# Model Explainability Faithfulness on Fundus Source: [Model Explainability Faithfulness on Fundus]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:35.677Z Evaluation of model explanation faithfulness on the Fundus dataset, measured using the AUDC metric. 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 | Model Explainability Faithfulness | | Dataset (including any stated split) | Fundus | | Metric | AUDC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [AUDC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUDC | Result date | Report paper | | --- | --- | --- | --- | | Itgd Grad | 0.907 | Not recorded | 68fa78b71e209131cea7a00a | | Guided BP | 0.905 | Not recorded | 68fa78b71e209131cea7a00a | | dense SoftCAM | 0.905 | Not recorded | 68fa78b71e209131cea7a00a | | Itgd Grad | 0.901 | Not recorded | 68fa78b71e209131cea7a00a | | Guided BP | 0.899 | Not recorded | 68fa78b71e209131cea7a00a | | ScoreCAM | 0.894 | Not recorded | 68fa78b71e209131cea7a00a | | LayerCAM | 0.889 | Not recorded | 68fa78b71e209131cea7a00a | | GradCAM | 0.887 | Not recorded | 68fa78b71e209131cea7a00a | | sparse SoftCAM | 0.882 | Not recorded | 68fa78b71e209131cea7a00a | | ScoreCAM | 0.88 | Not recorded | 68fa78b71e209131cea7a00a | | GradCAM | 0.872 | Not recorded | 68fa78b71e209131cea7a00a | | dense SoftCAM | 0.87 | Not recorded | 68fa78b71e209131cea7a00a | | LayerCAM | 0.869 | Not recorded | 68fa78b71e209131cea7a00a | | sparse SoftCAM | 0.856 | Not recorded | 68fa78b71e209131cea7a00a | ### Itgd Grad AUDC: 0.907. Result ID: 699cdca55698665ec47d6b10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### Guided BP AUDC: 0.905. Result ID: 699cdca55698665ec47d6b16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### dense SoftCAM AUDC: 0.905. Result ID: 699cdca55698665ec47d6b18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### Itgd Grad AUDC: 0.901. Result ID: 699cdca55698665ec47d6b17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### Guided BP AUDC: 0.899. Result ID: 699cdca55698665ec47d6b0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### ScoreCAM AUDC: 0.894. Result ID: 699cdca55698665ec47d6b0c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### LayerCAM AUDC: 0.889. Result ID: 699cdca55698665ec47d6b0d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### GradCAM AUDC: 0.887. Result ID: 699cdca55698665ec47d6b0e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### sparse SoftCAM AUDC: 0.882. Result ID: 699cdca55698665ec47d6b19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### ScoreCAM AUDC: 0.88. Result ID: 699cdca55698665ec47d6b13. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### GradCAM AUDC: 0.872. Result ID: 699cdca55698665ec47d6b15. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### dense SoftCAM AUDC: 0.87. Result ID: 699cdca55698665ec47d6b11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### LayerCAM AUDC: 0.869. Result ID: 699cdca55698665ec47d6b14. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### sparse SoftCAM AUDC: 0.856. Result ID: 699cdca55698665ec47d6b12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.