# Melanoma Classification on HAM Dermoscopic (test) Source: [Melanoma Classification on HAM Dermoscopic (test)]() Collection index: [llms.txt]() Data updated: 2026-06-01T10:35:15.095Z Evaluation of melanoma classification performance on the test split of the HAM Dermoscopic dataset, measured using Recall. 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 | Melanoma Classification | | Dataset (including any stated split) | HAM Dermoscopic (test) | | Metric | Recall | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall | Result date | Report paper | | --- | --- | --- | --- | | CoFiDA-M | 92.81 | Not recorded | 6a1d123fdbd7150506f8422d | | MMD | 86.46 | Not recorded | 6a1d123fdbd7150506f8422d | | DeepCoral | 76.87 | Not recorded | 6a1d123fdbd7150506f8422d | | CoTTA | 69.58 | Not recorded | 6a1d123fdbd7150506f8422d | | TENT | 69.37 | Not recorded | 6a1d123fdbd7150506f8422d | | SHOT++ | 68.26 | Not recorded | 6a1d123fdbd7150506f8422d | | DANN | 62.87 | Not recorded | 6a1d123fdbd7150506f8422d | | CPD | 62.28 | Not recorded | 6a1d123fdbd7150506f8422d | | Source Only | 60.48 | Not recorded | 6a1d123fdbd7150506f8422d | | DALUPI | 52.1 | Not recorded | 6a1d123fdbd7150506f8422d | | IT-RUDA | 47.9 | Not recorded | 6a1d123fdbd7150506f8422d | | MeanTeacher | 44.31 | Not recorded | 6a1d123fdbd7150506f8422d | | DINE | 38.92 | Not recorded | 6a1d123fdbd7150506f8422d | | WoC | 38.92 | Not recorded | 6a1d123fdbd7150506f8422d | | DAMP | 35.93 | Not recorded | 6a1d123fdbd7150506f8422d | | SFDA | 19.77 | Not recorded | 6a1d123fdbd7150506f8422d | ### CoFiDA-M Recall: 92.81. Result ID: 6a1d6041fbc373592c1750df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Ours"}. This record does not assert independent reproduction. ### MMD Recall: 86.46. Result ID: 6a1d6041fbc373592c1750d2. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Classical / Standard"}. This record does not assert independent reproduction. ### DeepCoral Recall: 76.87. Result ID: 6a1d6041fbc373592c1750d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Classical / Standard"}. This record does not assert independent reproduction. ### CoTTA Recall: 69.58. Result ID: 6a1d6041fbc373592c1750d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Modern Test Time"}. This record does not assert independent reproduction. ### TENT Recall: 69.37. Result ID: 6a1d6041fbc373592c1750da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Modern Test Time"}. This record does not assert independent reproduction. ### SHOT++ Recall: 68.26. Result ID: 6a1d6041fbc373592c1750d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Modern Source Free"}. This record does not assert independent reproduction. ### DANN Recall: 62.87. Result ID: 6a1d6041fbc373592c1750d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Classical / Standard"}. This record does not assert independent reproduction. ### CPD Recall: 62.28. Result ID: 6a1d6041fbc373592c1750d8. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Modern Source Free"}. This record does not assert independent reproduction. ### Source Only Recall: 60.48. Result ID: 6a1d6041fbc373592c1750de. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Source Only"}. This record does not assert independent reproduction. ### DALUPI Recall: 52.1. Result ID: 6a1d6041fbc373592c1750dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Multimodal"}. This record does not assert independent reproduction. ### IT-RUDA Recall: 47.9. Result ID: 6a1d6041fbc373592c1750d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Classical / Standard"}. This record does not assert independent reproduction. ### MeanTeacher Recall: 44.31. Result ID: 6a1d6041fbc373592c1750d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Classical / Standard"}. This record does not assert independent reproduction. ### DINE Recall: 38.92. Result ID: 6a1d6041fbc373592c1750d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Modern Source Free"}. This record does not assert independent reproduction. ### WoC Recall: 38.92. Result ID: 6a1d6041fbc373592c1750db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Modern Test Time"}. This record does not assert independent reproduction. ### DAMP Recall: 35.93. Result ID: 6a1d6041fbc373592c1750dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Multimodal"}. This record does not assert independent reproduction. ### SFDA Recall: 19.77. Result ID: 6a1d6041fbc373592c1750d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Modern Source Free"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.