# Classification on CheXpert 5x200 1.0 Source: [Classification on CheXpert 5x200 1.0]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:54.323Z Evaluation of general classification performance on the specific CheXpert 5x200 version 1.0 subset, reporting Accuracy and AUC. 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 | Classification | | Dataset (including any stated split) | CheXpert 5x200 1.0 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLEFT-LORA | 66.74 | Not recorded | 68fa74541e209131cea611b9 | | CLEFT-LORA | 63.96 | Not recorded | 68fa74541e209131cea611b9 | | CLEFT-LORA | 63.46 | Not recorded | 68fa74541e209131cea611b9 | | CLEFT-Prefix | 61.56 | Not recorded | 68fa74541e209131cea611b9 | | CLEFT-IA3 | 61.06 | Not recorded | 68fa74541e209131cea611b9 | | CLEFT-Prefix | 60.55 | Not recorded | 68fa74541e209131cea611b9 | | CLEFT-IA3 | 60.16 | Not recorded | 68fa74541e209131cea611b9 | | MedCLIP-Swin | 59.42 | Not recorded | 68fa74541e209131cea611b9 | | MRM-VIT | 58.26 | Not recorded | 68fa74541e209131cea611b9 | | GLORIA-R50 | 57.56 | Not recorded | 68fa74541e209131cea611b9 | | MedCLIP-Swin | 57.46 | Not recorded | 68fa74541e209131cea611b9 | | MGCA-VIT+ | 56.96 | Not recorded | 68fa74541e209131cea611b9 | | MRM-VIT | 56.56 | Not recorded | 68fa74541e209131cea611b9 | | ImageNet-ViT | 56.46 | Not recorded | 68fa74541e209131cea611b9 | | MedCLIP-Swin | 54.55 | Not recorded | 68fa74541e209131cea611b9 | | GLORIA-R50 | 51.65 | Not recorded | 68fa74541e209131cea611b9 | | MGCA-VIT+ | 51.35 | Not recorded | 68fa74541e209131cea611b9 | | ConVIRT-R50 | 47.7 | Not recorded | 68fa74541e209131cea611b9 | | CLIP-VIT | 44.84 | Not recorded | 68fa74541e209131cea611b9 | | GLORIA-R50 | 43.28 | Not recorded | 68fa74541e209131cea611b9 | | ConVIRT-R50 | 41.88 | Not recorded | 68fa74541e209131cea611b9 | | ImageNet-ViT | 38.54 | Not recorded | 68fa74541e209131cea611b9 | | CLIP-VIT | 35.34 | Not recorded | 68fa74541e209131cea611b9 | | MGCA-VIT+ | 26.63 | Not recorded | 68fa74541e209131cea611b9 | | Random-ViT | 20.62 | Not recorded | 68fa74541e209131cea611b9 | | Random-ViT | 20.32 | Not recorded | 68fa74541e209131cea611b9 | | CLIP-VIT | 20.16 | Not recorded | 68fa74541e209131cea611b9 | ### CLEFT-LORA Accuracy: 66.74. Result ID: 6993501d3a6c314849151c60. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLEFT-LORA Accuracy: 63.96. Result ID: 6993501d3a6c314849151c62. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Full-finetuning"}. This record does not assert independent reproduction. ### CLEFT-LORA Accuracy: 63.46. Result ID: 6993501d3a6c314849151c61. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear-probing"}. This record does not assert independent reproduction. ### CLEFT-Prefix Accuracy: 61.56. Result ID: 6993501d3a6c314849151c5d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Full-finetuning"}. This record does not assert independent reproduction. ### CLEFT-IA3 Accuracy: 61.06. Result ID: 6993501d3a6c314849151c5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Full-finetuning"}. This record does not assert independent reproduction. ### CLEFT-Prefix Accuracy: 60.55. Result ID: 6993501d3a6c314849151c5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear-probing"}. This record does not assert independent reproduction. ### CLEFT-IA3 Accuracy: 60.16. Result ID: 6993501d3a6c314849151c5e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear-probing"}. This record does not assert independent reproduction. ### MedCLIP-Swin Accuracy: 59.42. Result ID: 6993501d3a6c314849151c59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Pre-training Dataset":"2x larger than standard"}. This record does not assert independent reproduction. ### MRM-VIT Accuracy: 58.26. Result ID: 6993501d3a6c314849151c57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear-probing"}. This record does not assert independent reproduction. ### GLORIA-R50 Accuracy: 57.56. Result ID: 6993501d3a6c314849151c53. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Full-finetuning"}. This record does not assert independent reproduction. ### MedCLIP-Swin Accuracy: 57.46. Result ID: 6993501d3a6c314849151c5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Full-finetuning","Pre-training Dataset":"2x larger than standard"}. This record does not assert independent reproduction. ### MGCA-VIT+ Accuracy: 56.96. Result ID: 6993501d3a6c314849151c56. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Full-finetuning","Pre-training Dataset":"2x larger than standard"}. This record does not assert independent reproduction. ### MRM-VIT Accuracy: 56.56. Result ID: 6993501d3a6c314849151c58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Full-finetuning"}. This record does not assert independent reproduction. ### ImageNet-ViT Accuracy: 56.46. Result ID: 6993501d3a6c314849151c4b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Full-finetuning"}. This record does not assert independent reproduction. ### MedCLIP-Swin Accuracy: 54.55. Result ID: 6993501d3a6c314849151c5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear-probing","Pre-training Dataset":"2x larger than standard"}. This record does not assert independent reproduction. ### GLORIA-R50 Accuracy: 51.65. Result ID: 6993501d3a6c314849151c52. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear-probing"}. This record does not assert independent reproduction. ### MGCA-VIT+ Accuracy: 51.35. Result ID: 6993501d3a6c314849151c54. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Pre-training Dataset":"2x larger than standard"}. This record does not assert independent reproduction. ### ConVIRT-R50 Accuracy: 47.7. Result ID: 6993501d3a6c314849151c50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear-probing"}. This record does not assert independent reproduction. ### CLIP-VIT Accuracy: 44.84. Result ID: 6993501d3a6c314849151c4e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Full-finetuning"}. This record does not assert independent reproduction. ### GLORIA-R50 Accuracy: 43.28. Result ID: 6993501d3a6c314849151c51. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ConVIRT-R50 Accuracy: 41.88. Result ID: 6993501d3a6c314849151c4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ImageNet-ViT Accuracy: 38.54. Result ID: 6993501d3a6c314849151c4a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear-probing"}. This record does not assert independent reproduction. ### CLIP-VIT Accuracy: 35.34. Result ID: 6993501d3a6c314849151c4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear-probing"}. This record does not assert independent reproduction. ### MGCA-VIT+ Accuracy: 26.63. Result ID: 6993501d3a6c314849151c55. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear-probing","Pre-training Dataset":"2x larger than standard"}. This record does not assert independent reproduction. ### Random-ViT Accuracy: 20.62. Result ID: 6993501d3a6c314849151c48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear-probing"}. This record does not assert independent reproduction. ### Random-ViT Accuracy: 20.32. Result ID: 6993501d3a6c314849151c49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Full-finetuning"}. This record does not assert independent reproduction. ### CLIP-VIT Accuracy: 20.16. Result ID: 6993501d3a6c314849151c4c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.