# Myocardial T1 SD estimation on In-house cardiac dataset Pre-Gd Source: [Myocardial T1 SD estimation on In-house cardiac dataset Pre-Gd]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:05:49.544Z Evaluation of models performing Myocardial T1 SD estimation on the proprietary In-house cardiac dataset acquired before Gadolinium contrast administration. 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 Pre-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)](): Lower is better; unit: TIME. ## Recorded results | Method | T1 SD (ms) | Result date | Report paper | | --- | --- | --- | --- | | PCA-Relax | 32.88 | Not recorded | 68fa73c21e209131cea5e4cc | | PCA-Relax | 34 | Not recorded | 68fa73c21e209131cea5e4cc | | PCA | 35.66 | Not recorded | 68fa73c21e209131cea5e4cc | | PCA | 36.15 | Not recorded | 68fa73c21e209131cea5e4cc | | VM-G | 36.72 | Not recorded | 68fa73c21e209131cea5e4cc | | VM-G | 37.5 | Not recorded | 68fa73c21e209131cea5e4cc | | PCA-Relax | 40.58 | Not recorded | 68fa73c21e209131cea5e4cc | | PCA | 41.25 | Not recorded | 68fa73c21e209131cea5e4cc | | VM-G | 41.67 | Not recorded | 68fa73c21e209131cea5e4cc | | VM-P | 44.5 | Not recorded | 68fa73c21e209131cea5e4cc | | VM-P | 44.71 | Not recorded | 68fa73c21e209131cea5e4cc | | VM-P | 44.84 | Not recorded | 68fa73c21e209131cea5e4cc | | Raw | 45.89 | Not recorded | 68fa73c21e209131cea5e4cc | ### PCA-Relax T1 SD (ms): 32.88. Result ID: 699321703a6c31484913ecd5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Fine-tuning"}. This record does not assert independent reproduction. ### PCA-Relax T1 SD (ms): 34. Result ID: 699321703a6c31484913ecd4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"One-shot"}. This record does not assert independent reproduction. ### PCA T1 SD (ms): 35.66. Result ID: 699321703a6c31484913ecd2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Fine-tuning"}. This record does not assert independent reproduction. ### PCA T1 SD (ms): 36.15. Result ID: 699321703a6c31484913ecd1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"One-shot"}. This record does not assert independent reproduction. ### VM-G T1 SD (ms): 36.72. Result ID: 699321703a6c31484913eccf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Fine-tuning"}. This record does not assert independent reproduction. ### VM-G T1 SD (ms): 37.5. Result ID: 699321703a6c31484913ecce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"One-shot"}. This record does not assert independent reproduction. ### PCA-Relax T1 SD (ms): 40.58. Result ID: 699321703a6c31484913ecd3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Standard"}. This record does not assert independent reproduction. ### PCA T1 SD (ms): 41.25. Result ID: 699321703a6c31484913ecd0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Standard"}. This record does not assert independent reproduction. ### VM-G T1 SD (ms): 41.67. Result ID: 699321703a6c31484913eccd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Standard"}. This record does not assert independent reproduction. ### VM-P T1 SD (ms): 44.5. Result ID: 699321703a6c31484913ecca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Standard"}. This record does not assert independent reproduction. ### VM-P T1 SD (ms): 44.71. Result ID: 699321703a6c31484913eccb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"One-shot"}. This record does not assert independent reproduction. ### VM-P T1 SD (ms): 44.84. Result ID: 699321703a6c31484913eccc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Strategy":"Fine-tuning"}. This record does not assert independent reproduction. ### Raw T1 SD (ms): 45.89. Result ID: 699321703a6c31484913ecc9. [Reporting paper]() 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.