# Image Classification on AWA (Animals with Attributes) full 50 classes (test)

Source: [Image Classification on AWA (Animals with Attributes) full 50 classes (test)](<https://www.sota2.com/research/sota/image-classification-on-awa-animals-with-attributes-full-50-classes-test>)

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

Data updated: 2026-02-26T05:27:13.468Z

Evaluation of standard Image Classification performance on the test split of the full 50 classes of the Animals with Attributes (AWA) 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) | AWA (Animals with Attributes) full 50 classes (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-awa-animals-with-attributes-full-50-classes-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GLE | 56.1 | Not recorded | 68fa62d31e209131ce9fb5fb |
| HLE | 55.9 | Not recorded | 68fa62d31e209131ce9fb5fb |
| AHLE late | 55.8 | Not recorded | 68fa62d31e209131ce9fb5fb |
| AHLE early | 55.3 | Not recorded | 68fa62d31e209131ce9fb5fb |
| ALE | 52.5 | Not recorded | 68fa62d31e209131ce9fb5fb |
| OVR | 52.3 | Not recorded | 68fa62d31e209131ce9fb5fb |
| WSABIE | 51.6 | Not recorded | 68fa62d31e209131ce9fb5fb |

### GLE

Accuracy: 56.1. Result ID: 698be23decace47ef55990ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5fb.md>)

Recorded evaluation configuration: {"FV dimension":"64K","Output dimensionality (E)":"2,500","Evaluation protocol":"Full training set"}. This record does not assert independent reproduction.

### HLE

Accuracy: 55.9. Result ID: 698be23decace47ef55990cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5fb.md>)

[Implementation](<https://code.google.com/p/word2vec/>)

Recorded evaluation configuration: {"FV dimension":"64K","Evaluation protocol":"Full training set"}. This record does not assert independent reproduction.

### AHLE late

Accuracy: 55.8. Result ID: 698be23decace47ef55990cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5fb.md>)

[Implementation](<https://code.google.com/p/word2vec/>)

Recorded evaluation configuration: {"FV dimension":"64K","Fusion":"Late","Evaluation protocol":"Full training set"}. This record does not assert independent reproduction.

### AHLE early

Accuracy: 55.3. Result ID: 698be23decace47ef55990ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5fb.md>)

[Implementation](<https://code.google.com/p/word2vec/>)

Recorded evaluation configuration: {"FV dimension":"64K","Fusion":"Early","Evaluation protocol":"Full training set"}. This record does not assert independent reproduction.

### ALE

Accuracy: 52.5. Result ID: 698be23decace47ef55990cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5fb.md>)

[Implementation](<https://code.google.com/p/word2vec/>)

Recorded evaluation configuration: {"FV dimension":"64K","Variant":"ALE(W)","Evaluation protocol":"Full training set"}. This record does not assert independent reproduction.

### OVR

Accuracy: 52.3. Result ID: 698be23decace47ef55990c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5fb.md>)

Recorded evaluation configuration: {"FV dimension":"64K","Evaluation protocol":"Full training set"}. This record does not assert independent reproduction.

### WSABIE

Accuracy: 51.6. Result ID: 698be23decace47ef55990cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5fb.md>)

Recorded evaluation configuration: {"FV dimension":"64K","Evaluation protocol":"Full training set"}. This record does not assert independent reproduction.

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