# Image Classification on COVID-19 chest X-ray BiomedCLIP (test) Source: [Image Classification on COVID-19 chest X-ray BiomedCLIP (test)]() Collection index: [llms.txt]() Data updated: 2026-06-02T11:37:06.724Z Evaluation of Image Classification performance on the COVID-19 chest X-ray BiomedCLIP dataset, specifically on the test split. 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) | COVID-19 chest X-ray BiomedCLIP (test) | | Metric | WG | | 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 - [WG](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. - [Performance Gap](): Lower is better; unit: PERCENT. ## Recorded results | Method | WG | Result date | Report paper | | --- | --- | --- | --- | | DAT\* | 72.41 | Not recorded | 6a1e63e3dbd7150506f85528 | | DAT | 65.22 | Not recorded | 6a1e63e3dbd7150506f85528 | | TIE | 52.17 | Not recorded | 6a1e63e3dbd7150506f85528 | | TIE\* | 50.22 | Not recorded | 6a1e63e3dbd7150506f85528 | | Perception CLIP | 48.84 | Not recorded | 6a1e63e3dbd7150506f85528 | | ZS | 44.83 | Not recorded | 6a1e63e3dbd7150506f85528 | | Orth-Cali | 44.83 | Not recorded | 6a1e63e3dbd7150506f85528 | | ROBOSHOT | 32.75 | Not recorded | 6a1e63e3dbd7150506f85528 | | Group Prompt | 27.58 | Not recorded | 6a1e63e3dbd7150506f85528 | | Ideal words | 23.53 | Not recorded | 6a1e63e3dbd7150506f85528 | ### DAT\* WG: 72.41. Result ID: 6a1ebecefbc373592c1a05d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Backbone":"BiomedCLIP"}. This record does not assert independent reproduction. ### DAT WG: 65.22. Result ID: 6a1ebecefbc373592c1a05d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Backbone":"BiomedCLIP"}. This record does not assert independent reproduction. ### TIE WG: 52.17. Result ID: 6a1ebecefbc373592c1a05d6. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Backbone":"BiomedCLIP"}. This record does not assert independent reproduction. ### TIE\* WG: 50.22. Result ID: 6a1ebecefbc373592c1a05d7. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Backbone":"BiomedCLIP"}. This record does not assert independent reproduction. ### Perception CLIP WG: 48.84. Result ID: 6a1ebecefbc373592c1a05d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Backbone":"BiomedCLIP"}. This record does not assert independent reproduction. ### ZS WG: 44.83. Result ID: 6a1ebecefbc373592c1a05d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Backbone":"BiomedCLIP"}. This record does not assert independent reproduction. ### Orth-Cali WG: 44.83. Result ID: 6a1ebecefbc373592c1a05d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Backbone":"BiomedCLIP"}. This record does not assert independent reproduction. ### ROBOSHOT WG: 32.75. Result ID: 6a1ebecefbc373592c1a05d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Backbone":"BiomedCLIP"}. This record does not assert independent reproduction. ### Group Prompt WG: 27.58. Result ID: 6a1ebecefbc373592c1a05d1. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Backbone":"BiomedCLIP"}. This record does not assert independent reproduction. ### Ideal words WG: 23.53. Result ID: 6a1ebecefbc373592c1a05d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Backbone":"BiomedCLIP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.