# Image Classification on Breast Histopathology binary: IDC vs. non-IDC Source: [Image Classification on Breast Histopathology binary: IDC vs. non-IDC]() Collection index: [llms.txt]() Data updated: 2026-03-27T12:18:20.646Z Evaluation of Image Classification performance on the Breast Histopathology dataset focusing on the binary distinction between IDC and non-IDC cases, reporting Accuracy (Acc) and Negative Log Likelihood (NLL). 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 | Image Classification | | Dataset (including any stated split) | Breast Histopathology binary: IDC vs. non-IDC | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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. - [NLL](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GM | 84.5 | Not recorded | 691ea0a8d6b0dd334292e06a | | kNN | 84 | Not recorded | 691ea0a8d6b0dd334292e06a | | Linear | 83.6 | Not recorded | 691ea0a8d6b0dd334292e06a | | Label Spreading | 82.6 | Not recorded | 691ea0a8d6b0dd334292e06a | | kNN-budget | 79.7 | Not recorded | 691ea0a8d6b0dd334292e06a | ### GM Accuracy: 84.5. Result ID: 69c6756847f34ce924b032d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"ResNet18","P (number of prototypes)":"32"}. This record does not assert independent reproduction. ### kNN Accuracy: 84. Result ID: 69c6756847f34ce924b032d8. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"ResNet18"}. This record does not assert independent reproduction. ### Linear Accuracy: 83.6. Result ID: 69c6756847f34ce924b032da. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"ResNet18"}. This record does not assert independent reproduction. ### Label Spreading Accuracy: 82.6. Result ID: 69c6756847f34ce924b032d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"ResNet18"}. This record does not assert independent reproduction. ### kNN-budget Accuracy: 79.7. Result ID: 69c6756847f34ce924b032d7. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"ResNet18","P (number of prototypes)":"32"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.