# Diagnostic Classification on RSNA Pneumonia Source: [Diagnostic Classification on RSNA Pneumonia]() Collection index: [llms.txt]() Data updated: 2026-05-26T07:17:58.930Z Evaluation of diagnostic classification performance on the RSNA Pneumonia dataset, reporting AUROC metrics based on varying percentages of labeled data (1%, 10%, 100%). 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 | Diagnostic Classification | | Dataset (including any stated split) | RSNA Pneumonia | | Metric | AUROC (1% Labels) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [AUROC (1% Labels)](): Higher is better; unit: PERCENT. - [AUROC (10% Labels)](): Higher is better; unit: PERCENT. - [AUROC (100% Labels)](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC (1% Labels) | Result date | Report paper | | --- | --- | --- | --- | | GazeWorld | 83.27 | Not recorded | 6a152902dbd7150506f7ddd4 | | EGMA | 82.49 | Not recorded | 6a152902dbd7150506f7ddd4 | | MedCLIP | 82.31 | Not recorded | 6a152902dbd7150506f7ddd4 | | GLoRIA | 81.9 | Not recorded | 6a152902dbd7150506f7ddd4 | | MGCA | 80.41 | Not recorded | 6a152902dbd7150506f7ddd4 | | PRIOR | 79.74 | Not recorded | 6a152902dbd7150506f7ddd4 | | MedKLIP | 79.43 | Not recorded | 6a152902dbd7150506f7ddd4 | | CheXWorld | 78.3 | Not recorded | 6a152902dbd7150506f7ddd4 | | BioViL | 70.74 | Not recorded | 6a152902dbd7150506f7ddd4 | ### GazeWorld AUROC (1% Labels): 83.27. Result ID: 6a1548f9fbc373592c0c34ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised classification","Backbone Status":"frozen"}. This record does not assert independent reproduction. ### EGMA AUROC (1% Labels): 82.49. Result ID: 6a1548f9fbc373592c0c34ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised classification","Backbone Status":"frozen"}. This record does not assert independent reproduction. ### MedCLIP AUROC (1% Labels): 82.31. Result ID: 6a1548f9fbc373592c0c34ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised classification","Backbone Status":"frozen"}. This record does not assert independent reproduction. ### GLoRIA AUROC (1% Labels): 81.9. Result ID: 6a1548f9fbc373592c0c34e9. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised classification","Backbone Status":"frozen"}. This record does not assert independent reproduction. ### MGCA AUROC (1% Labels): 80.41. Result ID: 6a1548f9fbc373592c0c34e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised classification","Backbone Status":"frozen"}. This record does not assert independent reproduction. ### PRIOR AUROC (1% Labels): 79.74. Result ID: 6a1548f9fbc373592c0c34ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised classification","Backbone Status":"frozen"}. This record does not assert independent reproduction. ### MedKLIP AUROC (1% Labels): 79.43. Result ID: 6a1548f9fbc373592c0c34e7. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised classification","Backbone Status":"frozen"}. This record does not assert independent reproduction. ### CheXWorld AUROC (1% Labels): 78.3. Result ID: 6a1548f9fbc373592c0c34eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised classification","Backbone Status":"frozen"}. This record does not assert independent reproduction. ### BioViL AUROC (1% Labels): 70.74. Result ID: 6a1548f9fbc373592c0c34e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised classification","Backbone Status":"frozen"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.