# Generalized Zero-Shot Learning on AWA1 (PS)

Source: [Generalized Zero-Shot Learning on AWA1 (PS)](<https://www.sota2.com/research/sota/generalized-zero-shot-learning-on-awa1-ps>)

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

Data updated: 2026-02-26T05:46:23.793Z

Evaluation of Generalized Zero-Shot Learning performance on the AWA1 dataset using the (PS) protocol/split, measured by unseen accuracy (u), seen accuracy (s), and harmonic mean (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 | Generalized Zero-Shot Learning |
| Dataset (including any stated split) | AWA1 (PS) |
| Metric | Harmonic Mean (H) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Harmonic Mean (H)](<https://www.sota2.com/research/sota/generalized-zero-shot-learning-on-awa1-ps.md?metric=Harmonic%20Mean%20(H)>): Higher is better; unit: PERCENT.

- [Unseen Accuracy (u)](<https://www.sota2.com/research/sota/generalized-zero-shot-learning-on-awa1-ps.md?metric=Unseen%20Accuracy%20(u)>): Higher is better; unit: PERCENT.

- [Seen Accuracy (s)](<https://www.sota2.com/research/sota/generalized-zero-shot-learning-on-awa1-ps.md?metric=Seen%20Accuracy%20(s)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Harmonic Mean (H) | Result date | Report paper |
| --- | --- | --- | --- |
| f-VAEGAN-D2 | 63.5 | Not recorded | 68fa6d511e209131cea391aa |
| DLFZRL | 61.2 | Not recorded | 68fa6d511e209131cea391aa |
| TDCSS | 60.9 | Not recorded | 68fa6d511e209131cea391aa |
| DEM | 47.3 | Not recorded | 68fa6d511e209131cea391aa |
| RELATION NET | 46.7 | Not recorded | 68fa6d511e209131cea391aa |

### f-VAEGAN-D2

Harmonic Mean (H): 63.5. Result ID: 698f9c013a6c314849fa7ed0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d511e209131cea391aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aacd.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-101","Split setting":"PS"}. This record does not assert independent reproduction.

### DLFZRL

Harmonic Mean (H): 61.2. Result ID: 698f9c013a6c314849fa7ed1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d511e209131cea391aa.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-101","Split setting":"PS"}. This record does not assert independent reproduction.

### TDCSS

Harmonic Mean (H): 60.9. Result ID: 698f9c013a6c314849fa7ed2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d511e209131cea391aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d511e209131cea391aa.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-101","Split setting":"PS"}. This record does not assert independent reproduction.

### DEM

Harmonic Mean (H): 47.3. Result ID: 698f9c013a6c314849fa7ece.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d511e209131cea391aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66171e209131cea0e403.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet-101","Split setting":"PS"}. This record does not assert independent reproduction.

### RELATION NET

Harmonic Mean (H): 46.7. Result ID: 698f9c013a6c314849fa7ecf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d511e209131cea391aa.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-101","Split setting":"PS"}. This record does not assert independent reproduction.

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