# Model Explainability Faithfulness on OCT Source: [Model Explainability Faithfulness on OCT]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:35.693Z Evaluation of model explainability faithfulness on the OCT 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) | OCT | | Metric | AUDC | | Unit | PERCENT | | 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: PERCENT. ## Recorded results | Method | AUDC | Result date | Report paper | | --- | --- | --- | --- | | ScoreCAM | 85.2 | Not recorded | 68fa78b71e209131cea7a00a | | LayerCAM | 85 | Not recorded | 68fa78b71e209131cea7a00a | | GradCAM | 84.7 | Not recorded | 68fa78b71e209131cea7a00a | | Itgd Grad | 83.3 | Not recorded | 68fa78b71e209131cea7a00a | | dense SoftCAM | 82.6 | Not recorded | 68fa78b71e209131cea7a00a | | dense SoftCAM | 82.5 | Not recorded | 68fa78b71e209131cea7a00a | | Guided BP | 82.3 | Not recorded | 68fa78b71e209131cea7a00a | | Itgd Grad | 82.1 | Not recorded | 68fa78b71e209131cea7a00a | | ScoreCAM | 81.9 | Not recorded | 68fa78b71e209131cea7a00a | | LayerCAM | 81.7 | Not recorded | 68fa78b71e209131cea7a00a | | GradCAM | 81.5 | Not recorded | 68fa78b71e209131cea7a00a | | sparse SoftCAM | 80.6 | Not recorded | 68fa78b71e209131cea7a00a | | Guided BP | 79.3 | Not recorded | 68fa78b71e209131cea7a00a | | sparse SoftCAM | 60.9 | Not recorded | 68fa78b71e209131cea7a00a | ### ScoreCAM AUDC: 85.2. Result ID: 699cdca55698665ec47d6b21. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### LayerCAM AUDC: 85. Result ID: 699cdca55698665ec47d6b22. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### GradCAM AUDC: 84.7. Result ID: 699cdca55698665ec47d6b23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### Itgd Grad AUDC: 83.3. Result ID: 699cdca55698665ec47d6b25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### dense SoftCAM AUDC: 82.6. Result ID: 699cdca55698665ec47d6b26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### dense SoftCAM AUDC: 82.5. Result ID: 699cdca55698665ec47d6b1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### Guided BP AUDC: 82.3. Result ID: 699cdca55698665ec47d6b24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### Itgd Grad AUDC: 82.1. Result ID: 699cdca55698665ec47d6b1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### ScoreCAM AUDC: 81.9. Result ID: 699cdca55698665ec47d6b1a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### LayerCAM AUDC: 81.7. Result ID: 699cdca55698665ec47d6b1b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### GradCAM AUDC: 81.5. Result ID: 699cdca55698665ec47d6b1c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### sparse SoftCAM AUDC: 80.6. Result ID: 699cdca55698665ec47d6b27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### Guided BP AUDC: 79.3. Result ID: 699cdca55698665ec47d6b1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### sparse SoftCAM AUDC: 60.9. Result ID: 699cdca55698665ec47d6b20. [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.