# XAI Attribution on ImageNet-S v1.0 (test)

Source: [XAI Attribution on ImageNet-S v1.0 (test)](<https://www.sota2.com/research/sota/xai-attribution-on-imagenet-s-v1-0-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:35:07.264Z

Evaluation of Explainable AI (XAI) attribution methods on the test split of the ImageNet-S v1.0 dataset, measured using localization, point fidelity, and pixel flow 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 v1.0 (test) |
| Metric | Attr. Loc. |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 0 of 0 |
| 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

- [Attr. Loc.](<https://www.sota2.com/research/sota/xai-attribution-on-imagenet-s-v1-0-test.md?metric=Attr.%20Loc.>): Higher is better; unit: SCALAR.

- [Point. Fidelity](<https://www.sota2.com/research/sota/xai-attribution-on-imagenet-s-v1-0-test.md?metric=Point.%20Fidelity>): Higher is better; unit: SCALAR.

- [Pixel Fl. AUC@5](<https://www.sota2.com/research/sota/xai-attribution-on-imagenet-s-v1-0-test.md?metric=Pixel%20Fl.%20AUC%405>): Higher is better; unit: SCALAR.

- [Pixel Fl. AUC@20](<https://www.sota2.com/research/sota/xai-attribution-on-imagenet-s-v1-0-test.md?metric=Pixel%20Fl.%20AUC%4020>): Higher is better; unit: SCALAR.

- [Max Sensitivity](<https://www.sota2.com/research/sota/xai-attribution-on-imagenet-s-v1-0-test.md?metric=Max%20Sensitivity>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Attr. Loc. | Result date | Report paper |
| --- | --- | --- | --- |

Page 1 of 1. This is an index page, not the full collection.