# Coronary Artery Calcium (CAC) Prediction on in-house dataset (test) Source: [Coronary Artery Calcium (CAC) Prediction on in-house dataset (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:00:22.630Z Evaluation of Coronary Artery Calcium (CAC) Prediction performance on the test split of the proprietary in-house dataset, reporting ROC and PRC. 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 | Coronary Artery Calcium (CAC) Prediction | | Dataset (including any stated split) | in-house dataset (test) | | Metric | ROC AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [ROC AUC](): Higher is better; unit: PERCENT. - [PRC AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | ROC AUC | Result date | Report paper | | --- | --- | --- | --- | | PRETI | 89.9 | Not recorded | 68fa78991e209131cea793ae | | PRETI | 89.8 | Not recorded | 68fa78991e209131cea793ae | | RETFound | 89 | Not recorded | 68fa78991e209131cea793ae | | UrFound | 86 | Not recorded | 68fa78991e209131cea793ae | | MAE | 80.5 | Not recorded | 68fa78991e209131cea793ae | | RET-CLIP | 79.5 | Not recorded | 68fa78991e209131cea793ae | | RETFound | 78.3 | Not recorded | 68fa78991e209131cea793ae | ### PRETI ROC AUC: 89.9. Result ID: 699593f13badfaffe68e7051. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","Protocol":"test on in-house"}. This record does not assert independent reproduction. ### PRETI ROC AUC: 89.8. Result ID: 699593f13badfaffe68e704c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-S","Protocol":"train/test on in-house"}. This record does not assert independent reproduction. ### RETFound ROC AUC: 89. Result ID: 699593f13badfaffe68e704e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-L","Protocol":"test on in-house"}. This record does not assert independent reproduction. ### UrFound ROC AUC: 86. Result ID: 699593f13badfaffe68e704f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Protocol":"test on in-house"}. This record does not assert independent reproduction. ### MAE ROC AUC: 80.5. Result ID: 699593f13badfaffe68e704d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Protocol":"test on in-house"}. This record does not assert independent reproduction. ### RET-CLIP ROC AUC: 79.5. Result ID: 699593f13badfaffe68e7050. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Protocol":"test on in-house"}. This record does not assert independent reproduction. ### RETFound ROC AUC: 78.3. Result ID: 699593f13badfaffe68e704b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-S","Protocol":"train/test on in-house"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.