# Image Classification on ImageNet Matched Frequency V2 1k

Source: [Image Classification on ImageNet Matched Frequency V2 1k](<https://www.sota2.com/research/sota/image-classification-on-imagenet-matched-frequency-v2-1k>)

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

Data updated: 2026-07-07T07:27:41.842Z

Evaluation of Image Classification performance on the ImageNet Matched Frequency V2 1k dataset.

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) | ImageNet Matched Frequency V2 1k |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-imagenet-matched-frequency-v2-1k.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HO-HE | 61.76 | Not recorded | 6a4c87f585dba69fef8b24c2 |
| Random Sampling | 60.78 | Not recorded | 6a4c87f585dba69fef8b24c2 |
| Realism | 60.78 | Not recorded | 6a4c87f585dba69fef8b24c2 |
| SBSim | 58.81 | Not recorded | 6a4c87f585dba69fef8b24c2 |
| Original | 56.98 | Not recorded | 6a4c87f585dba69fef8b24c2 |
| CLIP-Align | 56.45 | Not recorded | 6a4c87f585dba69fef8b24c2 |

### HO-HE

Accuracy: 61.76. Result ID: 6a4caa5060b88bb339c783a0.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f585dba69fef8b24c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c87f585dba69fef8b24c2.md>)

Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction.

### Random Sampling

Accuracy: 60.78. Result ID: 6a4caa5060b88bb339c7839c.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f585dba69fef8b24c2.md>)

Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction.

### Realism

Accuracy: 60.78. Result ID: 6a4caa5060b88bb339c7839f.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f585dba69fef8b24c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66921e209131cea10fc8.md>)

Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction.

### SBSim

Accuracy: 58.81. Result ID: 6a4caa5060b88bb339c7839d.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f585dba69fef8b24c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f481e209131cea44bf8.md>)

Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction.

### Original

Accuracy: 56.98. Result ID: 6a4caa5060b88bb339c7839b.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f585dba69fef8b24c2.md>)

Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction.

### CLIP-Align

Accuracy: 56.45. Result ID: 6a4caa5060b88bb339c7839e.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f585dba69fef8b24c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8b1e209131cea40739.md>)

Recorded evaluation configuration: {"Classifier":"ResNet-50"}. This record does not assert independent reproduction.

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