# Saliency Map Faithfulness on CIFAR-10

Source: [Saliency Map Faithfulness on CIFAR-10](<https://www.sota2.com/research/sota/saliency-map-faithfulness-on-cifar-10>)

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

Data updated: 2026-03-10T09:06:19.876Z

Evaluation of Saliency Map Faithfulness using the ROAD-AOPC metric on the CIFAR-10 dataset.

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 | Saliency Map Faithfulness |
| Dataset (including any stated split) | CIFAR-10 |
| Metric | ROAD-AOPC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [ROAD-AOPC](<https://www.sota2.com/research/sota/saliency-map-faithfulness-on-cifar-10.md?metric=ROAD-AOPC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ROAD-AOPC | Result date | Report paper |
| --- | --- | --- | --- |
| Integrated Gradients (IG) | 49 | Not recorded | 69afa5712d603e6de3e4398a |
| Integrated Gradients (IG) | 49 | Not recorded | 69afa5712d603e6de3e4398a |
| Integrated Gradients (IG) | 42 | Not recorded | 69afa5712d603e6de3e4398a |
| Vanilla Gradient (VG) | 24 | Not recorded | 69afa5712d603e6de3e4398a |
| Vanilla Gradient (VG) | 23 | Not recorded | 69afa5712d603e6de3e4398a |
| Vanilla Gradient (VG) | 20 | Not recorded | 69afa5712d603e6de3e4398a |

### Integrated Gradients (IG)

ROAD-AOPC: 49. Result ID: 69afdf056dbb7075b9586978.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5712d603e6de3e4398a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5712d603e6de3e4398a.md>)

Recorded evaluation configuration: {"Training Regime":"Adversarially trained (A)"}. This record does not assert independent reproduction.

### Integrated Gradients (IG)

ROAD-AOPC: 49. Result ID: 69afdf056dbb7075b9586979.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5712d603e6de3e4398a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5712d603e6de3e4398a.md>)

Recorded evaluation configuration: {"Training Regime":"Adversarially trained with Gaussian smoothing (G)"}. This record does not assert independent reproduction.

### Integrated Gradients (IG)

ROAD-AOPC: 42. Result ID: 69afdf056dbb7075b9586977.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5712d603e6de3e4398a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5712d603e6de3e4398a.md>)

Recorded evaluation configuration: {"Training Regime":"Naturally trained (N)"}. This record does not assert independent reproduction.

### Vanilla Gradient (VG)

ROAD-AOPC: 24. Result ID: 69afdf056dbb7075b9586976.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5712d603e6de3e4398a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5712d603e6de3e4398a.md>)

Recorded evaluation configuration: {"Training Regime":"Adversarially trained with Gaussian smoothing (G)"}. This record does not assert independent reproduction.

### Vanilla Gradient (VG)

ROAD-AOPC: 23. Result ID: 69afdf056dbb7075b9586975.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5712d603e6de3e4398a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5712d603e6de3e4398a.md>)

Recorded evaluation configuration: {"Training Regime":"Adversarially trained (A)"}. This record does not assert independent reproduction.

### Vanilla Gradient (VG)

ROAD-AOPC: 20. Result ID: 69afdf056dbb7075b9586974.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5712d603e6de3e4398a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5712d603e6de3e4398a.md>)

Recorded evaluation configuration: {"Training Regime":"Naturally trained (N)"}. This record does not assert independent reproduction.

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