# Image Classification on CIFAR-10 VGG-11 (test)

Source: [Image Classification on CIFAR-10 VGG-11 (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-vgg-11-test>)

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

Data updated: 2026-03-24T12:44:42.148Z

Evaluation of Image Classification performance on the CIFAR-10 test set, specifically reporting results obtained using the VGG-11 model architecture, including metrics related to sparsity and performance drop.

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) | CIFAR-10 VGG-11 (test) |
| Metric | Sparsity |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Sparsity](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-vgg-11-test.md?metric=Sparsity>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-vgg-11-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Performance Drop](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-vgg-11-test.md?metric=Performance%20Drop>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Sparsity | Result date | Report paper |
| --- | --- | --- | --- |
| Mix-and-Match | 90.4 | Not recorded | 69c21a870636e5bf4afc47f4 |
| MAG | 90 | Not recorded | 69c21a870636e5bf4afc47f4 |
| SNIP | 90 | Not recorded | 69c21a870636e5bf4afc47f4 |
| GraSP | 90 | Not recorded | 69c21a870636e5bf4afc47f4 |
| LPViT | 89.96 | Not recorded | 69c21a870636e5bf4afc47f4 |
| GETA | 89.96 | Not recorded | 69c21a870636e5bf4afc47f4 |

### Mix-and-Match

Sparsity: 90.4. Result ID: 69c2871547f34ce924aa8c70.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a870636e5bf4afc47f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a870636e5bf4afc47f4.md>)

Recorded evaluation configuration: {"Backbone":"VGG-11"}. This record does not assert independent reproduction.

### MAG

Sparsity: 90. Result ID: 69c2871547f34ce924aa8c73.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a870636e5bf4afc47f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa622d1e209131ce9f7f15.md>)

Recorded evaluation configuration: {"Backbone":"VGG-11"}. This record does not assert independent reproduction.

### SNIP

Sparsity: 90. Result ID: 69c2871547f34ce924aa8c74.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a870636e5bf4afc47f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65651e209131cea09fbd.md>)

Recorded evaluation configuration: {"Backbone":"VGG-11"}. This record does not assert independent reproduction.

### GraSP

Sparsity: 90. Result ID: 69c2871547f34ce924aa8c75.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a870636e5bf4afc47f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68121e209131cea19fcc.md>)

Recorded evaluation configuration: {"Backbone":"VGG-11"}. This record does not assert independent reproduction.

### LPViT

Sparsity: 89.96. Result ID: 69c2871547f34ce924aa8c71.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a870636e5bf4afc47f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769c7.md>)

Recorded evaluation configuration: {"Backbone":"VGG-11"}. This record does not assert independent reproduction.

### GETA

Sparsity: 89.96. Result ID: 69c2871547f34ce924aa8c72.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a870636e5bf4afc47f4.md>)

Recorded evaluation configuration: {"Backbone":"VGG-11"}. This record does not assert independent reproduction.

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