# Image Classification on Semi-Aves (U = U\_in + U\_out)

Source: [Image Classification on Semi-Aves (U = U\_in + U\_out)](<https://www.sota2.com/research/sota/image-classification-on-semi-aves-u-u_in-plus-u_out>)

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

Data updated: 2026-06-16T06:32:22.309Z

Evaluation of Image Classification performance on the Semi-Aves dataset, covering both in-distribution (U\_in) and out-of-distribution (U\_out) samples.

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) | Semi-Aves (U = U\_in + U\_out) |
| Metric | Last Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Last Top-1 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-semi-aves-u-u_in-plus-u_out.md?metric=Last%20Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Median Top-1 Accuracy (20)](<https://www.sota2.com/research/sota/image-classification-on-semi-aves-u-u_in-plus-u_out.md?metric=Median%20Top-1%20Accuracy%20(20)>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-semi-aves-u-u_in-plus-u_out.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Last Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FixMatch w/ DASO | 47.9 | Not recorded | 68fa6cb71e209131cea3583a |
| FixMatch w/ DARP | 46.3 | Not recorded | 68fa6cb71e209131cea3583a |
| FixMatch | 45.7 | Not recorded | 68fa6cb71e209131cea3583a |
| FixMatch w/ CREST+ | 45.1 | Not recorded | 68fa6cb71e209131cea3583a |
| FixMatch w/ CREST | 43.6 | Not recorded | 68fa6cb71e209131cea3583a |
| Supervised | 41.7 | Not recorded | 68fa6cb71e209131cea3583a |

### FixMatch w/ DASO

Last Top-1 Accuracy: 47.9. Result ID: 698f342f3a6c314849f6fa6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb71e209131cea3583a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb71e209131cea3583a.md>)

[Implementation](<https://github.com/ytaek-oh/daso>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FixMatch w/ DARP

Last Top-1 Accuracy: 46.3. Result ID: 698f342f3a6c314849f6fa6b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb71e209131cea3583a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ab31e209131cea29d57.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FixMatch

Last Top-1 Accuracy: 45.7. Result ID: 698f342f3a6c314849f6fa6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb71e209131cea3583a.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FixMatch w/ CREST+

Last Top-1 Accuracy: 45.1. Result ID: 698f342f3a6c314849f6fa6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb71e209131cea3583a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a271e209131cea26638.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FixMatch w/ CREST

Last Top-1 Accuracy: 43.6. Result ID: 698f342f3a6c314849f6fa6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb71e209131cea3583a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a271e209131cea26638.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Supervised

Last Top-1 Accuracy: 41.7. Result ID: 698f342f3a6c314849f6fa69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb71e209131cea3583a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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