# Explainable AI Evaluation on ImageNet-S Source: [Explainable AI Evaluation on ImageNet-S]() Collection index: [llms.txt]() Data updated: 2026-02-27T11:24:26.062Z Evaluation of model explainability methods on the ImageNet-S dataset, utilizing metrics such as Selection, Attribution Localization, and Pixel Flow 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 | Explainable AI Evaluation | | Dataset (including any stated split) | ImageNet-S | | Metric | Selection | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Selection](): Higher is better; unit: SCALAR. - [Attribution Localization](): Higher is better; unit: PERCENT. - [Point Score](): Higher is better; unit: PERCENT. - [Pixel Flow AUC @5](): Higher is better; unit: PERCENT. - [Pixel Flow AUC @20](): Higher is better; unit: PERCENT. - [Max Sensitivity](): Higher is better; unit: SCALAR. ## Recorded results | Method | Selection | Result date | Report paper | | --- | --- | --- | --- | | SplitLRP (sc, wta) | 6.785 | Not recorded | 6965d1a46343fa78c8323821 | | SplitCAM (sc, α 0.5, wta) | 6.526 | Not recorded | 6965d1a46343fa78c8323821 | | SplitLRP (sc, wta) | 6.313 | Not recorded | 6965d1a46343fa78c8323821 | | GradCAM++ | 6.054 | Not recorded | 6965d1a46343fa78c8323821 | | SplitGrad (α 0.5, wta) | 5.69 | Not recorded | 6965d1a46343fa78c8323821 | | SplitGrad (α 0.3, wta) | 5.663 | Not recorded | 6965d1a46343fa78c8323821 | | SplitCAM (sc, α 0.3, wta) | 5.654 | Not recorded | 6965d1a46343fa78c8323821 | | Deconvolution | 5.474 | Not recorded | 6965d1a46343fa78c8323821 | | Occlusion | 5.3 | Not recorded | 6965d1a46343fa78c8323821 | | Gradient SHAP | 5.269 | Not recorded | 6965d1a46343fa78c8323821 | | Integrated Gradients | 5.265 | Not recorded | 6965d1a46343fa78c8323821 | | Feature Ablation | 4.655 | Not recorded | 6965d1a46343fa78c8323821 | | SplitGrad (α 0.3, wta) | 4.449 | Not recorded | 6965d1a46343fa78c8323821 | | Deconvolution | 3.934 | Not recorded | 6965d1a46343fa78c8323821 | | SplitCAM (sc, α 0.5, wta) | 3.682 | Not recorded | 6965d1a46343fa78c8323821 | | SplitGrad (α 0.5, wta) | 3.588 | Not recorded | 6965d1a46343fa78c8323821 | | SplitCAM (sc, α 0.3, wta) | 3.503 | Not recorded | 6965d1a46343fa78c8323821 | ### SplitLRP (sc, wta) Selection: 6.785. Result ID: 69a17edd35dfcabb00e76e41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(1.0.2, pos)","Abs":"y","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### SplitCAM (sc, α 0.5, wta) Selection: 6.526. Result ID: 69a17edd35dfcabb00e76e3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(4.1.1, +, g)","Abs":"y","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### SplitLRP (sc, wta) Selection: 6.313. Result ID: 69a17edd35dfcabb00e76e40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(conv1, pos)","Abs":"y","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### GradCAM++ Selection: 6.054. Result ID: 69a17edd35dfcabb00e76e44. [Reporting paper]() Recorded evaluation configuration: {"Layer":"4.1.2","Abs":"n","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### SplitGrad (α 0.5, wta) Selection: 5.69. Result ID: 69a17edd35dfcabb00e76e3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(4.1.2, g)","Abs":"y","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### SplitGrad (α 0.3, wta) Selection: 5.663. Result ID: 69a17edd35dfcabb00e76e3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(4.1.2, g)","Abs":"y","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### SplitCAM (sc, α 0.3, wta) Selection: 5.654. Result ID: 69a17edd35dfcabb00e76e39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(4.1.2, g)","Abs":"n","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Deconvolution Selection: 5.474. Result ID: 69a17edd35dfcabb00e76e42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"conv1","Abs":"y","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Occlusion Selection: 5.3. Result ID: 69a17edd35dfcabb00e76e47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"conv1","Abs":"n","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Gradient SHAP Selection: 5.269. Result ID: 69a17edd35dfcabb00e76e43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"conv1","Abs":"y","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Integrated Gradients Selection: 5.265. Result ID: 69a17edd35dfcabb00e76e45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"conv1","Abs":"y","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Feature Ablation Selection: 4.655. Result ID: 69a17edd35dfcabb00e76e46. [Reporting paper]() Recorded evaluation configuration: {"Layer":"conv1","Abs":"n","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### SplitGrad (α 0.3, wta) Selection: 4.449. Result ID: 69a17edd35dfcabb00e76e3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(1.0.2, g)","Abs":"y","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Deconvolution Selection: 3.934. Result ID: 69a17edd35dfcabb00e76e48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"conv1","Abs":"n","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### SplitCAM (sc, α 0.5, wta) Selection: 3.682. Result ID: 69a17edd35dfcabb00e76e3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(2.0.1, g)","Abs":"n","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### SplitGrad (α 0.5, wta) Selection: 3.588. Result ID: 69a17edd35dfcabb00e76e3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(3.1.1, g)","Abs":"y","Backbone":"ResNet50"}. This record does not assert independent reproduction. ### SplitCAM (sc, α 0.3, wta) Selection: 3.503. Result ID: 69a17edd35dfcabb00e76e38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(1.0.2, g)","Abs":"n","Backbone":"ResNet50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.