# Adversarial Robustness on CUB-200 (test)

Source: [Adversarial Robustness on CUB-200 (test)](<https://www.sota2.com/research/sota/adversarial-robustness-on-cub-200-test>)

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

Data updated: 2026-05-01T08:07:50.690Z

Evaluation of model adversarial robustness on the CUB-200 test set, reporting performance metrics derived from various perturbation and explanation methods (e.g., HSJA, GradCAM, LIME, SHAP).

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 | Adversarial Robustness |
| Dataset (including any stated split) | CUB-200 (test) |
| Metric | HSJA (Naive) Median Distance |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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

- [HSJA (Naive) Median Distance](<https://www.sota2.com/research/sota/adversarial-robustness-on-cub-200-test.md?metric=HSJA%20(Naive)%20Median%20Distance>): Lower is better; unit: SCALAR.

- [HSJA (Naive) Accuracy](<https://www.sota2.com/research/sota/adversarial-robustness-on-cub-200-test.md?metric=HSJA%20(Naive)%20Accuracy>): Higher is better; unit: PERCENT.

- [GradCAM Median Distance](<https://www.sota2.com/research/sota/adversarial-robustness-on-cub-200-test.md?metric=GradCAM%20Median%20Distance>): Lower is better; unit: SCALAR.

- [GradCAM Accuracy](<https://www.sota2.com/research/sota/adversarial-robustness-on-cub-200-test.md?metric=GradCAM%20Accuracy>): Higher is better; unit: PERCENT.

- [IG Median Distance](<https://www.sota2.com/research/sota/adversarial-robustness-on-cub-200-test.md?metric=IG%20Median%20Distance>): Lower is better; unit: SCALAR.

- [IG Accuracy](<https://www.sota2.com/research/sota/adversarial-robustness-on-cub-200-test.md?metric=IG%20Accuracy>): Higher is better; unit: PERCENT.

- [LIME Median Distance](<https://www.sota2.com/research/sota/adversarial-robustness-on-cub-200-test.md?metric=LIME%20Median%20Distance>): Lower is better; unit: SCALAR.

- [LIME Accuracy](<https://www.sota2.com/research/sota/adversarial-robustness-on-cub-200-test.md?metric=LIME%20Accuracy>): Higher is better; unit: PERCENT.

- [SHAP Median Distance](<https://www.sota2.com/research/sota/adversarial-robustness-on-cub-200-test.md?metric=SHAP%20Median%20Distance>): Lower is better; unit: SCALAR.

- [SHAP Accuracy](<https://www.sota2.com/research/sota/adversarial-robustness-on-cub-200-test.md?metric=SHAP%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | HSJA (Naive) Median Distance | Result date | Report paper |
| --- | --- | --- | --- |
| Defensive Distillation | 2.65 | Not recorded | 69f433b855a3c32af89fd28f |
| TRADES | 2.95 | Not recorded | 69f433b855a3c32af89fd28f |

### Defensive Distillation

HSJA (Naive) Median Distance: 2.65. Result ID: 69f45f4b47f34ce924da2d48.

[Reporting paper](<https://www.sota2.com/research/paper/69f433b855a3c32af89fd28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62621e209131ce9f8fbb.md>)

Recorded evaluation configuration: {"Robust Method":"Distillation","Distance Norm":"l2","epsilon":"2","Backbone":"ResNet50","Distillation Temperature (T)":"2"}. This record does not assert independent reproduction.

### TRADES

HSJA (Naive) Median Distance: 2.95. Result ID: 69f45f4b47f34ce924da2d47.

[Reporting paper](<https://www.sota2.com/research/paper/69f433b855a3c32af89fd28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d897.md>)

Recorded evaluation configuration: {"Robust Method":"TRADES","Distance Norm":"l2","epsilon":"2","Backbone":"ResNet50"}. This record does not assert independent reproduction.

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