# Cell-level Histopathological Image Classification on Cell-level Colorectal Cancer (test) Source: [Cell-level Histopathological Image Classification on Cell-level Colorectal Cancer (test)]() Collection index: [llms.txt]() Data updated: 2026-03-05T09:18:02.631Z Evaluation of cell-level histopathological image classification performance on the test split of the Cell-level Colorectal Cancer dataset, reporting Accuracy, Macro precision, and Macro F1. 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 | Cell-level Histopathological Image Classification | | Dataset (including any stated split) | Cell-level Colorectal Cancer (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. - [Macro Precision](): Higher is better; unit: PERCENT. - [Macro F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CustomViT | 92 | Not recorded | 69a90e192d603e6de3e40950 | | UNI | 79 | Not recorded | 69a90e192d603e6de3e40950 | | ConvNeXt | 65 | Not recorded | 69a90e192d603e6de3e40950 | | EfficientNet | 64 | Not recorded | 69a90e192d603e6de3e40950 | | ResNet-RS50 | 63 | Not recorded | 69a90e192d603e6de3e40950 | | ResNet | 61 | Not recorded | 69a90e192d603e6de3e40950 | | NIN | 60 | Not recorded | 69a90e192d603e6de3e40950 | | CNN | 59 | Not recorded | 69a90e192d603e6de3e40950 | | UNI | 55 | Not recorded | 69a90e192d603e6de3e40950 | | SE-ResNet | 53 | Not recorded | 69a90e192d603e6de3e40950 | | ResNet-RS50 | 51 | Not recorded | 69a90e192d603e6de3e40950 | | MLP | 49 | Not recorded | 69a90e192d603e6de3e40950 | | CTransPath | 24 | Not recorded | 69a90e192d603e6de3e40950 | | CTransPath | 9 | Not recorded | 69a90e192d603e6de3e40950 | ### CustomViT Accuracy: 92. Result ID: 69a94a206dbb7075b9530149. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stage":"–","flag\_limit":"4096"}. This record does not assert independent reproduction. ### UNI Accuracy: 79. Result ID: 69a94a206dbb7075b9530150. [Reporting paper]() Recorded evaluation configuration: {"Stage":"FT\_last","flag\_limit":"4096"}. This record does not assert independent reproduction. ### ConvNeXt Accuracy: 65. Result ID: 69a94a206dbb7075b953014a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stage":"–","flag\_limit":"4096"}. This record does not assert independent reproduction. ### EfficientNet Accuracy: 64. Result ID: 69a94a206dbb7075b9530148. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stage":"–","flag\_limit":"4096"}. This record does not assert independent reproduction. ### ResNet-RS50 Accuracy: 63. Result ID: 69a94a206dbb7075b953014c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Stage":"FT\_last","flag\_limit":"4096"}. This record does not assert independent reproduction. ### ResNet Accuracy: 61. Result ID: 69a94a206dbb7075b9530146. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stage":"–","flag\_limit":"4096"}. This record does not assert independent reproduction. ### NIN Accuracy: 60. Result ID: 69a94a206dbb7075b9530145. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stage":"–","flag\_limit":"4096"}. This record does not assert independent reproduction. ### CNN Accuracy: 59. Result ID: 69a94a206dbb7075b9530144. [Reporting paper]() Recorded evaluation configuration: {"Stage":"–","flag\_limit":"4096"}. This record does not assert independent reproduction. ### UNI Accuracy: 55. Result ID: 69a94a206dbb7075b953014f. [Reporting paper]() Recorded evaluation configuration: {"Stage":"LP","flag\_limit":"4096"}. This record does not assert independent reproduction. ### SE-ResNet Accuracy: 53. Result ID: 69a94a206dbb7075b9530147. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stage":"–","flag\_limit":"4096"}. This record does not assert independent reproduction. ### ResNet-RS50 Accuracy: 51. Result ID: 69a94a206dbb7075b953014b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Stage":"LP","flag\_limit":"4096"}. This record does not assert independent reproduction. ### MLP Accuracy: 49. Result ID: 69a94a206dbb7075b9530143. [Reporting paper]() Recorded evaluation configuration: {"Stage":"–","flag\_limit":"4096"}. This record does not assert independent reproduction. ### CTransPath Accuracy: 24. Result ID: 69a94a206dbb7075b953014e. [Reporting paper]() Recorded evaluation configuration: {"Stage":"FT\_last","flag\_limit":"4096"}. This record does not assert independent reproduction. ### CTransPath Accuracy: 9. Result ID: 69a94a206dbb7075b953014d. [Reporting paper]() Recorded evaluation configuration: {"Stage":"LP","flag\_limit":"4096"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.