# Benign/Malignant Diagnosis on Single-Center (test) Source: [Benign/Malignant Diagnosis on Single-Center (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:23.160Z Evaluation of model performance for Benign/Malignant Diagnosis using the test split of the Single-Center dataset, reporting Accuracy, Precision, Recall, F1-score, 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) | Single-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 | 79.62 | Not recorded | 68fa777e1e209131cea738e7 | | HSQformer-B | 78.74 | Not recorded | 68fa777e1e209131cea738e7 | | ViT | 77.23 | Not recorded | 68fa777e1e209131cea738e7 | | FocalNet | 76.98 | Not recorded | 68fa777e1e209131cea738e7 | | HSQformer-S | 76.53 | Not recorded | 68fa777e1e209131cea738e7 | | PVTv2-B5 | 76.47 | Not recorded | 68fa777e1e209131cea738e7 | | ConvNext | 76.44 | Not recorded | 68fa777e1e209131cea738e7 | | MPViT | 75.94 | Not recorded | 68fa777e1e209131cea738e7 | | ResNext101 | 74.74 | Not recorded | 68fa777e1e209131cea738e7 | | SwinTransformer | 74.74 | Not recorded | 68fa777e1e209131cea738e7 | | CswinTransformer | 74.4 | Not recorded | 68fa777e1e209131cea738e7 | | Hiera | 72.44 | Not recorded | 68fa777e1e209131cea738e7 | | ResNet101 | 72.38 | Not recorded | 68fa777e1e209131cea738e7 | | ThyNet | 72.21 | Not recorded | 68fa777e1e209131cea738e7 | | DenseNet201 | 71.34 | Not recorded | 68fa777e1e209131cea738e7 | ### HSQformer-L Accuracy: 79.62. Result ID: 6994977b3a6c3148491e3e28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"large"}. This record does not assert independent reproduction. ### HSQformer-B Accuracy: 78.74. Result ID: 6994977b3a6c3148491e3e27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"base"}. This record does not assert independent reproduction. ### ViT Accuracy: 77.23. Result ID: 6994977b3a6c3148491e3e1f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FocalNet Accuracy: 76.98. Result ID: 6994977b3a6c3148491e3e24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HSQformer-S Accuracy: 76.53. Result ID: 6994977b3a6c3148491e3e26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"small"}. This record does not assert independent reproduction. ### PVTv2-B5 Accuracy: 76.47. Result ID: 6994977b3a6c3148491e3e23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ConvNext Accuracy: 76.44. Result ID: 6994977b3a6c3148491e3e22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MPViT Accuracy: 75.94. Result ID: 6994977b3a6c3148491e3e25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNext101 Accuracy: 74.74. Result ID: 6994977b3a6c3148491e3e1c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNext101"}. This record does not assert independent reproduction. ### SwinTransformer Accuracy: 74.74. Result ID: 6994977b3a6c3148491e3e20. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CswinTransformer Accuracy: 74.4. Result ID: 6994977b3a6c3148491e3e21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Hiera Accuracy: 72.44. Result ID: 6994977b3a6c3148491e3e1e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet101 Accuracy: 72.38. Result ID: 6994977b3a6c3148491e3e1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet101"}. This record does not assert independent reproduction. ### ThyNet Accuracy: 72.21. Result ID: 6994977b3a6c3148491e3e1d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DenseNet201 Accuracy: 71.34. Result ID: 6994977b3a6c3148491e3e1b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet201"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.