# XAI Evaluation on ImageNet-S50

Source: [XAI Evaluation on ImageNet-S50](<https://www.sota2.com/research/sota/xai-evaluation-on-imagenet-s50>)

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

Data updated: 2026-02-26T05:41:20.064Z

Evaluation of Explainable AI (XAI) methods performed on the ImageNet-S50 dataset, utilizing metrics such as EBPG, mIoU, Bbox, F1, and 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 | XAI Evaluation |
| Dataset (including any stated split) | ImageNet-S50 |
| Metric | EBPG |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [EBPG](<https://www.sota2.com/research/sota/xai-evaluation-on-imagenet-s50.md?metric=EBPG>): Higher is better; unit: SCALAR.

- [mIoU](<https://www.sota2.com/research/sota/xai-evaluation-on-imagenet-s50.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [AP (Bbox)](<https://www.sota2.com/research/sota/xai-evaluation-on-imagenet-s50.md?metric=AP%20(Bbox)>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/xai-evaluation-on-imagenet-s50.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/xai-evaluation-on-imagenet-s50.md?metric=AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | EBPG | Result date | Report paper |
| --- | --- | --- | --- |
| O-Shap | 0.5692 | Not recorded | 6997ea6809c33900fcd764a6 |
| SHAP | 0.5659 | Not recorded | 6997ea6809c33900fcd764a6 |
| GradSHAP | 0.5044 | Not recorded | 6997ea6809c33900fcd764a6 |
| IntGrad | 0.5026 | Not recorded | 6997ea6809c33900fcd764a6 |
| h-SHAP | 0.4779 | Not recorded | 6997ea6809c33900fcd764a6 |
| Occlusion | 0.47 | Not recorded | 6997ea6809c33900fcd764a6 |
| RISE | 0.2653 | Not recorded | 6997ea6809c33900fcd764a6 |

### O-Shap

EBPG: 0.5692. Result ID: 699b06095698665ec4986a46.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6809c33900fcd764a6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6997ea6809c33900fcd764a6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SHAP

EBPG: 0.5659. Result ID: 699b06095698665ec4986a40.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6809c33900fcd764a6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d01e209131cea00e17.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GradSHAP

EBPG: 0.5044. Result ID: 699b06095698665ec4986a41.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6809c33900fcd764a6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d01e209131cea00e17.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### IntGrad

EBPG: 0.5026. Result ID: 699b06095698665ec4986a42.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6809c33900fcd764a6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63661e209131ce9fe6bd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### h-SHAP

EBPG: 0.4779. Result ID: 699b06095698665ec4986a45.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6809c33900fcd764a6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d021e209131cea3747f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Occlusion

EBPG: 0.47. Result ID: 699b06095698665ec4986a43.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6809c33900fcd764a6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa612c1e209131ce9f2f8a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RISE

EBPG: 0.2653. Result ID: 699b06095698665ec4986a44.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6809c33900fcd764a6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64dc1e209131cea06cb9.md>)

[Implementation](<https://github.com/pytorch/vision>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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