# ED Time Point Prediction on Echocardiogram 100 videos Source: [ED Time Point Prediction on Echocardiogram 100 videos]() Collection index: [llms.txt]() Data updated: 2026-04-07T07:05:42.520Z Evaluation of model performance in predicting the End-Diastole (ED) time point using the 'Echocardiogram 100 videos' dataset, reporting prediction error and associated processing time. 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 100 videos | | Metric | Prediction Error | | Unit | PERCENT | | 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 - [Prediction Error](): Lower is better; unit: PERCENT. - [Inference Time](): Lower is better; unit: TIME. ## Recorded results | Method | Prediction Error | Result date | Report paper | | --- | --- | --- | --- | | Spar-Sink | 11 | Not recorded | 68fa5a801e209131ce9c0697 | | Spar-Sink | 11 | Not recorded | 68fa5a801e209131ce9c0697 | | Sinkhorn | 11 | Not recorded | 68fa5a801e209131ce9c0697 | | Spar-Sink | 14 | Not recorded | 68fa5a801e209131ce9c0697 | | Rand-Sink | 16 | Not recorded | 68fa5a801e209131ce9c0697 | | Rand-Sink | 28 | Not recorded | 68fa5a801e209131ce9c0697 | | Spar-Sink | 30 | Not recorded | 68fa5a801e209131ce9c0697 | | Rand-Sink | 35 | Not recorded | 68fa5a801e209131ce9c0697 | | Rand-Sink | 38 | Not recorded | 68fa5a801e209131ce9c0697 | | Robust-NysSink | 43 | Not recorded | 68fa5a801e209131ce9c0697 | | Nys-Sink | 45 | Not recorded | 68fa5a801e209131ce9c0697 | | Robust-NysSink | 50 | Not recorded | 68fa5a801e209131ce9c0697 | | Nys-Sink | 55 | Not recorded | 68fa5a801e209131ce9c0697 | | Robust-NysSink | 61 | Not recorded | 68fa5a801e209131ce9c0697 | | Nys-Sink | 64 | Not recorded | 68fa5a801e209131ce9c0697 | | Nys-Sink | 78 | Not recorded | 68fa5a801e209131ce9c0697 | | Robust-NysSink | 79 | Not recorded | 68fa5a801e209131ce9c0697 | ### Spar-Sink Prediction Error: 11. Result ID: 69d4abf547f34ce924bbf735. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subsample size (s)":"2^2s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Spar-Sink Prediction Error: 11. Result ID: 69d4abf547f34ce924bbf736. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subsample size (s)":"2^3s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Sinkhorn Prediction Error: 11. Result ID: 69d4abf547f34ce924bbf737. [Reporting paper]() Recorded evaluation configuration: {"Subsample size (s)":"n^2","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Spar-Sink Prediction Error: 14. Result ID: 69d4abf547f34ce924bbf734. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subsample size (s)":"2s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Rand-Sink Prediction Error: 16. Result ID: 69d4abf547f34ce924bbf732. [Reporting paper]() Recorded evaluation configuration: {"Subsample size (s)":"2^3s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Rand-Sink Prediction Error: 28. Result ID: 69d4abf547f34ce924bbf731. [Reporting paper]() Recorded evaluation configuration: {"Subsample size (s)":"2^2s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Spar-Sink Prediction Error: 30. Result ID: 69d4abf547f34ce924bbf733. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subsample size (s)":"s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Rand-Sink Prediction Error: 35. Result ID: 69d4abf547f34ce924bbf730. [Reporting paper]() Recorded evaluation configuration: {"Subsample size (s)":"2s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Rand-Sink Prediction Error: 38. Result ID: 69d4abf547f34ce924bbf72f. [Reporting paper]() Recorded evaluation configuration: {"Subsample size (s)":"s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Robust-NysSink Prediction Error: 43. Result ID: 69d4abf547f34ce924bbf72e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subsample size (s)":"2^3s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Nys-Sink Prediction Error: 45. Result ID: 69d4abf547f34ce924bbf72a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subsample size (s)":"2^3s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Robust-NysSink Prediction Error: 50. Result ID: 69d4abf547f34ce924bbf72d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subsample size (s)":"2^2s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Nys-Sink Prediction Error: 55. Result ID: 69d4abf547f34ce924bbf729. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subsample size (s)":"2^2s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Robust-NysSink Prediction Error: 61. Result ID: 69d4abf547f34ce924bbf72c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subsample size (s)":"2s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Nys-Sink Prediction Error: 64. Result ID: 69d4abf547f34ce924bbf728. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subsample size (s)":"2s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Nys-Sink Prediction Error: 78. Result ID: 69d4abf547f34ce924bbf727. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subsample size (s)":"s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. ### Robust-NysSink Prediction Error: 79. Result ID: 69d4abf547f34ce924bbf72b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subsample size (s)":"s0(n)","Input scale (n)":"56 x 56","Mean-pooling filter size":"2 x 2","Mean-pooling stride":"2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.