# WSI Classification on CAMELYON16 (CAM16) Source: [WSI Classification on CAMELYON16 (CAM16)]() Collection index: [llms.txt]() Data updated: 2026-05-04T09:04:38.512Z Evaluation of Whole Slide Image (WSI) Classification performance on the CAMELYON16 dataset, reporting standard Accuracy (Acc) and Matthews Correlation Coefficient (MCC). 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 | WSI Classification | | Dataset (including any stated split) | CAMELYON16 (CAM16) | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [MCC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedHD | 95.8 | Not recorded | 69f827e1c0f56ed843088898 | | FedWSIDD | 93.2 | Not recorded | 69f827e1c0f56ed843088898 | | HistoFS | 91.3 | Not recorded | 69f827e1c0f56ed843088898 | | FedHD | 91.2 | Not recorded | 69f827e1c0f56ed843088898 | | FedWSIDD | 88.7 | Not recorded | 69f827e1c0f56ed843088898 | | FedDGM | 87.8 | Not recorded | 69f827e1c0f56ed843088898 | | HistoFS | 86.7 | Not recorded | 69f827e1c0f56ed843088898 | | DESA | 86.2 | Not recorded | 69f827e1c0f56ed843088898 | | FedHD | 85.1 | Not recorded | 69f827e1c0f56ed843088898 | | FedWSIDD | 83.7 | Not recorded | 69f827e1c0f56ed843088898 | | FedDGM | 83.4 | Not recorded | 69f827e1c0f56ed843088898 | | HistoFS | 82.4 | Not recorded | 69f827e1c0f56ed843088898 | | DESA | 81.9 | Not recorded | 69f827e1c0f56ed843088898 | | FedHE | 77.7 | Not recorded | 69f827e1c0f56ed843088898 | | DESA | 77 | Not recorded | 69f827e1c0f56ed843088898 | | FedDGM | 77 | Not recorded | 69f827e1c0f56ed843088898 | | FedHE | 75.2 | Not recorded | 69f827e1c0f56ed843088898 | | FedHE | 72.7 | Not recorded | 69f827e1c0f56ed843088898 | ### FedHD Accuracy: 95.8. Result ID: 69f8611947f34ce924dc481e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Identity":"C2","Feature Extractor":"UNI","MIL Architecture":"TrMIL"}. This record does not assert independent reproduction. ### FedWSIDD Accuracy: 93.2. Result ID: 69f8611947f34ce924dc481b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Identity":"C2","Feature Extractor":"UNI","MIL Architecture":"TrMIL"}. This record does not assert independent reproduction. ### HistoFS Accuracy: 91.3. Result ID: 69f8611947f34ce924dc4818. [Reporting paper]() Recorded evaluation configuration: {"Client Identity":"C2","Feature Extractor":"UNI","MIL Architecture":"TrMIL"}. This record does not assert independent reproduction. ### FedHD Accuracy: 91.2. Result ID: 69f8611947f34ce924dc481f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Identity":"Average"}. This record does not assert independent reproduction. ### FedWSIDD Accuracy: 88.7. Result ID: 69f8611947f34ce924dc481c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Identity":"Average"}. This record does not assert independent reproduction. ### FedDGM Accuracy: 87.8. Result ID: 69f8611947f34ce924dc4815. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Identity":"C2","Feature Extractor":"UNI","MIL Architecture":"TrMIL"}. This record does not assert independent reproduction. ### HistoFS Accuracy: 86.7. Result ID: 69f8611947f34ce924dc4819. [Reporting paper]() Recorded evaluation configuration: {"Client Identity":"Average"}. This record does not assert independent reproduction. ### DESA Accuracy: 86.2. Result ID: 69f8611947f34ce924dc4812. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Identity":"C2","Feature Extractor":"UNI","MIL Architecture":"TrMIL"}. This record does not assert independent reproduction. ### FedHD Accuracy: 85.1. Result ID: 69f8611947f34ce924dc481d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Identity":"C1","Feature Extractor":"R50","MIL Architecture":"CLAM"}. This record does not assert independent reproduction. ### FedWSIDD Accuracy: 83.7. Result ID: 69f8611947f34ce924dc481a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Identity":"C1","Feature Extractor":"R50","MIL Architecture":"CLAM"}. This record does not assert independent reproduction. ### FedDGM Accuracy: 83.4. Result ID: 69f8611947f34ce924dc4816. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Identity":"Average"}. This record does not assert independent reproduction. ### HistoFS Accuracy: 82.4. Result ID: 69f8611947f34ce924dc4817. [Reporting paper]() Recorded evaluation configuration: {"Client Identity":"C1","Feature Extractor":"R50","MIL Architecture":"CLAM"}. This record does not assert independent reproduction. ### DESA Accuracy: 81.9. Result ID: 69f8611947f34ce924dc4813. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Identity":"Average"}. This record does not assert independent reproduction. ### FedHE Accuracy: 77.7. Result ID: 69f8611947f34ce924dc480f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Identity":"C2","Feature Extractor":"UNI","MIL Architecture":"TrMIL"}. This record does not assert independent reproduction. ### DESA Accuracy: 77. Result ID: 69f8611947f34ce924dc4811. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Identity":"C1","Feature Extractor":"R50","MIL Architecture":"CLAM"}. This record does not assert independent reproduction. ### FedDGM Accuracy: 77. Result ID: 69f8611947f34ce924dc4814. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Identity":"C1","Feature Extractor":"R50","MIL Architecture":"CLAM"}. This record does not assert independent reproduction. ### FedHE Accuracy: 75.2. Result ID: 69f8611947f34ce924dc4810. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Identity":"Average"}. This record does not assert independent reproduction. ### FedHE Accuracy: 72.7. Result ID: 69f8611947f34ce924dc480e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Client Identity":"C1","Feature Extractor":"R50","MIL Architecture":"CLAM"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.