# Image Classification on 10 biomedical domain datasets (Novel) Source: [Image Classification on 10 biomedical domain datasets (Novel)]() Collection index: [llms.txt]() Data updated: 2026-04-23T11:03:02.791Z Performance of Image Classification models evaluated across a collection of 10 novel biomedical domain datasets, reported using accuracy. 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) | 10 biomedical domain datasets (Novel) | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLIP-SVD | 74.31 | Not recorded | 68fa7b691e209131cea88420 | | BiomedCoOp | 73.9 | Not recorded | 68fa7b691e209131cea88420 | | DCPL | 69.35 | Not recorded | 68fa7b691e209131cea88420 | | CoCoOp | 67.74 | Not recorded | 68fa7b691e209131cea88420 | | ProGrad | 67.33 | Not recorded | 68fa7b691e209131cea88420 | | BiomedCLIP | 67.17 | Not recorded | 68fa7b691e209131cea88420 | | KgCoOp | 65.94 | Not recorded | 68fa7b691e209131cea88420 | | CoOp | 65.34 | Not recorded | 68fa7b691e209131cea88420 | | GDA | 64.66 | Not recorded | 68fa7b691e209131cea88420 | | XCoOp | 63.19 | Not recorded | 68fa7b691e209131cea88420 | | CLIP-LoRA | 59.84 | Not recorded | 68fa7b691e209131cea88420 | | MaPLe | 49.51 | Not recorded | 68fa7b691e209131cea88420 | ### CLIP-SVD Accuracy: 74.31. Result ID: 69e9fc4947f34ce924d20d77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiomedCoOp Accuracy: 73.9. Result ID: 69e9fc4947f34ce924d20d73. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCPL Accuracy: 69.35. Result ID: 69e9fc4947f34ce924d20d75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoCoOp Accuracy: 67.74. Result ID: 69e9fc4947f34ce924d20d6e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ProGrad Accuracy: 67.33. Result ID: 69e9fc4947f34ce924d20d70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiomedCLIP Accuracy: 67.17. Result ID: 69e9fc4947f34ce924d20d6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KgCoOp Accuracy: 65.94. Result ID: 69e9fc4947f34ce924d20d6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Accuracy: 65.34. Result ID: 69e9fc4947f34ce924d20d6d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GDA Accuracy: 64.66. Result ID: 69e9fc4947f34ce924d20d74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### XCoOp Accuracy: 63.19. Result ID: 69e9fc4947f34ce924d20d72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP-LoRA Accuracy: 59.84. Result ID: 69e9fc4947f34ce924d20d76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Accuracy: 49.51. Result ID: 69e9fc4947f34ce924d20d71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.