# Thoracic Pathology Classification on ChestX-ray14 2017 (test) Source: [Thoracic Pathology Classification on ChestX-ray14 2017 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:46.425Z Evaluation of multi-label classification performance for 14 specific thoracic pathologies on the test split of the ChestX-ray14 2017 dataset. 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 | Thoracic Pathology Classification | | Dataset (including any stated split) | ChestX-ray14 2017 (test) | | Metric | Mean AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [Mean AUC](): Higher is better; unit: PERCENT. - [Atelectasis](): Higher is better; unit: PERCENT. - [Cardiomegaly](): Higher is better; unit: PERCENT. - [Effusion](): Higher is better; unit: PERCENT. - [Infiltration](): Higher is better; unit: PERCENT. - [Mass](): Higher is better; unit: PERCENT. - [Nodule](): Higher is better; unit: PERCENT. - [Pneumonia](): Higher is better; unit: PERCENT. - [Pneumothorax](): Higher is better; unit: PERCENT. - [Consolidation](): Higher is better; unit: PERCENT. - [Edema](): Higher is better; unit: PERCENT. - [Emphysema](): Higher is better; unit: PERCENT. - [Fibrosis](): Higher is better; unit: PERCENT. - [Pleural Thickening](): Higher is better; unit: PERCENT. - [Hernia](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mean AUC | Result date | Report paper | | --- | --- | --- | --- | | ACPL | 81.77 | Not recorded | 68fa6c0c1e209131cea31acf | | S2MTS2 | 81.06 | Not recorded | 68fa6c0c1e209131cea31acf | | ACPL | 81.06 | Not recorded | 68fa6c0c1e209131cea31acf | | ACPL | 80.4 | Not recorded | 68fa6c0c1e209131cea31acf | | S2MTS2 | 80.31 | Not recorded | 68fa6c0c1e209131cea31acf | | UPS | 79.92 | Not recorded | 68fa6c0c1e209131cea31acf | | S2MTS2 | 79.9 | Not recorded | 68fa6c0c1e209131cea31acf | | NoTeacher | 79.49 | Not recorded | 68fa6c0c1e209131cea31acf | | SRC-MT | 79.23 | Not recorded | 68fa6c0c1e209131cea31acf | | ACPL | 79.2 | Not recorded | 68fa6c0c1e209131cea31acf | | S2MTS2 | 78.96 | Not recorded | 68fa6c0c1e209131cea31acf | | UPS | 78.9 | Not recorded | 68fa6c0c1e209131cea31acf | | Graph XNet | 78 | Not recorded | 68fa6c0c1e209131cea31acf | | SRC-MT | 77.76 | Not recorded | 68fa6c0c1e209131cea31acf | | NoTeacher | 77.61 | Not recorded | 68fa6c0c1e209131cea31acf | | NoTeacher | 77.04 | Not recorded | 68fa6c0c1e209131cea31acf | | UPS | 76.84 | Not recorded | 68fa6c0c1e209131cea31acf | | SRC-MT | 75.28 | Not recorded | 68fa6c0c1e209131cea31acf | | ACPL | 74.82 | Not recorded | 68fa6c0c1e209131cea31acf | | S2MTS2 | 74.69 | Not recorded | 68fa6c0c1e209131cea31acf | | UPS | 73.18 | Not recorded | 68fa6c0c1e209131cea31acf | | NoTeacher | 72.6 | Not recorded | 68fa6c0c1e209131cea31acf | | SRC-MT | 72.29 | Not recorded | 68fa6c0c1e209131cea31acf | | Graph XNet | 68 | Not recorded | 68fa6c0c1e209131cea31acf | | SRC-MT | 66.95 | Not recorded | 68fa6c0c1e209131cea31acf | | UPS | 65.51 | Not recorded | 68fa6c0c1e209131cea31acf | | Graph XNet | 63 | Not recorded | 68fa6c0c1e209131cea31acf | | Graph XNet | 58 | Not recorded | 68fa6c0c1e209131cea31acf | | Graph XNet | 53 | Not recorded | 68fa6c0c1e209131cea31acf | ### ACPL Mean AUC: 81.77. Result ID: 698ebc16ffc3901de0a034d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Pseudo Label","Label Percentage":"20%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### S2MTS2 Mean AUC: 81.06. Result ID: 698ebc16ffc3901de0a034c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Consistency based","Label Percentage":"20%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### ACPL Mean AUC: 81.06. Result ID: 698ebc16ffc3901de0a034d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Pseudo Label","Label Percentage":"15%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### ACPL Mean AUC: 80.4. Result ID: 698ebc16ffc3901de0a034d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Pseudo Label","Label Percentage":"10%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### S2MTS2 Mean AUC: 80.31. Result ID: 698ebc16ffc3901de0a034c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Consistency based","Label Percentage":"15%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### UPS Mean AUC: 79.92. Result ID: 698ebc16ffc3901de0a034ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Pseudo Label","Label Percentage":"20%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### S2MTS2 Mean AUC: 79.9. Result ID: 698ebc16ffc3901de0a034c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Consistency based","Label Percentage":"10%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### NoTeacher Mean AUC: 79.49. Result ID: 698ebc16ffc3901de0a034bf. [Reporting paper]() Recorded evaluation configuration: {"Method Type":"Consistency based","Label Percentage":"20%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### SRC-MT Mean AUC: 79.23. Result ID: 698ebc16ffc3901de0a034bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Consistency based","Label Percentage":"20%","Backbone":"DenseNet-169"}. This record does not assert independent reproduction. ### ACPL Mean AUC: 79.2. Result ID: 698ebc16ffc3901de0a034d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Pseudo Label","Label Percentage":"5%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### S2MTS2 Mean AUC: 78.96. Result ID: 698ebc16ffc3901de0a034c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Consistency based","Label Percentage":"5%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### UPS Mean AUC: 78.9. Result ID: 698ebc16ffc3901de0a034cd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Pseudo Label","Label Percentage":"15%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### Graph XNet Mean AUC: 78. Result ID: 698ebc16ffc3901de0a034c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Pseudo Label","Label Percentage":"20%","Backbone":"DenseNet-169"}. This record does not assert independent reproduction. ### SRC-MT Mean AUC: 77.76. Result ID: 698ebc16ffc3901de0a034ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Consistency based","Label Percentage":"15%","Backbone":"DenseNet-169"}. This record does not assert independent reproduction. ### NoTeacher Mean AUC: 77.61. Result ID: 698ebc16ffc3901de0a034be. [Reporting paper]() Recorded evaluation configuration: {"Method Type":"Consistency based","Label Percentage":"10%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### NoTeacher Mean AUC: 77.04. Result ID: 698ebc16ffc3901de0a034bd. [Reporting paper]() Recorded evaluation configuration: {"Method Type":"Consistency based","Label Percentage":"5%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### UPS Mean AUC: 76.84. Result ID: 698ebc16ffc3901de0a034cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Pseudo Label","Label Percentage":"10%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### SRC-MT Mean AUC: 75.28. Result ID: 698ebc16ffc3901de0a034b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Consistency based","Label Percentage":"10%","Backbone":"DenseNet-169"}. This record does not assert independent reproduction. ### ACPL Mean AUC: 74.82. Result ID: 698ebc16ffc3901de0a034cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Pseudo Label","Label Percentage":"2%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### S2MTS2 Mean AUC: 74.69. Result ID: 698ebc16ffc3901de0a034c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Consistency based","Label Percentage":"2%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### UPS Mean AUC: 73.18. Result ID: 698ebc16ffc3901de0a034cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Pseudo Label","Label Percentage":"5%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### NoTeacher Mean AUC: 72.6. Result ID: 698ebc16ffc3901de0a034bc. [Reporting paper]() Recorded evaluation configuration: {"Method Type":"Consistency based","Label Percentage":"2%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### SRC-MT Mean AUC: 72.29. Result ID: 698ebc16ffc3901de0a034b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Consistency based","Label Percentage":"5%","Backbone":"DenseNet-169"}. This record does not assert independent reproduction. ### Graph XNet Mean AUC: 68. Result ID: 698ebc16ffc3901de0a034c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Pseudo Label","Label Percentage":"15%","Backbone":"DenseNet-169"}. This record does not assert independent reproduction. ### SRC-MT Mean AUC: 66.95. Result ID: 698ebc16ffc3901de0a034b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Consistency based","Label Percentage":"2%","Backbone":"DenseNet-169"}. This record does not assert independent reproduction. ### UPS Mean AUC: 65.51. Result ID: 698ebc16ffc3901de0a034ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Type":"Pseudo Label","Label Percentage":"2%","Backbone":"DenseNet-121"}. This record does not assert independent reproduction. ### Graph XNet Mean AUC: 63. Result ID: 698ebc16ffc3901de0a034c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Pseudo Label","Label Percentage":"10%","Backbone":"DenseNet-169"}. This record does not assert independent reproduction. ### Graph XNet Mean AUC: 58. Result ID: 698ebc16ffc3901de0a034c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Pseudo Label","Label Percentage":"5%","Backbone":"DenseNet-169"}. This record does not assert independent reproduction. ### Graph XNet Mean AUC: 53. Result ID: 698ebc16ffc3901de0a034c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Pseudo Label","Label Percentage":"2%","Backbone":"DenseNet-169"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.