# Nuclei Classification on PanNuke (official three-fold splits) Source: [Nuclei Classification on PanNuke (official three-fold splits)]() Collection index: [llms.txt]() Data updated: 2026-03-31T10:42:34.488Z Evaluation of Nuclei Classification performance on the PanNuke dataset, utilizing the official three-fold splits, reporting class-specific Precision, Recall, and F1 scores for Neoplastic, Epithelial/Non-Neoplastic, Inflammatory, Connective, and Dead cell types. 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 | Nuclei Classification | | Dataset (including any stated split) | PanNuke (official three-fold splits) | | Metric | Precision (Neo) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Precision (Neo)](): Higher is better; unit: PERCENT. - [Recall (Neo)](): Higher is better; unit: PERCENT. - [F1 Score (Neo)](): Higher is better; unit: PERCENT. - [Precision (Epi)](): Higher is better; unit: PERCENT. - [Recall (Epi)](): Higher is better; unit: PERCENT. - [F1 Score (Epi)](): Higher is better; unit: PERCENT. - [Precision (Inf)](): Higher is better; unit: PERCENT. - [Recall (Inf)](): Higher is better; unit: PERCENT. - [F1 Score (Inf)](): Higher is better; unit: PERCENT. - [Precision (Con)](): Higher is better; unit: PERCENT. - [Recall (Con)](): Higher is better; unit: PERCENT. - [F1 Score (Con)](): Higher is better; unit: PERCENT. - [Precision (Dead)](): Higher is better; unit: PERCENT. - [Recall (Dead)](): Higher is better; unit: PERCENT. - [F1 Score (Dead)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision (Neo) | Result date | Report paper | | --- | --- | --- | --- | | Ours-H | 75 | Not recorded | 69cb553b0636e5bf4afca0f7 | | CPP-Net | 74 | Not recorded | 69cb553b0636e5bf4afca0f7 | | PointNu-Net | 74 | Not recorded | 69cb553b0636e5bf4afca0f7 | | CellViT-SAM-H | 72 | Not recorded | 68fa70d11e209131cea4d65c | | CellViT-H | 72 | Not recorded | 69cb553b0636e5bf4afca0f7 | | STARDIST (ResNet50) | 70 | Not recorded | 68fa70d11e209131cea4d65c | | STARDIST (ResNet50) | 69 | Not recorded | 68fa70d11e209131cea4d65c | | CellViT256 | 69 | Not recorded | 68fa70d11e209131cea4d65c | | STARDIST | 69 | Not recorded | 69cb553b0636e5bf4afca0f7 | | TSFD-Net | 60 | Not recorded | 68fa70d11e209131cea4d65c | | Micro-Net | 59 | Not recorded | 68fa70d11e209131cea4d65c | | Micro-Net | 59 | Not recorded | 69cb553b0636e5bf4afca0f7 | | HoVer-Net | 58 | Not recorded | 68fa70d11e209131cea4d65c | | HoVer-Net | 58 | Not recorded | 69cb553b0636e5bf4afca0f7 | | Mask-RCNN | 55 | Not recorded | 68fa70d11e209131cea4d65c | | Mask-RCNN | 55 | Not recorded | 69cb553b0636e5bf4afca0f7 | | DIST | 49 | Not recorded | 68fa70d11e209131cea4d65c | | DIST | 49 | Not recorded | 69cb553b0636e5bf4afca0f7 | ### Ours-H Precision (Neo): 75. Result ID: 69cba50747f34ce924b4a609. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SAM-Huge"}. This record does not assert independent reproduction. ### CPP-Net Precision (Neo): 74. Result ID: 69cba50747f34ce924b4a606. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PointNu-Net Precision (Neo): 74. Result ID: 69cba50747f34ce924b4a607. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CellViT-SAM-H Precision (Neo): 72. Result ID: 69915b293a6c314849079515. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Decoder":"HoVer-Net","Hyperparameters":"CellViT"}. This record does not assert independent reproduction. ### CellViT-H Precision (Neo): 72. Result ID: 69cba50747f34ce924b4a608. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SAM-Huge"}. This record does not assert independent reproduction. ### STARDIST (ResNet50) Precision (Neo): 70. Result ID: 69915b293a6c314849079513. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Decoder":"STARDIST","Hyperparameters":"CellViT","Re-trained":"True"}. This record does not assert independent reproduction. ### STARDIST (ResNet50) Precision (Neo): 69. Result ID: 69915b293a6c314849079512. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Decoder":"STARDIST","Hyperparameters":"CPP-Net","Re-trained":"True"}. This record does not assert independent reproduction. ### CellViT256 Precision (Neo): 69. Result ID: 69915b293a6c314849079514. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Decoder":"HoVer-Net","Hyperparameters":"CellViT"}. This record does not assert independent reproduction. ### STARDIST Precision (Neo): 69. Result ID: 69cba50747f34ce924b4a605. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSFD-Net Precision (Neo): 60. Result ID: 69915b293a6c314849079511. [Reporting paper]() Recorded evaluation configuration: {"Note":"Not evaluated on official three-fold splits"}. This record does not assert independent reproduction. ### Micro-Net Precision (Neo): 59. Result ID: 69915b293a6c31484907950f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Micro-Net Precision (Neo): 59. Result ID: 69cba50747f34ce924b4a603. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HoVer-Net Precision (Neo): 58. Result ID: 69915b293a6c314849079510. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HoVer-Net Precision (Neo): 58. Result ID: 69cba50747f34ce924b4a604. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mask-RCNN Precision (Neo): 55. Result ID: 69915b293a6c31484907950e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mask-RCNN Precision (Neo): 55. Result ID: 69cba50747f34ce924b4a602. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DIST Precision (Neo): 49. Result ID: 69915b293a6c31484907950d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DIST Precision (Neo): 49. Result ID: 69cba50747f34ce924b4a601. [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.