# Attribution Faithfulness on CUB-200

Source: [Attribution Faithfulness on CUB-200](<https://www.sota2.com/research/sota/attribution-faithfulness-on-cub-200>)

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

Data updated: 2026-03-18T08:03:04.823Z

Evaluation of model attribution faithfulness on the CUB-200 dataset, measured using the Infidelity metric.

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 | Attribution Faithfulness |
| Dataset (including any stated split) | CUB-200 |
| Metric | Infidelity |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 15 of 15 |
| 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

- [Infidelity](<https://www.sota2.com/research/sota/attribution-faithfulness-on-cub-200.md?metric=Infidelity>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Infidelity | Result date | Report paper |
| --- | --- | --- | --- |
| USU-IWMR | 1.41 | Not recorded | 69ba31a90636e5bf4afc0983 |
| USU | 1.52 | Not recorded | 69ba31a90636e5bf4afc0983 |
| USU-IWMR | 1.7 | Not recorded | 69ba31a90636e5bf4afc0983 |
| USU | 1.82 | Not recorded | 69ba31a90636e5bf4afc0983 |
| Bilinear | 1.83 | Not recorded | 69ba31a90636e5bf4afc0983 |
| Bicubic | 2.05 | Not recorded | 69ba31a90636e5bf4afc0983 |
| Lanczos | 2.14 | Not recorded | 69ba31a90636e5bf4afc0983 |
| USU | 5.08 | Not recorded | 69ba31a90636e5bf4afc0983 |
| Bilinear | 5.44 | Not recorded | 69ba31a90636e5bf4afc0983 |
| USU-IWMR | 5.61 | Not recorded | 69ba31a90636e5bf4afc0983 |
| Bicubic | 6.12 | Not recorded | 69ba31a90636e5bf4afc0983 |
| Lanczos | 6.38 | Not recorded | 69ba31a90636e5bf4afc0983 |
| Bilinear | 8.46 | Not recorded | 69ba31a90636e5bf4afc0983 |
| Bicubic | 9.32 | Not recorded | 69ba31a90636e5bf4afc0983 |
| Lanczos | 9.68 | Not recorded | 69ba31a90636e5bf4afc0983 |

### USU-IWMR

Infidelity: 1.41. Result ID: 69ba5c1c47f34ce924a40f2c.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction.

### USU

Infidelity: 1.52. Result ID: 69ba5c1c47f34ce924a40f2b.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction.

### USU-IWMR

Infidelity: 1.7. Result ID: 69ba5c1c47f34ce924a40f27.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

Recorded evaluation configuration: {"Model":"VGG16"}. This record does not assert independent reproduction.

### USU

Infidelity: 1.82. Result ID: 69ba5c1c47f34ce924a40f26.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

Recorded evaluation configuration: {"Model":"VGG16"}. This record does not assert independent reproduction.

### Bilinear

Infidelity: 1.83. Result ID: 69ba5c1c47f34ce924a40f2d.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

Recorded evaluation configuration: {"Model":"ViT-B-16"}. This record does not assert independent reproduction.

### Bicubic

Infidelity: 2.05. Result ID: 69ba5c1c47f34ce924a40f2e.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

Recorded evaluation configuration: {"Model":"ViT-B-16"}. This record does not assert independent reproduction.

### Lanczos

Infidelity: 2.14. Result ID: 69ba5c1c47f34ce924a40f2f.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

Recorded evaluation configuration: {"Model":"ViT-B-16"}. This record does not assert independent reproduction.

### USU

Infidelity: 5.08. Result ID: 69ba5c1c47f34ce924a40f30.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

Recorded evaluation configuration: {"Model":"ViT-B-16"}. This record does not assert independent reproduction.

### Bilinear

Infidelity: 5.44. Result ID: 69ba5c1c47f34ce924a40f23.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

Recorded evaluation configuration: {"Model":"VGG16"}. This record does not assert independent reproduction.

### USU-IWMR

Infidelity: 5.61. Result ID: 69ba5c1c47f34ce924a40f31.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

Recorded evaluation configuration: {"Model":"ViT-B-16"}. This record does not assert independent reproduction.

### Bicubic

Infidelity: 6.12. Result ID: 69ba5c1c47f34ce924a40f24.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

Recorded evaluation configuration: {"Model":"VGG16"}. This record does not assert independent reproduction.

### Lanczos

Infidelity: 6.38. Result ID: 69ba5c1c47f34ce924a40f25.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

Recorded evaluation configuration: {"Model":"VGG16"}. This record does not assert independent reproduction.

### Bilinear

Infidelity: 8.46. Result ID: 69ba5c1c47f34ce924a40f28.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction.

### Bicubic

Infidelity: 9.32. Result ID: 69ba5c1c47f34ce924a40f29.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction.

### Lanczos

Infidelity: 9.68. Result ID: 69ba5c1c47f34ce924a40f2a.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31a90636e5bf4afc0983.md>)

Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction.

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