# Liver fibrosis staging on Substantial Fibrosis S1 vs S2-4 Source: [Liver fibrosis staging on Substantial Fibrosis S1 vs S2-4]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:01.174Z Evaluation of model performance for liver fibrosis staging using the Substantial Fibrosis S1 vs S2-4 dataset, reporting Accuracy, AUC, and ECE. 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) | Substantial Fibrosis S1 vs S2-4 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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. - [ECE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Reliable and Interpretable Multi-view Learning Framework | 85.5 | Not recorded | 68fa6fc81e209131cea475cc | | Reliable and Interpretable Multi-view Learning Framework | 85.5 | Not recorded | 68fa6fc81e209131cea475cc | | CMC | 83.4 | Not recorded | 68fa6fc81e209131cea475cc | | DCCAE | 83.1 | Not recorded | 68fa6fc81e209131cea475cc | | Attention | 81.4 | Not recorded | 68fa6fc81e209131cea475cc | | VI | 81.1 | Not recorded | 68fa6fc81e209131cea475cc | | PredSum | 81.1 | Not recorded | 68fa6fc81e209131cea475cc | | Concat | 80.5 | Not recorded | 68fa6fc81e209131cea475cc | | Dropout | 80.2 | Not recorded | 68fa6fc81e209131cea475cc | | Ensemble | 79.3 | Not recorded | 68fa6fc81e209131cea475cc | | Softmax | 78.2 | Not recorded | 68fa6fc81e209131cea475cc | | SingleView | 78.2 | Not recorded | 68fa6fc81e209131cea475cc | ### Reliable and Interpretable Multi-view Learning Framework Accuracy: 85.5. Result ID: 6990fe273a6c31484904dcb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"uncertainty\_estimation":"Uncertainty-aware fusion"}. This record does not assert independent reproduction. ### Reliable and Interpretable Multi-view Learning Framework Accuracy: 85.5. Result ID: 6990fe273a6c31484904dcc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"fusion\_strategy":"uncertainty-aware"}. This record does not assert independent reproduction. ### CMC Accuracy: 83.4. Result ID: 6990fe273a6c31484904dcbd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fusion\_strategy":"feature level"}. This record does not assert independent reproduction. ### DCCAE Accuracy: 83.1. Result ID: 6990fe273a6c31484904dcbc. [Reporting paper]() Recorded evaluation configuration: {"fusion\_strategy":"feature level"}. This record does not assert independent reproduction. ### Attention Accuracy: 81.4. Result ID: 6990fe273a6c31484904dcbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"fusion\_strategy":"decision level"}. This record does not assert independent reproduction. ### VI Accuracy: 81.1. Result ID: 6990fe273a6c31484904dcb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"uncertainty\_estimation":"Variational Inference"}. This record does not assert independent reproduction. ### PredSum Accuracy: 81.1. Result ID: 6990fe273a6c31484904dcbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"fusion\_strategy":"decision level"}. This record does not assert independent reproduction. ### Concat Accuracy: 80.5. Result ID: 6990fe273a6c31484904dcbb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fusion\_strategy":"input level"}. This record does not assert independent reproduction. ### Dropout Accuracy: 80.2. Result ID: 6990fe273a6c31484904dcaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"uncertainty\_estimation":"Monte-Carlo Dropout"}. This record does not assert independent reproduction. ### Ensemble Accuracy: 79.3. Result ID: 6990fe273a6c31484904dcb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"uncertainty\_estimation":"Deep Ensemble"}. This record does not assert independent reproduction. ### Softmax Accuracy: 78.2. Result ID: 6990fe273a6c31484904dcae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"uncertainty\_estimation":"Softmax Entropy"}. This record does not assert independent reproduction. ### SingleView Accuracy: 78.2. Result ID: 6990fe273a6c31484904dcba. [Reporting paper]() Recorded evaluation configuration: {"input\_type":"single patch"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.