# Zero-Shot Image Classification on AwA Source: [Zero-Shot Image Classification on AwA]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:54.982Z Evaluation of Zero-Shot Image Classification performance on the Animals with Attributes (AwA) dataset, reporting Unseen, Seen, and Harmonic Mean top-1 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 | | Metric | Unseen Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Unseen Top-1 Acc](): Higher is better; unit: PERCENT. - [Seen Top-1 Acc](): Higher is better; unit: PERCENT. - [Harmonic Mean Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Unseen Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | f-CLSWGAN | 57.9 | Not recorded | 68fa65a21e209131cea0b6fd | | LisGAN | 52.6 | Not recorded | 68fa65a21e209131cea0b6fd | | DEM | 30.5 | Not recorded | 68fa65a21e209131cea0b6fd | | GAZSL | 19.2 | Not recorded | 68fa65a21e209131cea0b6fd | | ALE | 14 | Not recorded | 68fa65a21e209131cea0b6fd | | DeViSE | 13.4 | Not recorded | 68fa65a21e209131cea0b6fd | | SJE | 11.3 | Not recorded | 68fa65a21e209131cea0b6fd | | SYNC | 10 | Not recorded | 68fa65a21e209131cea0b6fd | | SSE | 7 | Not recorded | 68fa65a21e209131cea0b6fd | | ESZSL | 5.9 | Not recorded | 68fa65a21e209131cea0b6fd | | SAE | 1.1 | Not recorded | 68fa65a21e209131cea0b6fd | | CONSE | 0.4 | Not recorded | 68fa65a21e209131cea0b6fd | | DAP | 0 | Not recorded | 68fa65a21e209131cea0b6fd | ### f-CLSWGAN Unseen Top-1 Acc: 57.9. Result ID: 698cbc448b517eb4331c5f97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning"}. This record does not assert independent reproduction. ### LisGAN Unseen Top-1 Acc: 52.6. Result ID: 698cbc448b517eb4331c5f98. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning"}. This record does not assert independent reproduction. ### DEM Unseen Top-1 Acc: 30.5. Result ID: 698cbc448b517eb4331c5f95. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning"}. This record does not assert independent reproduction. ### GAZSL Unseen Top-1 Acc: 19.2. Result ID: 698cbc448b517eb4331c5f96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning"}. This record does not assert independent reproduction. ### ALE Unseen Top-1 Acc: 14. Result ID: 698cbc448b517eb4331c5f92. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning"}. This record does not assert independent reproduction. ### DeViSE Unseen Top-1 Acc: 13.4. Result ID: 698cbc448b517eb4331c5f8f. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning"}. This record does not assert independent reproduction. ### SJE Unseen Top-1 Acc: 11.3. Result ID: 698cbc448b517eb4331c5f90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning"}. This record does not assert independent reproduction. ### SYNC Unseen Top-1 Acc: 10. Result ID: 698cbc448b517eb4331c5f93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning"}. This record does not assert independent reproduction. ### SSE Unseen Top-1 Acc: 7. Result ID: 698cbc448b517eb4331c5f8e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning"}. This record does not assert independent reproduction. ### ESZSL Unseen Top-1 Acc: 5.9. Result ID: 698cbc448b517eb4331c5f91. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning"}. This record does not assert independent reproduction. ### SAE Unseen Top-1 Acc: 1.1. Result ID: 698cbc448b517eb4331c5f94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning"}. This record does not assert independent reproduction. ### CONSE Unseen Top-1 Acc: 0.4. Result ID: 698cbc448b517eb4331c5f8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning"}. This record does not assert independent reproduction. ### DAP Unseen Top-1 Acc: 0. Result ID: 698cbc448b517eb4331c5f8c. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Generalized Zero-Shot Learning"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.