# Calcification Classification on internal 3D heart CT dataset Source: [Calcification Classification on internal 3D heart CT dataset]() Collection index: [llms.txt]() Data updated: 2026-04-16T08:26:18.647Z Evaluation of classification performance for calcification detection on the internal 3D heart CT dataset, reporting accuracy, F1 score, sensitivity, specificity, PPV, NPV, and AUC. 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 | Calcification Classification | | Dataset (including any stated split) | internal 3D heart CT dataset | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Sensitivity](): Higher is better; unit: PERCENT. - [Specificity](): Higher is better; unit: PERCENT. - [PPV (Positive Predictive Value)](): Higher is better; unit: PERCENT. - [NPV (Negative Predictive Value)](): Higher is better; unit: PERCENT. - [AUC (Area Under Curve)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ConVIRT | 58.33 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | MApLe | 57.31 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | CLIP | 51.39 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | LSE+NL | 51.39 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | GLoRIA | 47.22 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | CLIP | 0.9028 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | ConVIRT | 0.9028 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | MApLe | 0.8731 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | GLoRIA | 0.7917 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | LSE+NL | 0.0996 | Not recorded | 69e06d2f7d0172140ec7cbf9 | ### ConVIRT Accuracy: 58.33. Result ID: 69e09d2947f34ce924c9d48e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"false"}. This record does not assert independent reproduction. ### MApLe Accuracy: 57.31. Result ID: 69e09d2947f34ce924c9d491. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### CLIP Accuracy: 51.39. Result ID: 69e09d2947f34ce924c9d48d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"false"}. This record does not assert independent reproduction. ### LSE+NL Accuracy: 51.39. Result ID: 69e09d2947f34ce924c9d490. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### GLoRIA Accuracy: 47.22. Result ID: 69e09d2947f34ce924c9d48f. [Reporting paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### CLIP Accuracy: 0.9028. Result ID: 69e09d2947f34ce924c9d497. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"false"}. This record does not assert independent reproduction. ### ConVIRT Accuracy: 0.9028. Result ID: 69e09d2947f34ce924c9d498. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"false"}. This record does not assert independent reproduction. ### MApLe Accuracy: 0.8731. Result ID: 69e09d2947f34ce924c9d49b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### GLoRIA Accuracy: 0.7917. Result ID: 69e09d2947f34ce924c9d499. [Reporting paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### LSE+NL Accuracy: 0.0996. Result ID: 69e09d2947f34ce924c9d49a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.