# Multi-label Medical Image Classification on CheXpert (Clean & PGD AUC) Source: [Multi-label Medical Image Classification on CheXpert (Clean & PGD AUC)]() Collection index: [llms.txt]() Data updated: 2026-04-23T07:35:03.705Z Evaluation of Multi-label Medical Image Classification performance on the CheXpert dataset, reporting AUC scores under clean data conditions and PGD adversarial attack conditions. 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 | Multi-label Medical Image Classification | | Dataset (including any stated split) | CheXpert | | Metric | AUC (Clean) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [AUC (Clean)](): Higher is better; unit: PERCENT. - [AUC (PGD)](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC (Clean) | Result date | Report paper | | --- | --- | --- | --- | | AoS | 88.3 | Not recorded | 69e85bd47d0172140ec81123 | | HITA (2 trees) | 87.6 | Not recorded | 69e85bd47d0172140ec81123 | | HITA | 87.4 | Not recorded | 69e85bd47d0172140ec81123 | | TeCoA | 85.7 | Not recorded | 69e85bd47d0172140ec81123 | | PMG-FT | 85 | Not recorded | 69e85bd47d0172140ec81123 | | FARE | 84.5 | Not recorded | 69e85bd47d0172140ec81123 | ### AoS AUC (Clean): 88.3. Result ID: 69e9cb8a47f34ce924d09d7d. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Adversarial Attack":"PGD-20"}. This record does not assert independent reproduction. ### HITA (2 trees) AUC (Clean): 87.6. Result ID: 69e9cb8a47f34ce924d09d7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Adversarial Attack":"PGD-20"}. This record does not assert independent reproduction. ### HITA AUC (Clean): 87.4. Result ID: 69e9cb8a47f34ce924d09d7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Adversarial Attack":"PGD-20"}. This record does not assert independent reproduction. ### TeCoA AUC (Clean): 85.7. Result ID: 69e9cb8a47f34ce924d09d7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Adversarial Attack":"PGD-20"}. This record does not assert independent reproduction. ### PMG-FT AUC (Clean): 85. Result ID: 69e9cb8a47f34ce924d09d7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Adversarial Attack":"PGD-20"}. This record does not assert independent reproduction. ### FARE AUC (Clean): 84.5. Result ID: 69e9cb8a47f34ce924d09d7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Adversarial Attack":"PGD-20"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.