# Image Classification on AWA2 (ts, tr, H)

Source: [Image Classification on AWA2 (ts, tr, H)](<https://www.sota2.com/research/sota/image-classification-on-awa2-ts-tr-h>)

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

Data updated: 2026-02-27T06:20:14.474Z

Evaluation of Image Classification performance on the Animals with Attributes 2 (AWA2) dataset, reporting metrics including ts, tr, and H.

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) | AWA2 |
| Metric | TS Metric |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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

- [TS Metric](<https://www.sota2.com/research/sota/image-classification-on-awa2-ts-tr-h.md?metric=TS%20Metric>): Higher is better; unit: PERCENT.

- [TR Metric](<https://www.sota2.com/research/sota/image-classification-on-awa2-ts-tr-h.md?metric=TR%20Metric>): Higher is better; unit: PERCENT.

- [Harmonic Mean (H)](<https://www.sota2.com/research/sota/image-classification-on-awa2-ts-tr-h.md?metric=Harmonic%20Mean%20(H)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | TS Metric | Result date | Report paper |
| --- | --- | --- | --- |
| Transferable Contrastive Network | 61.2 | Not recorded | 68fa66341e209131cea0eb6d |
| GAZSL | 35.4 | Not recorded | 68fa66341e209131cea0eb6d |
| RNet | 30 | Not recorded | 68fa66341e209131cea0eb6d |
| DEVISE | 17.1 | Not recorded | 68fa66341e209131cea0eb6d |
| ALE | 14 | Not recorded | 68fa66341e209131cea0eb6d |
| LATEM | 11.5 | Not recorded | 68fa66341e209131cea0eb6d |
| SYNC | 10 | Not recorded | 68fa66341e209131cea0eb6d |
| SSE | 8.1 | Not recorded | 68fa66341e209131cea0eb6d |
| SJE | 8 | Not recorded | 68fa66341e209131cea0eb6d |
| EZSL | 5.9 | Not recorded | 68fa66341e209131cea0eb6d |
| SAE | 1.1 | Not recorded | 68fa66341e209131cea0eb6d |
| IAP | 0.9 | Not recorded | 68fa66341e209131cea0eb6d |
| CONSE | 0.5 | Not recorded | 68fa66341e209131cea0eb6d |
| CMT | 0.5 | Not recorded | 68fa66341e209131cea0eb6d |
| DAP | 0 | Not recorded | 68fa66341e209131cea0eb6d |

### Transferable Contrastive Network

TS Metric: 61.2. Result ID: 69a1378735dfcabb00e58f52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

[Implementation](<http://vipl.ict.ac.cn/resources/codes.>)

Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning (GZSL)","Accuracy Type":"average per-class top-1 accuracy"}. This record does not assert independent reproduction.

### GAZSL

TS Metric: 35.4. Result ID: 69a1378735dfcabb00e58f51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa645e1e209131cea040cc.md>)

Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning (GZSL)","Accuracy Type":"average per-class top-1 accuracy"}. This record does not assert independent reproduction.

### RNet

TS Metric: 30. Result ID: 69a1378735dfcabb00e58f50.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64301e209131cea03588.md>)

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

Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning (GZSL)","Accuracy Type":"average per-class top-1 accuracy"}. This record does not assert independent reproduction.

### DEVISE

TS Metric: 17.1. Result ID: 69a1378735dfcabb00e58f4b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning (GZSL)","Accuracy Type":"average per-class top-1 accuracy"}. This record does not assert independent reproduction.

### ALE

TS Metric: 14. Result ID: 69a1378735dfcabb00e58f4a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning (GZSL)","Accuracy Type":"average per-class top-1 accuracy"}. This record does not assert independent reproduction.

### LATEM

TS Metric: 11.5. Result ID: 69a1378735dfcabb00e58f49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62671e209131ce9f92e1.md>)

Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning (GZSL)","Accuracy Type":"average per-class top-1 accuracy"}. This record does not assert independent reproduction.

### SYNC

TS Metric: 10. Result ID: 69a1378735dfcabb00e58f4e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62861e209131ce9f9e6e.md>)

Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning (GZSL)","Accuracy Type":"average per-class top-1 accuracy"}. This record does not assert independent reproduction.

### SSE

TS Metric: 8.1. Result ID: 69a1378735dfcabb00e58f48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62191e209131ce9f79fe.md>)

[Implementation](<https://zimingzhang.wordpress.com/source-code/>)

Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning (GZSL)","Accuracy Type":"average per-class top-1 accuracy"}. This record does not assert independent reproduction.

### SJE

TS Metric: 8. Result ID: 69a1378735dfcabb00e58f4c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62641e209131ce9f90f8.md>)

Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning (GZSL)","Accuracy Type":"average per-class top-1 accuracy"}. This record does not assert independent reproduction.

### EZSL

TS Metric: 5.9. Result ID: 69a1378735dfcabb00e58f4d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning (GZSL)","Accuracy Type":"average per-class top-1 accuracy"}. This record does not assert independent reproduction.

### SAE

TS Metric: 1.1. Result ID: 69a1378735dfcabb00e58f4f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634b1e209131ce9fdc97.md>)

Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning (GZSL)","Accuracy Type":"average per-class top-1 accuracy"}. This record does not assert independent reproduction.

### IAP

TS Metric: 0.9. Result ID: 69a1378735dfcabb00e58f45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning (GZSL)","Accuracy Type":"average per-class top-1 accuracy"}. This record does not assert independent reproduction.

### CONSE

TS Metric: 0.5. Result ID: 69a1378735dfcabb00e58f46.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa632f1e209131ce9fd1fb.md>)

Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning (GZSL)","Accuracy Type":"average per-class top-1 accuracy"}. This record does not assert independent reproduction.

### CMT

TS Metric: 0.5. Result ID: 69a1378735dfcabb00e58f47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa60d81e209131ce9f15bd.md>)

Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning (GZSL)","Accuracy Type":"average per-class top-1 accuracy"}. This record does not assert independent reproduction.

### DAP

TS Metric: 0. Result ID: 69a1378735dfcabb00e58f44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0eb6d.md>)

Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning (GZSL)","Accuracy Type":"average per-class top-1 accuracy"}. This record does not assert independent reproduction.

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