# Prostate cancer grading on SICAP target-imbalanced KD v2 (test) Source: [Prostate cancer grading on SICAP target-imbalanced KD v2 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:25.270Z Evaluation of Prostate cancer grading performance on the target-imbalanced KD v2 test split of the SICAP dataset, reporting 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) | SICAP target-imbalanced KD v2 (test) | | Metric | Overall Accuracy | | 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 - [Overall Accuracy](): Higher is better; unit: PERCENT. - [Mean Accuracy](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Mean Absolute Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | Overall Accuracy | Result date | Report paper | | --- | --- | --- | --- | | UMKD | 91.75 | Not recorded | 68fa78531e209131cea77b7f | | KD | 90.97 | Not recorded | 68fa78531e209131cea77b7f | | RKD | 90.79 | Not recorded | 68fa78531e209131cea77b7f | | Resnet18 (Stu) | 90.36 | Not recorded | 68fa78531e209131cea77b7f | | SDD | 89.93 | Not recorded | 68fa78531e209131cea77b7f | | Resnet50 (Exp2) | 89.71 | Not recorded | 68fa78531e209131cea77b7f | | Resnet50 (Exp1) | 89.19 | Not recorded | 68fa78531e209131cea77b7f | | DKD | 89.19 | Not recorded | 68fa78531e209131cea77b7f | | FitNet | 79.06 | Not recorded | 68fa78531e209131cea77b7f | ### UMKD Overall Accuracy: 91.75. Result ID: 699585983badfaffe67e4fd6. [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. ### KD Overall Accuracy: 90.97. Result ID: 699585983badfaffe67e4fd3. [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 Overall Accuracy: 90.79. Result ID: 699585983badfaffe67e4fd2. [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. ### Resnet18 (Stu) Overall Accuracy: 90.36. Result ID: 699585983badfaffe67e4fd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Individually trained model","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SDD Overall Accuracy: 89.93. Result ID: 699585983badfaffe67e4fd5. [Reporting paper]() Recorded evaluation configuration: {"Method Type":"KD","Expert Backbone":"ResNet-50","Student Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Resnet50 (Exp2) Overall Accuracy: 89.71. Result ID: 699585983badfaffe67e4fcf. [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) Overall Accuracy: 89.19. Result ID: 699585983badfaffe67e4fce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Individually trained model","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DKD Overall Accuracy: 89.19. Result ID: 699585983badfaffe67e4fd4. [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 Overall Accuracy: 79.06. Result ID: 699585983badfaffe67e4fd1. [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.