# Multi-label Medical Image Classification on PadChest Source: [Multi-label Medical Image Classification on PadChest]() Collection index: [llms.txt]() Data updated: 2026-04-23T07:35:03.735Z Evaluation of multi-label classification performance on the PadChest dataset, typically measured using standard and robustness-aware AUC metrics. 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) | PadChest | | Metric | Clean AUC | | 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 - [Clean AUC](): Higher is better; unit: PERCENT. - [PGD AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Clean AUC | Result date | Report paper | | --- | --- | --- | --- | | AoS | 64.3 | Not recorded | 69e85bd47d0172140ec81123 | | HITA (2 trees) | 63.9 | Not recorded | 69e85bd47d0172140ec81123 | | HITA | 63.7 | Not recorded | 69e85bd47d0172140ec81123 | | PMG-FT | 61.9 | Not recorded | 69e85bd47d0172140ec81123 | | FARE | 61.5 | Not recorded | 69e85bd47d0172140ec81123 | | TeCoA | 60.2 | Not recorded | 69e85bd47d0172140ec81123 | ### AoS Clean AUC: 64.3. Result ID: 69e9cb8a47f34ce924d09d83. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Adversarial Attack":"PGD-20"}. This record does not assert independent reproduction. ### HITA (2 trees) Clean AUC: 63.9. Result ID: 69e9cb8a47f34ce924d09d85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Adversarial Attack":"PGD-20"}. This record does not assert independent reproduction. ### HITA Clean AUC: 63.7. Result ID: 69e9cb8a47f34ce924d09d84. [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 Clean AUC: 61.9. Result ID: 69e9cb8a47f34ce924d09d81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Adversarial Attack":"PGD-20"}. This record does not assert independent reproduction. ### FARE Clean AUC: 61.5. Result ID: 69e9cb8a47f34ce924d09d82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Adversarial Attack":"PGD-20"}. This record does not assert independent reproduction. ### TeCoA Clean AUC: 60.2. Result ID: 69e9cb8a47f34ce924d09d80. [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.