# Histopathology Prostate Cancer Grading on SICAP C v2 Source: [Histopathology Prostate Cancer Grading on SICAP C v2]() Collection index: [llms.txt]() Data updated: 2026-04-20T08:35:59.478Z Evaluation of histopathology prostate cancer grading performance on the SICAP C v2 dataset, assessed across various image quality degradations and noise levels (e.g., Gaussian noise, blur, fog). 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 | Histopathology prostate cancer grading | | Dataset (including any stated split) | SICAP C v2 | | Metric | Accuracy (Gaussian Noise) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 (Gaussian Noise)](): Higher is better; unit: SCALAR. - [Accuracy (Shot Noise)](): Higher is better; unit: SCALAR. - [Accuracy (Impulse Noise)](): Higher is better; unit: SCALAR. - [Accuracy (Speckle Noise)](): Higher is better; unit: SCALAR. - [Average Noise Score](): Higher is better; unit: SCALAR. - [Accuracy (Defocus)](): Higher is better; unit: SCALAR. - [Accuracy (Gaussian Blur)](): Higher is better; unit: SCALAR. - [Average Blur Score](): Higher is better; unit: SCALAR. - [Accuracy (Brightness)](): Higher is better; unit: SCALAR. - [Accuracy (Fog)](): Higher is better; unit: SCALAR. - [Accuracy (Frost)](): Higher is better; unit: SCALAR. - [Average Weather Score](): Higher is better; unit: SCALAR. - [Accuracy (Contrast)](): Higher is better; unit: SCALAR. - [Accuracy (Elastic Distortion)](): Higher is better; unit: SCALAR. - [Accuracy (JPEG Compression)](): Higher is better; unit: SCALAR. - [Accuracy (Pixelation)](): Higher is better; unit: SCALAR. - [Average Digital Artifact Score](): Higher is better; unit: SCALAR. - [Overall Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy (Gaussian Noise) | Result date | Report paper | | --- | --- | --- | --- | | ProtoTTA | 59.4 | Not recorded | 69e5b30a7d0172140ec7df99 | | Memo | 58.5 | Not recorded | 69e5b30a7d0172140ec7df99 | | EATA | 58.3 | Not recorded | 69e5b30a7d0172140ec7df99 | | ProtoTTA+ | 58.3 | Not recorded | 69e5b30a7d0172140ec7df99 | | SAR | 58.2 | Not recorded | 69e5b30a7d0172140ec7df99 | | Tent | 56.6 | Not recorded | 69e5b30a7d0172140ec7df99 | | Unadapted | 16.4 | Not recorded | 69e5b30a7d0172140ec7df99 | ### ProtoTTA Accuracy (Gaussian Noise): 59.4. Result ID: 69e5e56c47f34ce924cc1a9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ProtoPNet (BN + 1×1 Convs)"}. This record does not assert independent reproduction. ### Memo Accuracy (Gaussian Noise): 58.5. Result ID: 69e5e56c47f34ce924cc1a9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ProtoPNet (BN + 1×1 Convs)"}. This record does not assert independent reproduction. ### EATA Accuracy (Gaussian Noise): 58.3. Result ID: 69e5e56c47f34ce924cc1a9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ProtoPNet (BN + 1×1 Convs)"}. This record does not assert independent reproduction. ### ProtoTTA+ Accuracy (Gaussian Noise): 58.3. Result ID: 69e5e56c47f34ce924cc1aa0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ProtoPNet (BN + 1×1 Convs)"}. This record does not assert independent reproduction. ### SAR Accuracy (Gaussian Noise): 58.2. Result ID: 69e5e56c47f34ce924cc1a9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ProtoPNet (BN + 1×1 Convs)"}. This record does not assert independent reproduction. ### Tent Accuracy (Gaussian Noise): 56.6. Result ID: 69e5e56c47f34ce924cc1a9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ProtoPNet (BN + 1×1 Convs)"}. This record does not assert independent reproduction. ### Unadapted Accuracy (Gaussian Noise): 16.4. Result ID: 69e5e56c47f34ce924cc1a9a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ProtoPNet (BN + 1×1 Convs)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.