# Image Classification on Tiny-ImageNet (Adversarial Robustness Metrics)

Source: [Image Classification on Tiny-ImageNet (Adversarial Robustness Metrics)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-adversarial-robustness-metrics>)

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

Data updated: 2026-04-14T10:34:32.637Z

Evaluation of Image Classification robustness on Tiny-ImageNet against various adversarial attacks (FGSM, PGD, BIM, APGD, Jitter) at specified perturbation budgets.

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 | Image Classification |
| Dataset (including any stated split) | Tiny-ImageNet |
| Metric | FGSM Error (eps=8/255) |
| Unit | SCALAR |
| Direction | Lower 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

- [FGSM Error (eps=8/255)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-adversarial-robustness-metrics.md?metric=FGSM%20Error%20(eps%3D8%2F255)>): Lower is better; unit: SCALAR.

- [FGSM Error (eps=16/255)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-adversarial-robustness-metrics.md?metric=FGSM%20Error%20(eps%3D16%2F255)>): Lower is better; unit: SCALAR.

- [PGD Error (eps=8/255)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-adversarial-robustness-metrics.md?metric=PGD%20Error%20(eps%3D8%2F255)>): Lower is better; unit: SCALAR.

- [PGD Error (eps=16/255)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-adversarial-robustness-metrics.md?metric=PGD%20Error%20(eps%3D16%2F255)>): Lower is better; unit: SCALAR.

- [BIM Error (eps=8/255)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-adversarial-robustness-metrics.md?metric=BIM%20Error%20(eps%3D8%2F255)>): Lower is better; unit: SCALAR.

- [BIM Error (eps=16/255)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-adversarial-robustness-metrics.md?metric=BIM%20Error%20(eps%3D16%2F255)>): Lower is better; unit: SCALAR.

- [APGD Error (eps=8/255)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-adversarial-robustness-metrics.md?metric=APGD%20Error%20(eps%3D8%2F255)>): Lower is better; unit: SCALAR.

- [APGD Error (eps=16/255)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-adversarial-robustness-metrics.md?metric=APGD%20Error%20(eps%3D16%2F255)>): Lower is better; unit: SCALAR.

- [Jitter Error (eps=8/255)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-adversarial-robustness-metrics.md?metric=Jitter%20Error%20(eps%3D8%2F255)>): Lower is better; unit: SCALAR.

- [Jitter Error (eps=16/255)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-adversarial-robustness-metrics.md?metric=Jitter%20Error%20(eps%3D16%2F255)>): Lower is better; unit: SCALAR.

- [Average Attack Error](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-adversarial-robustness-metrics.md?metric=Average%20Attack%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FGSM Error (eps=8/255) | Result date | Report paper |
| --- | --- | --- | --- |
| ResNet18 | 8.96 | Not recorded | 68fa5e551e209131ce9e165d |
| Neural ODE | 9.36 | Not recorded | 68fa5e551e209131ce9e165d |
| Proj-NODE | 9.93 | Not recorded | 68fa5e551e209131ce9e165d |
| SODEF | 10.08 | Not recorded | 68fa5e551e209131ce9e165d |
| LyaNet | 11.23 | Not recorded | 68fa5e551e209131ce9e165d |
| FxTS-Net | 11.79 | Not recorded | 68fa5e551e209131ce9e165d |
| Zubov-Net | 12.13 | Not recorded | 68fa5e551e209131ce9e165d |

### ResNet18

FGSM Error (eps=8/255): 8.96. Result ID: 69de183147f34ce924c63c83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

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

### Neural ODE

FGSM Error (eps=8/255): 9.36. Result ID: 69de183147f34ce924c63c84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12502.md>)

[Implementation](<https://www.sota2.com/github.com/rtqichen/torchdiffeq>)

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

### Proj-NODE

FGSM Error (eps=8/255): 9.93. Result ID: 69de183147f34ce924c63c85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa56921e209131ce99dbee.md>)

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

### SODEF

FGSM Error (eps=8/255): 10.08. Result ID: 69de183147f34ce924c63c86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b1b1e209131cea2c3f2.md>)

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

### LyaNet

FGSM Error (eps=8/255): 11.23. Result ID: 69de183147f34ce924c63c88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bc71e209131cea30449.md>)

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

### FxTS-Net

FGSM Error (eps=8/255): 11.79. Result ID: 69de183147f34ce924c63c87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c991e209131ce9d27a1.md>)

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

### Zubov-Net

FGSM Error (eps=8/255): 12.13. Result ID: 69de183147f34ce924c63c89.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5e551e209131ce9e165d.md>)

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

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