# Medical Image Classification on SC (Skin Cancer) (test) Source: [Medical Image Classification on SC (Skin Cancer) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:44.342Z Evaluation of Medical Image Classification performance on the test split of the SC (Skin Cancer) dataset, typically measured using Accuracy (ACC). 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 | Medical Image Classification | | Dataset (including any stated split) | SC (Skin Cancer) (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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 | | --- | --- | --- | --- | | MedGemma | 79.05 | Not recorded | 69535c9553fdd5c36173daa9 | | GPT-4 | 69.54 | Not recorded | 69535c9553fdd5c36173daa9 | | Centralized | 61.01 | Not recorded | 68fa75541e209131cea67362 | | FACMIC | 58.47 | Not recorded | 68fa75541e209131cea67362 | | FACMIC | 57.62 | Not recorded | 68fa75541e209131cea67362 | | FACMIC | 57.41 | Not recorded | 68fa75541e209131cea67362 | | FACMIC | 56.78 | Not recorded | 68fa75541e209131cea67362 | | FACMIC | 56.78 | Not recorded | 68fa75541e209131cea67362 | | FedCLIP | 55.93 | Not recorded | 68fa75541e209131cea67362 | | FedAVG | 54.23 | Not recorded | 68fa75541e209131cea67362 | | FedFocal | 54.23 | Not recorded | 68fa75541e209131cea67362 | | FedCLIP | 54.23 | Not recorded | 68fa75541e209131cea67362 | | MOON | 53.38 | Not recorded | 68fa75541e209131cea67362 | | FedCLIP | 53.38 | Not recorded | 68fa75541e209131cea67362 | | FedCLIP | 53.38 | Not recorded | 68fa75541e209131cea67362 | | FedProx | 51.69 | Not recorded | 68fa75541e209131cea67362 | | FedFocal | 51.69 | Not recorded | 68fa75541e209131cea67362 | | FedFocal | 51.05 | Not recorded | 68fa75541e209131cea67362 | | FedProx | 50.84 | Not recorded | 68fa75541e209131cea67362 | | MOON | 50.84 | Not recorded | 68fa75541e209131cea67362 | | MOON | 50.42 | Not recorded | 68fa75541e209131cea67362 | | FedAVG | 50.21 | Not recorded | 68fa75541e209131cea67362 | | MOON | 50 | Not recorded | 68fa75541e209131cea67362 | | FedCLIP | 50 | Not recorded | 68fa75541e209131cea67362 | | FedProx | 49.99 | Not recorded | 68fa75541e209131cea67362 | | FedAVG | 49.15 | Not recorded | 68fa75541e209131cea67362 | | FedAVG | 49.15 | Not recorded | 68fa75541e209131cea67362 | | FedProx | 49.15 | Not recorded | 68fa75541e209131cea67362 | | FedFocal | 49.15 | Not recorded | 68fa75541e209131cea67362 | | FedFocal | 49.15 | Not recorded | 68fa75541e209131cea67362 | | FedAVG | 48.3 | Not recorded | 68fa75541e209131cea67362 | | FedProx | 48.3 | Not recorded | 68fa75541e209131cea67362 | | MOON | 47.45 | Not recorded | 68fa75541e209131cea67362 | ### MedGemma Accuracy: 79.05. Result ID: 699801735698665ec45af3c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_status":"specifically trained","model\_version":"4b-it"}. This record does not assert independent reproduction. ### GPT-4 Accuracy: 69.54. Result ID: 699801735698665ec45af3c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"evaluation\_mode":"standardized prompting technique"}. This record does not assert independent reproduction. ### Centralized Accuracy: 61.01. Result ID: 6993a84f3a6c314849179d0e. [Reporting paper]() Recorded evaluation configuration: {"partition":"Average"}. This record does not assert independent reproduction. ### FACMIC Accuracy: 58.47. Result ID: 6993a84f3a6c314849179d29. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.6}. This record does not assert independent reproduction. ### FACMIC Accuracy: 57.62. Result ID: 6993a84f3a6c314849179d2b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"partition":"iid"}. This record does not assert independent reproduction. ### FACMIC Accuracy: 57.41. Result ID: 6993a84f3a6c314849179d2c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"partition":"Average"}. This record does not assert independent reproduction. ### FACMIC Accuracy: 56.78. Result ID: 6993a84f3a6c314849179d28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.3}. This record does not assert independent reproduction. ### FACMIC Accuracy: 56.78. Result ID: 6993a84f3a6c314849179d2a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.9}. This record does not assert independent reproduction. ### FedCLIP Accuracy: 55.93. Result ID: 6993a84f3a6c314849179d24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":0.6}. This record does not assert independent reproduction. ### FedAVG Accuracy: 54.23. Result ID: 6993a84f3a6c314849179d11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":0.9}. This record does not assert independent reproduction. ### FedFocal Accuracy: 54.23. Result ID: 6993a84f3a6c314849179d20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":0.9}. This record does not assert independent reproduction. ### FedCLIP Accuracy: 54.23. Result ID: 6993a84f3a6c314849179d25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":0.9}. This record does not assert independent reproduction. ### MOON Accuracy: 53.38. Result ID: 6993a84f3a6c314849179d1b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.9}. This record does not assert independent reproduction. ### FedCLIP Accuracy: 53.38. Result ID: 6993a84f3a6c314849179d23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":0.3}. This record does not assert independent reproduction. ### FedCLIP Accuracy: 53.38. Result ID: 6993a84f3a6c314849179d27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"partition":"Average"}. This record does not assert independent reproduction. ### FedProx Accuracy: 51.69. Result ID: 6993a84f3a6c314849179d15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":0.6}. This record does not assert independent reproduction. ### FedFocal Accuracy: 51.69. Result ID: 6993a84f3a6c314849179d21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"partition":"iid"}. This record does not assert independent reproduction. ### FedFocal Accuracy: 51.05. Result ID: 6993a84f3a6c314849179d22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"partition":"Average"}. This record does not assert independent reproduction. ### FedProx Accuracy: 50.84. Result ID: 6993a84f3a6c314849179d17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"partition":"iid"}. This record does not assert independent reproduction. ### MOON Accuracy: 50.84. Result ID: 6993a84f3a6c314849179d19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.3}. This record does not assert independent reproduction. ### MOON Accuracy: 50.42. Result ID: 6993a84f3a6c314849179d1d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"partition":"Average"}. This record does not assert independent reproduction. ### FedAVG Accuracy: 50.21. Result ID: 6993a84f3a6c314849179d13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"partition":"Average"}. This record does not assert independent reproduction. ### MOON Accuracy: 50. Result ID: 6993a84f3a6c314849179d1a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.6}. This record does not assert independent reproduction. ### FedCLIP Accuracy: 50. Result ID: 6993a84f3a6c314849179d26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"partition":"iid"}. This record does not assert independent reproduction. ### FedProx Accuracy: 49.99. Result ID: 6993a84f3a6c314849179d18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"partition":"Average"}. This record does not assert independent reproduction. ### FedAVG Accuracy: 49.15. Result ID: 6993a84f3a6c314849179d10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":0.6}. This record does not assert independent reproduction. ### FedAVG Accuracy: 49.15. Result ID: 6993a84f3a6c314849179d12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"partition":"iid"}. This record does not assert independent reproduction. ### FedProx Accuracy: 49.15. Result ID: 6993a84f3a6c314849179d16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":0.9}. This record does not assert independent reproduction. ### FedFocal Accuracy: 49.15. Result ID: 6993a84f3a6c314849179d1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":0.3}. This record does not assert independent reproduction. ### FedFocal Accuracy: 49.15. Result ID: 6993a84f3a6c314849179d1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":0.6}. This record does not assert independent reproduction. ### FedAVG Accuracy: 48.3. Result ID: 6993a84f3a6c314849179d0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":0.3}. This record does not assert independent reproduction. ### FedProx Accuracy: 48.3. Result ID: 6993a84f3a6c314849179d14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":0.3}. This record does not assert independent reproduction. ### MOON Accuracy: 47.45. Result ID: 6993a84f3a6c314849179d1c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"partition":"iid"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.