# XAI Attribution on ImageNet-S (val) Source: [XAI Attribution on ImageNet-S (val)]() Collection index: [llms.txt]() Data updated: 2026-02-27T11:24:25.917Z Evaluation of Explainable AI (XAI) attribution methods on the validation split of the ImageNet-S dataset, measured using localization, point fidelity, pixel flow (AUC), and sensitivity metrics. 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 | XAI Attribution | | Dataset (including any stated split) | ImageNet-S (val) | | Metric | Attribution Localization | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [Attribution Localization](): Higher is better; unit: SCALAR. - [Point Fidelity](): Higher is better; unit: SCALAR. - [Pixel Flow AUC@5](): Higher is better; unit: SCALAR. - [Pixel Flow AUC@20](): Higher is better; unit: SCALAR. - [Max Sensitivity](): Higher is better; unit: SCALAR. ## Recorded results | Method | Attribution Localization | Result date | Report paper | | --- | --- | --- | --- | | SplitCAM | 0.651 | Not recorded | 6965d1a46343fa78c8323821 | | SplitCAM | 0.635 | Not recorded | 6965d1a46343fa78c8323821 | | SplitGrad | 0.635 | Not recorded | 6965d1a46343fa78c8323821 | | Guided Backprop | 0.632 | Not recorded | 6965d1a46343fa78c8323821 | | LRP | 0.615 | Not recorded | 6965d1a46343fa78c8323821 | | Guided Backprop | 0.614 | Not recorded | 6965d1a46343fa78c8323821 | | SplitLRP | 0.588 | Not recorded | 6965d1a46343fa78c8323821 | | LayerCAM | 0.58 | Not recorded | 6965d1a46343fa78c8323821 | | LRP | 0.577 | Not recorded | 6965d1a46343fa78c8323821 | | LayerCAM | 0.576 | Not recorded | 6965d1a46343fa78c8323821 | | GradCAM++ | 0.564 | Not recorded | 6965d1a46343fa78c8323821 | | SplitCAM | 0.563 | Not recorded | 6965d1a46343fa78c8323821 | | Integrated Gradients | 0.554 | Not recorded | 6965d1a46343fa78c8323821 | | Gradient SHAP | 0.552 | Not recorded | 6965d1a46343fa78c8323821 | | DeepLift | 0.551 | Not recorded | 6965d1a46343fa78c8323821 | | SplitGrad | 0.54 | Not recorded | 6965d1a46343fa78c8323821 | | Occlusion | 0.499 | Not recorded | 6965d1a46343fa78c8323821 | | Feature Ablation | 0.479 | Not recorded | 6965d1a46343fa78c8323821 | | Random Baseline | 0.425 | Not recorded | 6965d1a46343fa78c8323821 | ### SplitCAM Attribution Localization: 0.651. Result ID: 69a17edd35dfcabb00e76e49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(12, g)","Abs":"n","Select.":"n","sc":"true","alpha":"0.4","Backbone":"VGG16"}. This record does not assert independent reproduction. ### SplitCAM Attribution Localization: 0.635. Result ID: 69a17edd35dfcabb00e76e4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(26, +, g)","Abs":"y","Select.":"y","sc":"true","alpha":"0.4","wta":"true","Backbone":"VGG16"}. This record does not assert independent reproduction. ### SplitGrad Attribution Localization: 0.635. Result ID: 69a17edd35dfcabb00e76e4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(12, +, g)","Abs":"n","Select.":"n","alpha":"0.4","wta":"true","Backbone":"VGG16"}. This record does not assert independent reproduction. ### Guided Backprop Attribution Localization: 0.632. Result ID: 69a17edd35dfcabb00e76e4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"2","Select.":"n","Backbone":"VGG16"}. This record does not assert independent reproduction. ### LRP Attribution Localization: 0.615. Result ID: 69a17edd35dfcabb00e76e53. [Reporting paper]() Recorded evaluation configuration: {"Layer":"0","Select.":"n","gamma":"0.25","Backbone":"VGG16"}. This record does not assert independent reproduction. ### Guided Backprop Attribution Localization: 0.614. Result ID: 69a17edd35dfcabb00e76e50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"5","Select.":"n","Backbone":"VGG16"}. This record does not assert independent reproduction. ### SplitLRP Attribution Localization: 0.588. Result ID: 69a17edd35dfcabb00e76e4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(26, pos)","Abs":"y","Select.":"y","sc":"true","wta":"true","Backbone":"VGG16"}. This record does not assert independent reproduction. ### LayerCAM Attribution Localization: 0.58. Result ID: 69a17edd35dfcabb00e76e52. [Reporting paper]() Recorded evaluation configuration: {"Layer":"2","Select.":"-","Backbone":"VGG16"}. This record does not assert independent reproduction. ### LRP Attribution Localization: 0.577. Result ID: 69a17edd35dfcabb00e76e54. [Reporting paper]() Recorded evaluation configuration: {"Layer":"14","Select.":"n","gamma":"0.25","Backbone":"VGG16"}. This record does not assert independent reproduction. ### LayerCAM Attribution Localization: 0.576. Result ID: 69a17edd35dfcabb00e76e51. [Reporting paper]() Recorded evaluation configuration: {"Layer":"14","Select.":"-","Backbone":"VGG16"}. This record does not assert independent reproduction. ### GradCAM++ Attribution Localization: 0.564. Result ID: 69a17edd35dfcabb00e76e58. [Reporting paper]() Recorded evaluation configuration: {"Layer":"30","Select.":"n","Backbone":"VGG16"}. This record does not assert independent reproduction. ### SplitCAM Attribution Localization: 0.563. Result ID: 69a17edd35dfcabb00e76e4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(14, g)","Abs":"n","Select.":"n","sc":"true","alpha":"0.4","Backbone":"VGG16"}. This record does not assert independent reproduction. ### Integrated Gradients Attribution Localization: 0.554. Result ID: 69a17edd35dfcabb00e76e59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"0","Select.":"y","Backbone":"VGG16"}. This record does not assert independent reproduction. ### Gradient SHAP Attribution Localization: 0.552. Result ID: 69a17edd35dfcabb00e76e57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"0","Select.":"y","Backbone":"VGG16"}. This record does not assert independent reproduction. ### DeepLift Attribution Localization: 0.551. Result ID: 69a17edd35dfcabb00e76e55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"0","Select.":"y","Backbone":"VGG16"}. This record does not assert independent reproduction. ### SplitGrad Attribution Localization: 0.54. Result ID: 69a17edd35dfcabb00e76e4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"(14, +, g)","Abs":"y","Select.":"y","alpha":"0.4","wta":"true","Backbone":"VGG16"}. This record does not assert independent reproduction. ### Occlusion Attribution Localization: 0.499. Result ID: 69a17edd35dfcabb00e76e5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer":"0","Select.":"y","Backbone":"VGG16"}. This record does not assert independent reproduction. ### Feature Ablation Attribution Localization: 0.479. Result ID: 69a17edd35dfcabb00e76e56. [Reporting paper]() Recorded evaluation configuration: {"Layer":"0","Select.":"y","Backbone":"VGG16"}. This record does not assert independent reproduction. ### Random Baseline Attribution Localization: 0.425. Result ID: 69a17edd35dfcabb00e76e5b. [Reporting paper]() Recorded evaluation configuration: {"Layer":"0","Select.":"y","Backbone":"VGG16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.