# Audio-Visual Generalized Zero-Shot Learning on UCF-GZSL (main feature test) Source: [Audio-Visual Generalized Zero-Shot Learning on UCF-GZSL (main feature test)]() Collection index: [llms.txt]() Data updated: 2026-02-27T09:10:06.890Z Evaluation of Audio-Visual Generalized Zero-Shot Learning performance using the main feature set on the test split of the UCF-GZSL dataset. Metrics reported include S, U, HM, and ZSL scores. 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 | Audio-Visual Generalized Zero-Shot Learning | | Dataset (including any stated split) | UCF-GZSL main feature (test) | | Metric | S (Seen Accuracy) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [S (Seen Accuracy)](): Higher is better; unit: PERCENT. - [U (Unseen Accuracy)](): Higher is better; unit: PERCENT. - [HM (Harmonic Mean)](): Higher is better; unit: PERCENT. - [ZSL Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | S (Seen Accuracy) | Result date | Report paper | | --- | --- | --- | --- | | KDA | 80.03 | Not recorded | 68fa72f61e209131cea59938 | | AVGZSLNet | 74.79 | Not recorded | 68fa72f61e209131cea59938 | | Hyper-multiple | 74.26 | Not recorded | 68fa72f61e209131cea59938 | | TCaF | 67.14 | Not recorded | 68fa72f61e209131cea59938 | | AVCA | 63.15 | Not recorded | 68fa72f61e209131cea59938 | | Hyper-multiple | 63.08 | Not recorded | 68fa71791e209131cea5176b | | Hyper-alignment | 57.28 | Not recorded | 68fa71791e209131cea5176b | | ACFS | 54.57 | Not recorded | 68fa72f61e209131cea59938 | | Hyper-single | 52.67 | Not recorded | 68fa71791e209131cea5176b | | AVGZSLNet | 52.52 | Not recorded | 68fa71791e209131cea5176b | | AVCA | 51.53 | Not recorded | 68fa71791e209131cea5176b | | CJME | 33.89 | Not recorded | 68fa72f61e209131cea59938 | | DEVISE | 29.58 | Not recorded | 68fa72f61e209131cea59938 | | CJME | 26.04 | Not recorded | 68fa71791e209131cea5176b | | SJE | 19.39 | Not recorded | 68fa72f61e209131cea59938 | | APN | 13.54 | Not recorded | 68fa72f61e209131cea59938 | ### KDA S (Seen Accuracy): 80.03. Result ID: 69a15f6935dfcabb00e69d8b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"Ours"}. This record does not assert independent reproduction. ### AVGZSLNet S (Seen Accuracy): 74.79. Result ID: 69a15f6935dfcabb00e69d85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"WACV’21"}. This record does not assert independent reproduction. ### Hyper-multiple S (Seen Accuracy): 74.26. Result ID: 69a15f6935dfcabb00e69d8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV’23"}. This record does not assert independent reproduction. ### TCaF S (Seen Accuracy): 67.14. Result ID: 69a15f6935dfcabb00e69d88. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"ECCV’22"}. This record does not assert independent reproduction. ### AVCA S (Seen Accuracy): 63.15. Result ID: 69a15f6935dfcabb00e69d87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR’22"}. This record does not assert independent reproduction. ### Hyper-multiple S (Seen Accuracy): 63.08. Result ID: 6991d0bd3a6c3148490ac1c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature type":"main","Number of adaptive curvatures (Ne)":3}. This record does not assert independent reproduction. ### Hyper-alignment S (Seen Accuracy): 57.28. Result ID: 6991d0bd3a6c3148490ac1c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature type":"main","Curvature (c)":-0.2}. This record does not assert independent reproduction. ### ACFS S (Seen Accuracy): 54.57. Result ID: 69a15f6935dfcabb00e69d89. [Reporting paper]() Recorded evaluation configuration: {"Venue":"IJCNN’23"}. This record does not assert independent reproduction. ### Hyper-single S (Seen Accuracy): 52.67. Result ID: 6991d0bd3a6c3148490ac1c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature type":"main"}. This record does not assert independent reproduction. ### AVGZSLNet S (Seen Accuracy): 52.52. Result ID: 6991d0bd3a6c3148490ac1c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature type":"main"}. This record does not assert independent reproduction. ### AVCA S (Seen Accuracy): 51.53. Result ID: 6991d0bd3a6c3148490ac1c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature type":"main"}. This record does not assert independent reproduction. ### CJME S (Seen Accuracy): 33.89. Result ID: 69a15f6935dfcabb00e69d84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"WACV’20"}. This record does not assert independent reproduction. ### DEVISE S (Seen Accuracy): 29.58. Result ID: 69a15f6935dfcabb00e69d82. [Reporting paper]() Recorded evaluation configuration: {"Venue":"NeurIPS’13"}. This record does not assert independent reproduction. ### CJME S (Seen Accuracy): 26.04. Result ID: 6991d0bd3a6c3148490ac1c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature type":"main"}. This record does not assert independent reproduction. ### SJE S (Seen Accuracy): 19.39. Result ID: 69a15f6935dfcabb00e69d83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR’20"}. This record does not assert independent reproduction. ### APN S (Seen Accuracy): 13.54. Result ID: 69a15f6935dfcabb00e69d86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"IJCV’22"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.