# Stenosis Classification on internal 3D heart CT dataset Source: [Stenosis Classification on internal 3D heart CT dataset]() Collection index: [llms.txt]() Data updated: 2026-04-16T08:26:18.667Z Evaluation of Stenosis Classification performance on the internal 3D heart CT dataset, reporting standard classification metrics including Accuracy, F1, 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 | Stenosis 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](): Higher is better; unit: PERCENT. - [NPV](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLIP | 80.56 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | ConVIRT | 80.56 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | LSE+NL | 80.56 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | GLoRIA | 79.17 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | MApLe | 75.77 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | ConVIRT | 75 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | MApLe | 58.08 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | CLIP | 20.83 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | LSE+NL | 20.83 | Not recorded | 69e06d2f7d0172140ec7cbf9 | | GLoRIA | 19.44 | Not recorded | 69e06d2f7d0172140ec7cbf9 | ### CLIP Accuracy: 80.56. Result ID: 69e09d2947f34ce924c9d49c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"false"}. This record does not assert independent reproduction. ### ConVIRT Accuracy: 80.56. Result ID: 69e09d2947f34ce924c9d49d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"false"}. This record does not assert independent reproduction. ### LSE+NL Accuracy: 80.56. Result ID: 69e09d2947f34ce924c9d49f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### GLoRIA Accuracy: 79.17. Result ID: 69e09d2947f34ce924c9d494. [Reporting paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### MApLe Accuracy: 75.77. Result ID: 69e09d2947f34ce924c9d4a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### ConVIRT Accuracy: 75. Result ID: 69e09d2947f34ce924c9d493. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"false"}. This record does not assert independent reproduction. ### MApLe Accuracy: 58.08. Result ID: 69e09d2947f34ce924c9d496. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### CLIP Accuracy: 20.83. Result ID: 69e09d2947f34ce924c9d492. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"false"}. This record does not assert independent reproduction. ### LSE+NL Accuracy: 20.83. Result ID: 69e09d2947f34ce924c9d495. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### GLoRIA Accuracy: 19.44. Result ID: 69e09d2947f34ce924c9d49e. [Reporting 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.