# Memory Corruption Detection on pnm2png (test)

Source: [Memory Corruption Detection on pnm2png (test)](<https://www.sota2.com/research/sota/memory-corruption-detection-on-pnm2png-test>)

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

Data updated: 2026-03-26T14:35:38.660Z

Evaluation of memory corruption detection performance on the test split of the pnm2png dataset, measured using Accuracy and F1 score.

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 | Memory corruption detection |
| Dataset (including any stated split) | pnm2png (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/memory-corruption-detection-on-pnm2png-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/memory-corruption-detection-on-pnm2png-test.md?metric=F1%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| WALMA | 97 | Not recorded | 69c4bdb80636e5bf4afc778b |
| WALMA | 94 | Not recorded | 69c4bdb80636e5bf4afc778b |
| VGG-16 | 82.5 | Not recorded | 69c4bdb80636e5bf4afc778b |
| ResNet | 77 | Not recorded | 69c4bdb80636e5bf4afc778b |

### WALMA

Accuracy: 97. Result ID: 69c5443a47f34ce924af3352.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb80636e5bf4afc778b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb80636e5bf4afc778b.md>)

Recorded evaluation configuration: {"Backbone":"VGG-16","Model Variant":"Program-Specific"}. This record does not assert independent reproduction.

### WALMA

Accuracy: 94. Result ID: 69c5443a47f34ce924af3351.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb80636e5bf4afc778b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb80636e5bf4afc778b.md>)

Recorded evaluation configuration: {"Backbone":"ResNet","Model Variant":"Program-Specific"}. This record does not assert independent reproduction.

### VGG-16

Accuracy: 82.5. Result ID: 69c5443a47f34ce924af335e.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb80636e5bf4afc778b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb80636e5bf4afc778b.md>)

Recorded evaluation configuration: {"Backbone":"VGG-16","Model Type":"Generalized"}. This record does not assert independent reproduction.

### ResNet

Accuracy: 77. Result ID: 69c5443a47f34ce924af335d.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb80636e5bf4afc778b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb80636e5bf4afc778b.md>)

Recorded evaluation configuration: {"Backbone":"ResNet","Model Type":"Generalized"}. This record does not assert independent reproduction.

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