# Image Classification on AWA2 ZSL Source: [Image Classification on AWA2 ZSL]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:45.756Z Evaluation of Image Classification performance on the Animals with Attributes 2 dataset under Zero-Shot Learning (ZSL) settings, reporting 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) | AWA2 ZSL | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | ZeroDiff | 87.3 | Not recorded | 68fa76e41e209131cea6fb8b | | VADS | 82.5 | Not recorded | 68fa76e41e209131cea6fb8b | | f-CLSWGAN | 75.9 | Not recorded | 68fa76e41e209131cea6fb8b | | f-VAEGAN | 75.8 | Not recorded | 68fa76e41e209131cea6fb8b | | DFCAFlow | 74.4 | Not recorded | 68fa76e41e209131cea6fb8b | | CEGAN | 72.8 | Not recorded | 68fa76e41e209131cea6fb8b | | TFVAEGAN | 72.4 | Not recorded | 68fa76e41e209131cea6fb8b | | ReZSL | 70.9 | Not recorded | 68fa76e41e209131cea6fb8b | | ZSLVIT | 70.7 | Not recorded | 68fa76e41e209131cea6fb8b | | SDVAE | 69.3 | Not recorded | 68fa76e41e209131cea6fb8b | | ICIS | 64.6 | Not recorded | 68fa76e41e209131cea6fb8b | ### ZeroDiff Top-1 Acc: 87.3. Result ID: 699466023a6c3148491cfa4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Res101"}. This record does not assert independent reproduction. ### VADS Top-1 Acc: 82.5. Result ID: 699466023a6c3148491cfa4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR24","Backbone":"ViT","feature\_source":"other fine-tune features"}. This record does not assert independent reproduction. ### f-CLSWGAN Top-1 Acc: 75.9. Result ID: 699466023a6c3148491cfa47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR18","Backbone":"Res101"}. This record does not assert independent reproduction. ### f-VAEGAN Top-1 Acc: 75.8. Result ID: 699466023a6c3148491cfa48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR19","Backbone":"Res101","feature\_source":"our fine-tune features"}. This record does not assert independent reproduction. ### DFCAFlow Top-1 Acc: 74.4. Result ID: 699466023a6c3148491cfa4c. [Reporting paper]() Recorded evaluation configuration: {"Venue":"TCSVT23","Backbone":"Res101","feature\_source":"our fine-tune features"}. This record does not assert independent reproduction. ### CEGAN Top-1 Acc: 72.8. Result ID: 699466023a6c3148491cfa4b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR21","Backbone":"Res101","feature\_source":"our fine-tune features"}. This record does not assert independent reproduction. ### TFVAEGAN Top-1 Acc: 72.4. Result ID: 699466023a6c3148491cfa49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"ECCV20","Backbone":"Res101"}. This record does not assert independent reproduction. ### ReZSL Top-1 Acc: 70.9. Result ID: 699466023a6c3148491cfa45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"TIP23","Backbone":"Res101"}. This record does not assert independent reproduction. ### ZSLVIT Top-1 Acc: 70.7. Result ID: 699466023a6c3148491cfa46. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR24","Backbone":"ViT"}. This record does not assert independent reproduction. ### SDVAE Top-1 Acc: 69.3. Result ID: 699466023a6c3148491cfa4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV21","Backbone":"Res101"}. This record does not assert independent reproduction. ### ICIS Top-1 Acc: 64.6. Result ID: 699466023a6c3148491cfa44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV23","Backbone":"Res101"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.