# Feature Attribution on Image data 224 x 224

Source: [Feature Attribution on Image data 224 x 224](<https://www.sota2.com/research/sota/feature-attribution-on-image-data-224-x-224>)

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

Data updated: 2026-02-26T05:36:10.275Z

Evaluation of model performance regarding feature attribution methods on the 'Image data 224 x 224' dataset, measured by averaged execution time per image.

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 | Feature Attribution |
| Dataset (including any stated split) | Image data 224 x 224 |
| Metric | Avg Execution Time (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 28 of 28 |
| 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

- [Avg Execution Time (s)](<https://www.sota2.com/research/sota/feature-attribution-on-image-data-224-x-224.md?metric=Avg%20Execution%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Avg Execution Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| h-SHAP | 0.24 | Not recorded | 6997ea6809c33900fcd764a6 |
| h-SHAP | 0.24 | Not recorded | 6997ea6809c33900fcd764a6 |
| h-SHAP | 0.48 | Not recorded | 6997ea6809c33900fcd764a6 |
| h-SHAP | 0.48 | Not recorded | 6997ea6809c33900fcd764a6 |
| IntGrad | 0.56 | Not recorded | 6997ea6809c33900fcd764a6 |
| IntGrad | 0.58 | Not recorded | 6997ea6809c33900fcd764a6 |
| GradSHAP | 0.84 | Not recorded | 6997ea6809c33900fcd764a6 |
| GradSHAP | 0.85 | Not recorded | 6997ea6809c33900fcd764a6 |
| IntGrad | 1.21 | Not recorded | 6997ea6809c33900fcd764a6 |
| IntGrad | 1.25 | Not recorded | 6997ea6809c33900fcd764a6 |
| GradSHAP | 1.82 | Not recorded | 6997ea6809c33900fcd764a6 |
| SHAP | 2 | Not recorded | 6997ea6809c33900fcd764a6 |
| GradSHAP | 2.12 | Not recorded | 6997ea6809c33900fcd764a6 |
| O-Shap | 2.36 | Not recorded | 6997ea6809c33900fcd764a6 |
| O-Shap | 2.38 | Not recorded | 6997ea6809c33900fcd764a6 |
| O-Shap | 2.52 | Not recorded | 6997ea6809c33900fcd764a6 |
| O-Shap | 2.55 | Not recorded | 6997ea6809c33900fcd764a6 |
| RISE | 2.82 | Not recorded | 6997ea6809c33900fcd764a6 |
| SHAP | 3.28 | Not recorded | 6997ea6809c33900fcd764a6 |
| SHAP | 3.65 | Not recorded | 6997ea6809c33900fcd764a6 |
| SHAP | 4.11 | Not recorded | 6997ea6809c33900fcd764a6 |
| RISE | 4.32 | Not recorded | 6997ea6809c33900fcd764a6 |
| RISE | 5.8 | Not recorded | 6997ea6809c33900fcd764a6 |
| RISE | 10.34 | Not recorded | 6997ea6809c33900fcd764a6 |
| Occlusion | 36.38 | Not recorded | 6997ea6809c33900fcd764a6 |
| Occlusion | 59.9 | Not recorded | 6997ea6809c33900fcd764a6 |
| Occlusion | 88.14 | Not recorded | 6997ea6809c33900fcd764a6 |
| Occlusion | 122.79 | Not recorded | 6997ea6809c33900fcd764a6 |

### h-SHAP

Avg Execution Time (s): 0.24. Result ID: 699b06095698665ec4986a4c.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet18","Image size":"224 x 224"}. This record does not assert independent reproduction.

### h-SHAP

Avg Execution Time (s): 0.24. Result ID: 699b06095698665ec4986a53.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet34","Image size":"224 x 224"}. This record does not assert independent reproduction.

### h-SHAP

Avg Execution Time (s): 0.48. Result ID: 699b06095698665ec4986a5a.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet50","Image size":"224 x 224"}. This record does not assert independent reproduction.

### h-SHAP

Avg Execution Time (s): 0.48. Result ID: 699b06095698665ec4986a61.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet101","Image size":"224 x 224"}. This record does not assert independent reproduction.

### IntGrad

Avg Execution Time (s): 0.56. Result ID: 699b06095698665ec4986a49.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet18","Image size":"224 x 224"}. This record does not assert independent reproduction.

### IntGrad

Avg Execution Time (s): 0.58. Result ID: 699b06095698665ec4986a50.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet34","Image size":"224 x 224"}. This record does not assert independent reproduction.

### GradSHAP

Avg Execution Time (s): 0.84. Result ID: 699b06095698665ec4986a4f.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet34","Image size":"224 x 224"}. This record does not assert independent reproduction.

### GradSHAP

Avg Execution Time (s): 0.85. Result ID: 699b06095698665ec4986a48.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet18","Image size":"224 x 224"}. This record does not assert independent reproduction.

### IntGrad

Avg Execution Time (s): 1.21. Result ID: 699b06095698665ec4986a5e.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet101","Image size":"224 x 224"}. This record does not assert independent reproduction.

### IntGrad

Avg Execution Time (s): 1.25. Result ID: 699b06095698665ec4986a57.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet50","Image size":"224 x 224"}. This record does not assert independent reproduction.

### GradSHAP

Avg Execution Time (s): 1.82. Result ID: 699b06095698665ec4986a56.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet50","Image size":"224 x 224"}. This record does not assert independent reproduction.

### SHAP

Avg Execution Time (s): 2. Result ID: 699b06095698665ec4986a47.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet18","Image size":"224 x 224"}. This record does not assert independent reproduction.

### GradSHAP

Avg Execution Time (s): 2.12. Result ID: 699b06095698665ec4986a5d.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet101","Image size":"224 x 224"}. This record does not assert independent reproduction.

### O-Shap

Avg Execution Time (s): 2.36. Result ID: 699b06095698665ec4986a4d.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet18","Image size":"224 x 224"}. This record does not assert independent reproduction.

### O-Shap

Avg Execution Time (s): 2.38. Result ID: 699b06095698665ec4986a54.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet34","Image size":"224 x 224"}. This record does not assert independent reproduction.

### O-Shap

Avg Execution Time (s): 2.52. Result ID: 699b06095698665ec4986a5b.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet50","Image size":"224 x 224"}. This record does not assert independent reproduction.

### O-Shap

Avg Execution Time (s): 2.55. Result ID: 699b06095698665ec4986a62.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet101","Image size":"224 x 224"}. This record does not assert independent reproduction.

### RISE

Avg Execution Time (s): 2.82. Result ID: 699b06095698665ec4986a4b.

[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: {"Backbone":"ResNet18","Image size":"224 x 224"}. This record does not assert independent reproduction.

### SHAP

Avg Execution Time (s): 3.28. Result ID: 699b06095698665ec4986a4e.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet34","Image size":"224 x 224"}. This record does not assert independent reproduction.

### SHAP

Avg Execution Time (s): 3.65. Result ID: 699b06095698665ec4986a55.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet50","Image size":"224 x 224"}. This record does not assert independent reproduction.

### SHAP

Avg Execution Time (s): 4.11. Result ID: 699b06095698665ec4986a5c.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet101","Image size":"224 x 224"}. This record does not assert independent reproduction.

### RISE

Avg Execution Time (s): 4.32. Result ID: 699b06095698665ec4986a52.

[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: {"Backbone":"ResNet34","Image size":"224 x 224"}. This record does not assert independent reproduction.

### RISE

Avg Execution Time (s): 5.8. Result ID: 699b06095698665ec4986a59.

[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: {"Backbone":"ResNet50","Image size":"224 x 224"}. This record does not assert independent reproduction.

### RISE

Avg Execution Time (s): 10.34. Result ID: 699b06095698665ec4986a60.

[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: {"Backbone":"ResNet101","Image size":"224 x 224"}. This record does not assert independent reproduction.

### Occlusion

Avg Execution Time (s): 36.38. Result ID: 699b06095698665ec4986a4a.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet18","Image size":"224 x 224"}. This record does not assert independent reproduction.

### Occlusion

Avg Execution Time (s): 59.9. Result ID: 699b06095698665ec4986a51.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet34","Image size":"224 x 224"}. This record does not assert independent reproduction.

### Occlusion

Avg Execution Time (s): 88.14. Result ID: 699b06095698665ec4986a58.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet50","Image size":"224 x 224"}. This record does not assert independent reproduction.

### Occlusion

Avg Execution Time (s): 122.79. Result ID: 699b06095698665ec4986a5f.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet101","Image size":"224 x 224"}. This record does not assert independent reproduction.

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