# Pleural Effusion Classification on CheXpert Source: [Pleural Effusion Classification on CheXpert]() Collection index: [llms.txt]() Data updated: 2026-06-23T06:34:55.319Z Evaluation of Pleural Effusion Classification performance on the CheXpert dataset, reporting specific accuracy and delta metrics (Acc s+, ∆p s+, etc.). 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 | Pleural Effusion Classification | | Dataset (including any stated split) | CheXpert | | Metric | Acc s+ | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Acc s+](): Higher is better; unit: PERCENT. - [∆p s+](): Lower is better; unit: SCALAR. - [Acc s-](): Higher is better; unit: PERCENT. - [∆p s-](): Lower is better; unit: SCALAR. - [Accuracy](): Higher is better; unit: PERCENT. - [∆Acc](): Lower is better; unit: SCALAR. - [∆p](): Lower is better; unit: SCALAR. ## Recorded results | Method | Acc s+ | Result date | Report paper | | --- | --- | --- | --- | | GroupDRO | 81.63 | Not recorded | 68fa77be1e209131cea750f9 | | FairSAM | 81.27 | Not recorded | 68fa77be1e209131cea750f9 | | Vanilla | 80.95 | Not recorded | 68fa77be1e209131cea750f9 | | MSAM | 80.88 | Not recorded | 68fa77be1e209131cea750f9 | | SAM | 80.67 | Not recorded | 68fa77be1e209131cea750f9 | | FairSAM | 80.13 | Not recorded | 68fa77be1e209131cea750f9 | | Vanilla | 78.3 | Not recorded | 68fa77be1e209131cea750f9 | | GroupSAM | 77.22 | Not recorded | 68fa77be1e209131cea750f9 | | SAM | 75.59 | Not recorded | 68fa77be1e209131cea750f9 | | GroupDRO | 71.43 | Not recorded | 68fa77be1e209131cea750f9 | | GroupSAM | 70.28 | Not recorded | 68fa77be1e209131cea750f9 | | MSAM | 67.86 | Not recorded | 68fa77be1e209131cea750f9 | ### GroupDRO Acc s+: 81.63. Result ID: 6a3a2906fbc373592c33ce72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"clean"}. This record does not assert independent reproduction. ### FairSAM Acc s+: 81.27. Result ID: 6a3a2906fbc373592c33ce7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"clean"}. This record does not assert independent reproduction. ### Vanilla Acc s+: 80.95. Result ID: 6a3a2906fbc373592c33ce70. [Reporting paper]() Recorded evaluation configuration: {"Test Data":"clean"}. This record does not assert independent reproduction. ### MSAM Acc s+: 80.88. Result ID: 6a3a2906fbc373592c33ce76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"clean"}. This record does not assert independent reproduction. ### SAM Acc s+: 80.67. Result ID: 6a3a2906fbc373592c33ce74. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Data":"clean"}. This record does not assert independent reproduction. ### FairSAM Acc s+: 80.13. Result ID: 6a3a2906fbc373592c33ce7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction. ### Vanilla Acc s+: 78.3. Result ID: 6a3a2906fbc373592c33ce71. [Reporting paper]() Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction. ### GroupSAM Acc s+: 77.22. Result ID: 6a3a2906fbc373592c33ce78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"clean"}. This record does not assert independent reproduction. ### SAM Acc s+: 75.59. Result ID: 6a3a2906fbc373592c33ce75. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction. ### GroupDRO Acc s+: 71.43. Result ID: 6a3a2906fbc373592c33ce73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction. ### GroupSAM Acc s+: 70.28. Result ID: 6a3a2906fbc373592c33ce79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction. ### MSAM Acc s+: 67.86. Result ID: 6a3a2906fbc373592c33ce77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Test Data":"corrupted"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.