# Benign/Malignant Diagnosis on High-Risk Patient (test) Source: [Benign/Malignant Diagnosis on High-Risk Patient (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:23.185Z Evaluation of model performance for Benign/Malignant Diagnosis using the test split of the High-Risk Patient 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) | High-Risk Patient (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-B | 85.41 | Not recorded | 68fa777e1e209131cea738e7 | | HSQformer-L | 85.38 | Not recorded | 68fa777e1e209131cea738e7 | | HSQformer-S | 84.44 | Not recorded | 68fa777e1e209131cea738e7 | | ViT | 84.02 | Not recorded | 68fa777e1e209131cea738e7 | | ConvNext | 82.96 | Not recorded | 68fa777e1e209131cea738e7 | | FocalNet | 82.57 | Not recorded | 68fa777e1e209131cea738e7 | | PVTv2-B5 | 81.88 | Not recorded | 68fa777e1e209131cea738e7 | | SwinTransformer | 81.66 | Not recorded | 68fa777e1e209131cea738e7 | | ResNet101 | 81.6 | Not recorded | 68fa777e1e209131cea738e7 | | DenseNet201 | 81.2 | Not recorded | 68fa777e1e209131cea738e7 | | ResNext101 | 81.15 | Not recorded | 68fa777e1e209131cea738e7 | | MPViT | 81.03 | Not recorded | 68fa777e1e209131cea738e7 | | Hiera | 80.84 | Not recorded | 68fa777e1e209131cea738e7 | | ThyNet | 80.69 | Not recorded | 68fa777e1e209131cea738e7 | | CswinTransformer | 80.63 | Not recorded | 68fa777e1e209131cea738e7 | ### HSQformer-B Accuracy: 85.41. Result ID: 6994977b3a6c3148491e3e45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"base"}. This record does not assert independent reproduction. ### HSQformer-L Accuracy: 85.38. Result ID: 6994977b3a6c3148491e3e46. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"large"}. This record does not assert independent reproduction. ### HSQformer-S Accuracy: 84.44. Result ID: 6994977b3a6c3148491e3e44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"small"}. This record does not assert independent reproduction. ### ViT Accuracy: 84.02. Result ID: 6994977b3a6c3148491e3e3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ConvNext Accuracy: 82.96. Result ID: 6994977b3a6c3148491e3e40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FocalNet Accuracy: 82.57. Result ID: 6994977b3a6c3148491e3e42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PVTv2-B5 Accuracy: 81.88. Result ID: 6994977b3a6c3148491e3e41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SwinTransformer Accuracy: 81.66. Result ID: 6994977b3a6c3148491e3e3e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet101 Accuracy: 81.6. Result ID: 6994977b3a6c3148491e3e38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet101"}. This record does not assert independent reproduction. ### DenseNet201 Accuracy: 81.2. Result ID: 6994977b3a6c3148491e3e39. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet201"}. This record does not assert independent reproduction. ### ResNext101 Accuracy: 81.15. Result ID: 6994977b3a6c3148491e3e3a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNext101"}. This record does not assert independent reproduction. ### MPViT Accuracy: 81.03. Result ID: 6994977b3a6c3148491e3e43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Hiera Accuracy: 80.84. Result ID: 6994977b3a6c3148491e3e3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ThyNet Accuracy: 80.69. Result ID: 6994977b3a6c3148491e3e3b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CswinTransformer Accuracy: 80.63. Result ID: 6994977b3a6c3148491e3e3f. [Reporting paper]() [Method origin 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.