# Prostate cancer grading on SICAPv2 source-imbalanced KD (test) Source: [Prostate cancer grading on SICAPv2 source-imbalanced KD (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:01.597Z Evaluation of Prostate cancer grading performance on the source-imbalanced test split of the SICAPv2 dataset, measured using Overall Accuracy (OA), mean Accuracy (mAcc), F1 score, and Mean Absolute Error (MAE). 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 | Prostate cancer grading | | Dataset (including any stated split) | SICAPv2 source-imbalanced KD (test) | | Metric | OA | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [OA](): Higher is better; unit: PERCENT. - [mAcc](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | OA | Result date | Report paper | | --- | --- | --- | --- | | Resnet50 (Exp2) | 0.9205 | Not recorded | 68fa78531e209131cea77b7f | | Resnet50 (Exp1) | 0.9153 | Not recorded | 68fa78531e209131cea77b7f | | UMKD | 0.9102 | Not recorded | 68fa78531e209131cea77b7f | | Resnet18 (Stu) | 0.8958 | Not recorded | 68fa78531e209131cea77b7f | | KD | 0.8906 | Not recorded | 68fa78531e209131cea77b7f | | RKD | 0.8854 | Not recorded | 68fa78531e209131cea77b7f | | SDD | 0.8782 | Not recorded | 68fa78531e209131cea77b7f | | DKD | 0.8691 | Not recorded | 68fa78531e209131cea77b7f | | FitNet | 0.7878 | Not recorded | 68fa78531e209131cea77b7f | ### Resnet50 (Exp2) OA: 0.9205. Result ID: 699585983badfaffe67e4fc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Individually trained model","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Resnet50 (Exp1) OA: 0.9153. Result ID: 699585983badfaffe67e4fc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Individually trained model","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### UMKD OA: 0.9102. Result ID: 699585983badfaffe67e4fcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"KD","Expert Backbone":"ResNet-50","Student Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Resnet18 (Stu) OA: 0.8958. Result ID: 699585983badfaffe67e4fc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Individually trained model","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### KD OA: 0.8906. Result ID: 699585983badfaffe67e4fca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"KD","Expert Backbone":"ResNet-50","Student Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### RKD OA: 0.8854. Result ID: 699585983badfaffe67e4fc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Feature-based KD","Expert Backbone":"ResNet-50","Student Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SDD OA: 0.8782. Result ID: 699585983badfaffe67e4fcc. [Reporting paper]() Recorded evaluation configuration: {"Method Type":"KD","Expert Backbone":"ResNet-50","Student Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### DKD OA: 0.8691. Result ID: 699585983badfaffe67e4fcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"KD","Expert Backbone":"ResNet-50","Student Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FitNet OA: 0.7878. Result ID: 699585983badfaffe67e4fc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Feature-based KD","Expert Backbone":"ResNet-50","Student Backbone":"ResNet-18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.