# Certified Robustness (Scaling 2) on TinyImageNet VNNComp'24

Source: [Certified Robustness (Scaling 2) on TinyImageNet VNNComp'24](<https://www.sota2.com/research/sota/certified-robustness-scaling-2-on-tinyimagenet-vnncomp-24>)

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

Data updated: 2026-04-28T10:21:24.297Z

Evaluation of certified robustness performance, specifically under the 'Scaling 2' configuration, on the TinyImageNet VNNComp'24 dataset, reporting certified accuracy and computation 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 | Certified Robustness (Scaling 2) |
| Dataset (including any stated split) | TinyImageNet VNNComp'24 |
| Metric | Certified Accuracy (%) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Certified Accuracy (%)](<https://www.sota2.com/research/sota/certified-robustness-scaling-2-on-tinyimagenet-vnncomp-24.md?metric=Certified%20Accuracy%20(%25)>): Higher is better; unit: PERCENT.

- [Time per Image (s)](<https://www.sota2.com/research/sota/certified-robustness-scaling-2-on-tinyimagenet-vnncomp-24.md?metric=Time%20per%20Image%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Certified Accuracy (%) | Result date | Report paper |
| --- | --- | --- | --- |
| Super-DeepG | 36 | Not recorded | 69f03f7955a3c32af89fa52c |
| FGV | 35 | Not recorded | 69f03f7955a3c32af89fa52c |
| FGV | 35 | Not recorded | 69f03f7955a3c32af89fa52c |
| FGV | 30 | Not recorded | 69f03f7955a3c32af89fa52c |
| FGV | 7 | Not recorded | 69f03f7955a3c32af89fa52c |

### Super-DeepG

Certified Accuracy (%): 36. Result ID: 69f0895747f34ce924d71cfd.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7955a3c32af89fa52c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f7955a3c32af89fa52c.md>)

Recorded evaluation configuration: {"Interval size":"0.0002"}. This record does not assert independent reproduction.

### FGV

Certified Accuracy (%): 35. Result ID: 69f0895747f34ce924d71cfb.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7955a3c32af89fa52c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f4a1e209131cea44cf1.md>)

Recorded evaluation configuration: {"Interval size":"7 × 10−7"}. This record does not assert independent reproduction.

### FGV

Certified Accuracy (%): 35. Result ID: 69f0895747f34ce924d71cfc.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7955a3c32af89fa52c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f4a1e209131cea44cf1.md>)

Recorded evaluation configuration: {"Interval size":"6 × 10−7"}. This record does not assert independent reproduction.

### FGV

Certified Accuracy (%): 30. Result ID: 69f0895747f34ce924d71cfa.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7955a3c32af89fa52c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f4a1e209131cea44cf1.md>)

Recorded evaluation configuration: {"Interval size":"1 × 10−6"}. This record does not assert independent reproduction.

### FGV

Certified Accuracy (%): 7. Result ID: 69f0895747f34ce924d71cf9.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7955a3c32af89fa52c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f4a1e209131cea44cf1.md>)

Recorded evaluation configuration: {"Interval size":"5 × 10−6"}. This record does not assert independent reproduction.

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