# Image Classification on AWA1 (unseen) Source: [Image Classification on AWA1 (unseen)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:48.021Z Evaluation of standard Image Classification performance on the unseen classes/split of the Animals with Attributes 1 (AWA1) dataset, reporting Accuracy (Acc). 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) | AWA1 (unseen) | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CMC-GAN + SPOT | 73.1 | Not recorded | 68fa6f081e209131cea43695 | | f-VAEGAN + SPOT | 72.7 | Not recorded | 68fa6f081e209131cea43695 | | CMC-GAN | 71.4 | Not recorded | 68fa6f081e209131cea43695 | | WGAN + SPOT | 71.1 | Not recorded | 68fa6f081e209131cea43695 | | f-VAEGAN | 71.1 | Not recorded | 68fa6f081e209131cea43695 | | Cycle-WGAN + SPOT | 69.7 | Not recorded | 68fa6f081e209131cea43695 | | WGAN | 68.2 | Not recorded | 68fa6f081e209131cea43695 | | Cycle-WGAN | 65.6 | Not recorded | 68fa6f081e209131cea43695 | | HSVA | 0.706 | Not recorded | 68fa6afa1e209131cea2b786 | | DCN | 0.653 | Not recorded | 68fa6afa1e209131cea2b786 | | CADA-VAE | 0.63 | Not recorded | 68fa6afa1e209131cea2b786 | | DeViSE | 0.542 | Not recorded | 68fa6afa1e209131cea2b786 | ### CMC-GAN + SPOT Accuracy: 73.1. Result ID: 69907d663a6c31484900ed29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"zero-shot","SPOT":true}. This record does not assert independent reproduction. ### f-VAEGAN + SPOT Accuracy: 72.7. Result ID: 69907d663a6c31484900ed27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"zero-shot","SPOT":true}. This record does not assert independent reproduction. ### CMC-GAN Accuracy: 71.4. Result ID: 69907d663a6c31484900ed28. [Reporting paper]() Recorded evaluation configuration: {"setting":"zero-shot"}. This record does not assert independent reproduction. ### WGAN + SPOT Accuracy: 71.1. Result ID: 69907d663a6c31484900ed23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"zero-shot","SPOT":true}. This record does not assert independent reproduction. ### f-VAEGAN Accuracy: 71.1. Result ID: 69907d663a6c31484900ed26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"zero-shot"}. This record does not assert independent reproduction. ### Cycle-WGAN + SPOT Accuracy: 69.7. Result ID: 69907d663a6c31484900ed25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"zero-shot","SPOT":true}. This record does not assert independent reproduction. ### WGAN Accuracy: 68.2. Result ID: 69907d663a6c31484900ed22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"zero-shot"}. This record does not assert independent reproduction. ### Cycle-WGAN Accuracy: 65.6. Result ID: 69907d663a6c31484900ed24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"zero-shot"}. This record does not assert independent reproduction. ### HSVA Accuracy: 0.706. Result ID: 698e48f9ffc3901de09c505f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"CZSL","backbone":"ResNet-101","type":"Inductive"}. This record does not assert independent reproduction. ### DCN Accuracy: 0.653. Result ID: 698e48f9ffc3901de09c505d. [Reporting paper]() Recorded evaluation configuration: {"setting":"CZSL","backbone":"ResNet-101","type":"Inductive"}. This record does not assert independent reproduction. ### CADA-VAE Accuracy: 0.63. Result ID: 698e48f9ffc3901de09c505e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"CZSL","backbone":"ResNet-101","type":"Inductive"}. This record does not assert independent reproduction. ### DeViSE Accuracy: 0.542. Result ID: 698e48f9ffc3901de09c505c. [Reporting paper]() Recorded evaluation configuration: {"setting":"CZSL","backbone":"ResNet-101","type":"Inductive"}. This record does not assert independent reproduction. Page 1 of 1. 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