| NYS-SINK | 0.49 | Not recorded | 68fa5a801e209131ce9c0697 |

### SPAR-SINK

Error: 0.06. Result ID: 69d4abf547f34ce924bbf724.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = 2^2s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### SPAR-SINK

Error: 0.06. Result ID: 69d4abf547f34ce924bbf725.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = 2^3s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### Sinkhorn

Error: 0.06. Result ID: 69d4abf547f34ce924bbf726.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

Recorded evaluation configuration: {"Subsample size (s)":"n^2","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### SPAR-SINK

Error: 0.07. Result ID: 69d4abf547f34ce924bbf723.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = 2s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### RAND-SINK

Error: 0.09. Result ID: 69d4abf547f34ce924bbf721.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = 2^3s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### SPAR-SINK

Error: 0.09. Result ID: 69d4abf547f34ce924bbf722.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### RAND-SINK

Error: 0.11. Result ID: 69d4abf547f34ce924bbf720.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = 2^2s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### RAND-SINK

Error: 0.13. Result ID: 69d4abf547f34ce924bbf71f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = 2s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### RAND-SINK

Error: 0.21. Result ID: 69d4abf547f34ce924bbf71e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### NYS-SINK

Error: 0.31. Result ID: 69d4abf547f34ce924bbf718.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58af1e209131ce9b0777.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = 2^2s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### NYS-SINK

Error: 0.32. Result ID: 69d4abf547f34ce924bbf719.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58af1e209131ce9b0777.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = 2^3s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### ROBUST-NYSSINK

Error: 0.33. Result ID: 69d4abf547f34ce924bbf71d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58a61e209131ce9b0175.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = 2^3s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### ROBUST-NYSSINK

Error: 0.34. Result ID: 69d4abf547f34ce924bbf71c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58a61e209131ce9b0175.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = 2^2s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### ROBUST-NYSSINK

Error: 0.41. Result ID: 69d4abf547f34ce924bbf71b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58a61e209131ce9b0175.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = 2s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### NYS-SINK

Error: 0.44. Result ID: 69d4abf547f34ce924bbf717.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58af1e209131ce9b0777.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = 2s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### ROBUST-NYSSINK

Error: 0.47. Result ID: 69d4abf547f34ce924bbf71a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58a61e209131ce9b0175.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

### NYS-SINK

Error: 0.49. Result ID: 69d4abf547f34ce924bbf716.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5a801e209131ce9c0697.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58af1e209131ce9b0777.md>)

Recorded evaluation configuration: {"Subsample size (s)":"s = s0(n)","Resolution (n)":"112 x 112"}. This record does not assert independent reproduction.

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