# Image Classification on VinDr-CXR (test) Source: [Image Classification on VinDr-CXR (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:23:07.010Z Evaluation of Image Classification performance on the test split of the VinDr-CXR dataset, reporting Average Precision (AP) scores for individual findings and the aggregate mean AP. 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 | Image Classification | | Dataset (including any stated split) | VinDr-CXR (test) | | Metric | AP (LO) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [AP (LO)](): Higher is better; unit: PERCENT. - [AP (CM)](): Higher is better; unit: PERCENT. - [AP (PL-T)](): Higher is better; unit: PERCENT. - [AP (AE)](): Higher is better; unit: PERCENT. - [AP (PF)](): Higher is better; unit: PERCENT. - [AP (PE)](): Higher is better; unit: PERCENT. - [Mean AP (Aggregate)](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP (LO) | Result date | Report paper | | --- | --- | --- | --- | | RadJEPA | 19.2 | Not recorded | 6973007cb2be0ed85a78c9d3 | | I-JEPA | 15.6 | Not recorded | 6973007cb2be0ed85a78c9d3 | | RAD-DINO | 14.9 | Not recorded | 6973007cb2be0ed85a78c9d3 | | RAD-DINO | 14.2 | Not recorded | 6973007cb2be0ed85a78c9d3 | | BioViL-T | 12.7 | Not recorded | 6973007cb2be0ed85a78c9d3 | | MRM | 12.2 | Not recorded | 6973007cb2be0ed85a78c9d3 | | CheXzero | 11.1 | Not recorded | 6973007cb2be0ed85a78c9d3 | | BiomedCLIP | 10 | Not recorded | 6973007cb2be0ed85a78c9d3 | | CLIP | 9.7 | Not recorded | 6973007cb2be0ed85a78c9d3 | | CLIP | 9.1 | Not recorded | 6973007cb2be0ed85a78c9d3 | ### RadJEPA AP (LO): 19.2. Result ID: 69979a185698665ec4efde7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear probing"}. This record does not assert independent reproduction. ### I-JEPA AP (LO): 15.6. Result ID: 69979a185698665ec4efde7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear probing"}. This record does not assert independent reproduction. ### RAD-DINO AP (LO): 14.9. Result ID: 69979a185698665ec4efde78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear probing"}. This record does not assert independent reproduction. ### RAD-DINO AP (LO): 14.2. Result ID: 69979a185698665ec4efde79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear probing","Reproduced result":true}. This record does not assert independent reproduction. ### BioViL-T AP (LO): 12.7. Result ID: 69979a185698665ec4efde74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear probing"}. This record does not assert independent reproduction. ### MRM AP (LO): 12.2. Result ID: 69979a185698665ec4efde77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear probing"}. This record does not assert independent reproduction. ### CheXzero AP (LO): 11.1. Result ID: 69979a185698665ec4efde76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear probing"}. This record does not assert independent reproduction. ### BiomedCLIP AP (LO): 10. Result ID: 69979a185698665ec4efde75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Linear probing"}. This record does not assert independent reproduction. ### CLIP AP (LO): 9.7. Result ID: 69979a185698665ec4efde72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Linear probing","Resolution":224}. This record does not assert independent reproduction. ### CLIP AP (LO): 9.1. Result ID: 69979a185698665ec4efde73. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Linear probing","Resolution":336}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.