# Image Classification on ImageNet 1k (0.20%)

Source: [Image Classification on ImageNet 1k (0.20%)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-1k-0-20-percent>)

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

Data updated: 2026-02-26T05:29:03.879Z

Evaluation of Image Classification performance using the 0.20% subset of the ImageNet 1k dataset, measured by Accuracy.

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 1k (0.20%) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-1k-0-20-percent.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| USL-MoCo | 48.6 | Not recorded | 68fa70641e209131cea4adc0 |
| USL-CLIP | 47.5 | Not recorded | 68fa70641e209131cea4adc0 |
| Stratified Selection | 41.1 | Not recorded | 68fa70641e209131cea4adc0 |
| USL-CLIP | 40.4 | Not recorded | 68fa70641e209131cea4adc0 |
| USL-MoCo | 39.8 | Not recorded | 68fa70641e209131cea4adc0 |
| Stratified Selection | 36.4 | Not recorded | 68fa70641e209131cea4adc0 |
| Random Selection | 34.3 | Not recorded | 68fa70641e209131cea4adc0 |
| Random Selection | 33.2 | Not recorded | 68fa70641e209131cea4adc0 |

### USL-MoCo

Accuracy: 48.6. Result ID: 69911bb43a6c31484905c06a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70641e209131cea4adc0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70641e209131cea4adc0.md>)

Recorded evaluation configuration: {"SSL Protocol":"FixMatch","Features":"MoCov2"}. This record does not assert independent reproduction.

### USL-CLIP

Accuracy: 47.5. Result ID: 69911bb43a6c31484905c06b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70641e209131cea4adc0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70641e209131cea4adc0.md>)

Recorded evaluation configuration: {"SSL Protocol":"FixMatch","Features":"CLIP"}. This record does not assert independent reproduction.

### Stratified Selection

Accuracy: 41.1. Result ID: 69911bb43a6c31484905c069.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70641e209131cea4adc0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e73.md>)

[Implementation](<https://github.com/amazon-research/exponential-moving-average-normalization>)

Recorded evaluation configuration: {"SSL Protocol":"FixMatch"}. This record does not assert independent reproduction.

### USL-CLIP

Accuracy: 40.4. Result ID: 69911bb43a6c31484905c067.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70641e209131cea4adc0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70641e209131cea4adc0.md>)

Recorded evaluation configuration: {"SSL Protocol":"SimCLRv2","Features":"CLIP"}. This record does not assert independent reproduction.

### USL-MoCo

Accuracy: 39.8. Result ID: 69911bb43a6c31484905c066.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70641e209131cea4adc0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70641e209131cea4adc0.md>)

Recorded evaluation configuration: {"SSL Protocol":"SimCLRv2","Features":"MoCov2"}. This record does not assert independent reproduction.

### Stratified Selection

Accuracy: 36.4. Result ID: 69911bb43a6c31484905c065.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70641e209131cea4adc0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e73.md>)

[Implementation](<https://github.com/amazon-research/exponential-moving-average-normalization>)

Recorded evaluation configuration: {"SSL Protocol":"SimCLRv2"}. This record does not assert independent reproduction.

### Random Selection

Accuracy: 34.3. Result ID: 69911bb43a6c31484905c068.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70641e209131cea4adc0.md>)

Recorded evaluation configuration: {"SSL Protocol":"FixMatch"}. This record does not assert independent reproduction.

### Random Selection

Accuracy: 33.2. Result ID: 69911bb43a6c31484905c064.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70641e209131cea4adc0.md>)

Recorded evaluation configuration: {"SSL Protocol":"SimCLRv2"}. This record does not assert independent reproduction.

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