# Image Classification on SemiAves USB 3959 labels

Source: [Image Classification on SemiAves USB 3959 labels](<https://www.sota2.com/research/sota/image-classification-on-semiaves-usb-3959-labels>)

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

Data updated: 2026-02-26T05:42:18.434Z

Evaluation of Image Classification performance on the SemiAves dataset subset containing 3959 labels derived from the USB distribution.

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) | SemiAves USB 3959 labels |
| Metric | Error Rate |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 14 of 14 |
| 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

- [Error Rate](<https://www.sota2.com/research/sota/image-classification-on-semiaves-usb-3959-labels.md?metric=Error%20Rate>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| ReMixMatch | 0.302 | Not recorded | 68fa75781e209131cea682ff |
| AdaMatch | 0.3175 | Not recorded | 68fa75781e209131cea682ff |
| SoftMatch | 0.318 | Not recorded | 68fa75781e209131cea682ff |
| FixMatch | 0.319 | Not recorded | 68fa75781e209131cea682ff |
| Dash | 0.3238 | Not recorded | 68fa75781e209131cea682ff |
| FlexMatch | 0.3248 | Not recorded | 68fa75781e209131cea682ff |
| FreeMatch | 0.3285 | Not recorded | 68fa75781e209131cea682ff |
| ILL | 0.3308 | Not recorded | 68fa75781e209131cea682ff |
| SimMatch | 0.3385 | Not recorded | 68fa75781e209131cea682ff |
| MixMatch | 0.3725 | Not recorded | 68fa75781e209131cea682ff |
| Mean-Teacher | 0.3855 | Not recorded | 68fa75781e209131cea682ff |
| CoMatch | 0.3865 | Not recorded | 68fa75781e209131cea682ff |
| VAT | 0.3882 | Not recorded | 68fa75781e209131cea682ff |
| Pseudo-Label | 0.4035 | Not recorded | 68fa75781e209131cea682ff |

### ReMixMatch

Error Rate: 0.302. Result ID: 6993b3b23a6c31484917eed1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ff.md>)

Recorded evaluation configuration: {"# Labels":"3959","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction.

### AdaMatch

Error Rate: 0.3175. Result ID: 6993b3b23a6c31484917eed2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea319a6.md>)

Recorded evaluation configuration: {"# Labels":"3959","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction.

### SoftMatch

Error Rate: 0.318. Result ID: 6993b3b23a6c31484917eed9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41dad.md>)

Recorded evaluation configuration: {"# Labels":"3959","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction.

### FixMatch

Error Rate: 0.319. Result ID: 6993b3b23a6c31484917eed3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d61e209131cea1e896.md>)

Recorded evaluation configuration: {"# Labels":"3959","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction.

### Dash

Error Rate: 0.3238. Result ID: 6993b3b23a6c31484917eed5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aa61e209131cea2970c.md>)

[Implementation](<https://github.com/google-research/fixmatch>)

Recorded evaluation configuration: {"# Labels":"3959","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction.

### FlexMatch

Error Rate: 0.3248. Result ID: 6993b3b23a6c31484917eed4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bbb1e209131cea2ff1d.md>)

[Implementation](<https://github.com/TorchSSL/TorchSSL>)

Recorded evaluation configuration: {"# Labels":"3959","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction.

### FreeMatch

Error Rate: 0.3285. Result ID: 6993b3b23a6c31484917eed8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e711e209131cea3fd15.md>)

[Implementation](<https://github.com/microsoft/Semi-supervised-learning>)

Recorded evaluation configuration: {"# Labels":"3959","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction.

### ILL

Error Rate: 0.3308. Result ID: 6993b3b23a6c31484917eeda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ff.md>)

Recorded evaluation configuration: {"# Labels":"3959","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction.

### SimMatch

Error Rate: 0.3385. Result ID: 6993b3b23a6c31484917eed7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31a70.md>)

[Implementation](<https://github.com/KyleZheng1997/simmatch>)

Recorded evaluation configuration: {"# Labels":"3959","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction.

### MixMatch

Error Rate: 0.3725. Result ID: 6993b3b23a6c31484917eed0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66961e209131cea11261.md>)

[Implementation](<https://github.com/google-research/mixmatch>)

Recorded evaluation configuration: {"# Labels":"3959","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction.

### Mean-Teacher

Error Rate: 0.3855. Result ID: 6993b3b23a6c31484917eece.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64481e209131cea03b45.md>)

[Implementation](<https://github.com/CuriousAI/mean-teacher>)

Recorded evaluation configuration: {"# Labels":"3959","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction.

### CoMatch

Error Rate: 0.3865. Result ID: 6993b3b23a6c31484917eed6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69751e209131cea2238f.md>)

[Implementation](<https://github.com/salesforce/CoMatch/>)

Recorded evaluation configuration: {"# Labels":"3959","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction.

### VAT

Error Rate: 0.3882. Result ID: 6993b3b23a6c31484917eecf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64891e209131cea054b5.md>)

[Implementation](<https://github.com/takerum/vat_tf>)

Recorded evaluation configuration: {"# Labels":"3959","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction.

### Pseudo-Label

Error Rate: 0.4035. Result ID: 6993b3b23a6c31484917eecd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ff.md>)

Recorded evaluation configuration: {"# Labels":"3959","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction.

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