# Benign/Malignant Diagnosis on Multi-Center (test) Source: [Benign/Malignant Diagnosis on Multi-Center (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:23.173Z Evaluation of model performance for Benign/Malignant Diagnosis using the test split of the Multi-Center dataset, reporting Accuracy, Precision, Recall, F1, and AUC. 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 | Benign/Malignant Diagnosis | | Dataset (including any stated split) | Multi-Center (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HSQformer-L | 88.51 | Not recorded | 68fa777e1e209131cea738e7 | | HSQformer-B | 88.29 | Not recorded | 68fa777e1e209131cea738e7 | | HSQformer-S | 87.41 | Not recorded | 68fa777e1e209131cea738e7 | | ConvNext | 86.39 | Not recorded | 68fa777e1e209131cea738e7 | | PVTv2-B5 | 85.9 | Not recorded | 68fa777e1e209131cea738e7 | | FocalNet | 85.85 | Not recorded | 68fa777e1e209131cea738e7 | | ViT | 85.55 | Not recorded | 68fa777e1e209131cea738e7 | | SwinTransformer | 85.39 | Not recorded | 68fa777e1e209131cea738e7 | | CswinTransformer | 85.22 | Not recorded | 68fa777e1e209131cea738e7 | | MPViT | 84.82 | Not recorded | 68fa777e1e209131cea738e7 | | Hiera | 84.79 | Not recorded | 68fa777e1e209131cea738e7 | | ResNext101 | 84.39 | Not recorded | 68fa777e1e209131cea738e7 | | DenseNet201 | 84.22 | Not recorded | 68fa777e1e209131cea738e7 | | ResNet101 | 83.52 | Not recorded | 68fa777e1e209131cea738e7 | | ThyNet | 83.36 | Not recorded | 68fa777e1e209131cea738e7 | ### HSQformer-L Accuracy: 88.51. Result ID: 6994977b3a6c3148491e3e37. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"large"}. This record does not assert independent reproduction. ### HSQformer-B Accuracy: 88.29. Result ID: 6994977b3a6c3148491e3e36. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"base"}. This record does not assert independent reproduction. ### HSQformer-S Accuracy: 87.41. Result ID: 6994977b3a6c3148491e3e35. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"small"}. This record does not assert independent reproduction. ### ConvNext Accuracy: 86.39. Result ID: 6994977b3a6c3148491e3e31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PVTv2-B5 Accuracy: 85.9. Result ID: 6994977b3a6c3148491e3e32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FocalNet Accuracy: 85.85. Result ID: 6994977b3a6c3148491e3e33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ViT Accuracy: 85.55. Result ID: 6994977b3a6c3148491e3e2e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SwinTransformer Accuracy: 85.39. Result ID: 6994977b3a6c3148491e3e2f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CswinTransformer Accuracy: 85.22. Result ID: 6994977b3a6c3148491e3e30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MPViT Accuracy: 84.82. Result ID: 6994977b3a6c3148491e3e34. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Hiera Accuracy: 84.79. Result ID: 6994977b3a6c3148491e3e2d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNext101 Accuracy: 84.39. Result ID: 6994977b3a6c3148491e3e2b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNext101"}. This record does not assert independent reproduction. ### DenseNet201 Accuracy: 84.22. Result ID: 6994977b3a6c3148491e3e2a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet201"}. This record does not assert independent reproduction. ### ResNet101 Accuracy: 83.52. Result ID: 6994977b3a6c3148491e3e29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet101"}. This record does not assert independent reproduction. ### ThyNet Accuracy: 83.36. Result ID: 6994977b3a6c3148491e3e2c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.