# Image Classification on Biomedical Domain Average of 10 datasets (test) Source: [Image Classification on Biomedical Domain Average of 10 datasets (test)]() Collection index: [llms.txt]() Data updated: 2026-04-23T11:03:03.096Z Average performance of Image Classification models evaluated across a specific collection of 10 biomedical domain datasets, reported on the test split using K-shot accuracy metrics (K=1 to K=16). 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) | Biomedical Domain Average of 10 datasets (test) | | Metric | Accuracy (K=4) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 (K=4)](): Higher is better; unit: PERCENT. - [Accuracy (K=1)](): Higher is better; unit: PERCENT. - [Accuracy (K=2)](): Higher is better; unit: PERCENT. - [Accuracy (K=8)](): Higher is better; unit: PERCENT. - [Accuracy (K=16)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (K=4) | Result date | Report paper | | --- | --- | --- | --- | | CLIP-SVD | 68.02 | Not recorded | 68fa7b691e209131cea88420 | | BiomedCoOp | 64.34 | Not recorded | 68fa7b691e209131cea88420 | | ProKeR | 63.72 | Not recorded | 68fa7b691e209131cea88420 | | GDA | 63.41 | Not recorded | 68fa7b691e209131cea88420 | | DCPL | 62.62 | Not recorded | 68fa7b691e209131cea88420 | | CLIP-LoRA | 62.31 | Not recorded | 68fa7b691e209131cea88420 | | Tip-Adapter-F | 62.3 | Not recorded | 68fa7b691e209131cea88420 | | Linear Probing | 62.12 | Not recorded | 68fa7b691e209131cea88420 | | ProGrad | 62.1 | Not recorded | 68fa7b691e209131cea88420 | | CoOp | 61.35 | Not recorded | 68fa7b691e209131cea88420 | | LP++ | 61.3 | Not recorded | 68fa7b691e209131cea88420 | | KgCoOp | 60.92 | Not recorded | 68fa7b691e209131cea88420 | | XCoOp | 60.87 | Not recorded | 68fa7b691e209131cea88420 | | Tip-Adapter | 58.33 | Not recorded | 68fa7b691e209131cea88420 | | CoCoOp | 57.63 | Not recorded | 68fa7b691e209131cea88420 | | CLIP-Adapter | 45.3 | Not recorded | 68fa7b691e209131cea88420 | | MaPLe | 44.09 | Not recorded | 68fa7b691e209131cea88420 | | Zero-shot BiomedCLIP | 42.38 | Not recorded | 68fa7b691e209131cea88420 | ### CLIP-SVD Accuracy (K=4): 68.02. Result ID: 69e9fc4947f34ce924d20ddd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### BiomedCoOp Accuracy (K=4): 64.34. Result ID: 69e9fc4947f34ce924d20ddc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### ProKeR Accuracy (K=4): 63.72. Result ID: 69e9fc4947f34ce924d20dd7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### GDA Accuracy (K=4): 63.41. Result ID: 69e9fc4947f34ce924d20dd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### DCPL Accuracy (K=4): 62.62. Result ID: 69e9fc4947f34ce924d20dd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### CLIP-LoRA Accuracy (K=4): 62.31. Result ID: 69e9fc4947f34ce924d20dda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### Tip-Adapter-F Accuracy (K=4): 62.3. Result ID: 69e9fc4947f34ce924d20dd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### Linear Probing Accuracy (K=4): 62.12. Result ID: 69e9fc4947f34ce924d20dd1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probing"}. This record does not assert independent reproduction. ### ProGrad Accuracy (K=4): 62.1. Result ID: 69e9fc4947f34ce924d20dcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### CoOp Accuracy (K=4): 61.35. Result ID: 69e9fc4947f34ce924d20dcd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### LP++ Accuracy (K=4): 61.3. Result ID: 69e9fc4947f34ce924d20dd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### KgCoOp Accuracy (K=4): 60.92. Result ID: 69e9fc4947f34ce924d20dd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### XCoOp Accuracy (K=4): 60.87. Result ID: 69e9fc4947f34ce924d20dd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### Tip-Adapter Accuracy (K=4): 58.33. Result ID: 69e9fc4947f34ce924d20dd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### CoCoOp Accuracy (K=4): 57.63. Result ID: 69e9fc4947f34ce924d20dce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### CLIP-Adapter Accuracy (K=4): 45.3. Result ID: 69e9fc4947f34ce924d20dd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### MaPLe Accuracy (K=4): 44.09. Result ID: 69e9fc4947f34ce924d20ddb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Few-shot adaptation"}. This record does not assert independent reproduction. ### Zero-shot BiomedCLIP Accuracy (K=4): 42.38. Result ID: 69e9fc4947f34ce924d20dcc. [Reporting paper]() [Method origin paper]() 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.