# Multi-label Medical Image Classification on ChestXray14 Source: [Multi-label Medical Image Classification on ChestXray14]() Collection index: [llms.txt]() Data updated: 2026-04-23T07:35:03.681Z Evaluation of multi-label medical image classification performance on the ChestXray14 dataset, focusing on robustness metrics including AUC under clean conditions and PGD adversarial attacks. 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) | ChestXray14 | | 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 Attack)](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC (Clean) | Result date | Report paper | | --- | --- | --- | --- | | HITA (2 trees) | 73 | Not recorded | 69e85bd47d0172140ec81123 | | HITA | 72.7 | Not recorded | 69e85bd47d0172140ec81123 | | AoS | 71.8 | Not recorded | 69e85bd47d0172140ec81123 | | PMG-FT | 69.2 | Not recorded | 69e85bd47d0172140ec81123 | | FARE | 68.7 | Not recorded | 69e85bd47d0172140ec81123 | | TeCoA | 67.4 | Not recorded | 69e85bd47d0172140ec81123 | ### HITA (2 trees) AUC (Clean): 73. Result ID: 69e9cb8a47f34ce924d09d79. [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): 72.7. Result ID: 69e9cb8a47f34ce924d09d78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Adversarial Attack":"PGD-20"}. This record does not assert independent reproduction. ### AoS AUC (Clean): 71.8. Result ID: 69e9cb8a47f34ce924d09d77. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Adversarial Attack":"PGD-20"}. This record does not assert independent reproduction. ### PMG-FT AUC (Clean): 69.2. Result ID: 69e9cb8a47f34ce924d09d75. [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): 68.7. Result ID: 69e9cb8a47f34ce924d09d76. [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): 67.4. Result ID: 69e9cb8a47f34ce924d09d74. [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.