# Liver fibrosis staging on Liver Fibrosis Cirrhosis S4 vs S1-3 Source: [Liver fibrosis staging on Liver Fibrosis Cirrhosis S4 vs S1-3]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:01.191Z Evaluation of model performance for liver fibrosis staging using the Liver Fibrosis Cirrhosis S4 vs S1-3 dataset, reporting Accuracy (ACC) 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 | Liver fibrosis staging | | Dataset (including any stated split) | Liver Fibrosis Cirrhosis S4 vs S1-3 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Reliable and Interpretable Multi-view Learning Framework | 84.4 | Not recorded | 68fa6fc81e209131cea475cc | | DCCAE | 80.6 | Not recorded | 68fa6fc81e209131cea475cc | | CMC | 80.6 | Not recorded | 68fa6fc81e209131cea475cc | | Concat | 80 | Not recorded | 68fa6fc81e209131cea475cc | | PredSum | 78.8 | Not recorded | 68fa6fc81e209131cea475cc | | SingleView | 77.1 | Not recorded | 68fa6fc81e209131cea475cc | | Attention | 76.2 | Not recorded | 68fa6fc81e209131cea475cc | ### Reliable and Interpretable Multi-view Learning Framework Accuracy: 84.4. Result ID: 6990fe273a6c31484904dcb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"fusion\_strategy":"uncertainty-aware"}. This record does not assert independent reproduction. ### DCCAE Accuracy: 80.6. Result ID: 6990fe273a6c31484904dcb5. [Reporting paper]() Recorded evaluation configuration: {"fusion\_strategy":"feature level"}. This record does not assert independent reproduction. ### CMC Accuracy: 80.6. Result ID: 6990fe273a6c31484904dcb6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fusion\_strategy":"feature level"}. This record does not assert independent reproduction. ### Concat Accuracy: 80. Result ID: 6990fe273a6c31484904dcb4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fusion\_strategy":"input level"}. This record does not assert independent reproduction. ### PredSum Accuracy: 78.8. Result ID: 6990fe273a6c31484904dcb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"fusion\_strategy":"decision level"}. This record does not assert independent reproduction. ### SingleView Accuracy: 77.1. Result ID: 6990fe273a6c31484904dcb3. [Reporting paper]() Recorded evaluation configuration: {"input\_type":"single patch"}. This record does not assert independent reproduction. ### Attention Accuracy: 76.2. Result ID: 6990fe273a6c31484904dcb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"fusion\_strategy":"decision level"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.