# Audio-visual Recognition on VGGSound GZSL Source: [Audio-visual Recognition on VGGSound GZSL]() Collection index: [llms.txt]() Data updated: 2026-02-27T09:10:06.921Z Evaluation of Audio-visual Recognition performance on the VGGSound dataset configured for Generalized Zero-Shot Learning (GZSL), typically measured using 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 Recognition | | Dataset (including any stated split) | VGGSound GZSL | | Metric | S Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 Score](): Higher is better; unit: SCALAR. - [U Score](): Higher is better; unit: SCALAR. - [HM Score](): Higher is better; unit: SCALAR. - [ZSL Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | S Score | Result date | Report paper | | --- | --- | --- | --- | | SJE | 48.33 | Not recorded | 68fa72f61e209131cea59938 | | DEVISE | 36.22 | Not recorded | 68fa72f61e209131cea59938 | | KDA | 24.1 | Not recorded | 68fa72f61e209131cea59938 | | VIB-GZSL | 18.42 | Not recorded | 68fa72f61e209131cea59938 | | AVGZSLNet | 18.05 | Not recorded | 68fa72f61e209131cea59938 | | MDFT | 16.14 | Not recorded | 68fa72f61e209131cea59938 | | ACFS | 15.2 | Not recorded | 68fa72f61e209131cea59938 | | Hyper-multiple | 15.02 | Not recorded | 68fa72f61e209131cea59938 | | AVCA | 14.9 | Not recorded | 68fa72f61e209131cea59938 | | f-VAEGAN-D2 | 12.77 | Not recorded | 68fa72f61e209131cea59938 | | TCaF | 9.64 | Not recorded | 68fa72f61e209131cea59938 | | CJME | 8.69 | Not recorded | 68fa72f61e209131cea59938 | | APN | 7.48 | Not recorded | 68fa72f61e209131cea59938 | | ALE | 0.28 | Not recorded | 68fa72f61e209131cea59938 | ### SJE S Score: 48.33. Result ID: 69a15f6935dfcabb00e69d68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR’20","Feature Type":"main feature"}. This record does not assert independent reproduction. ### DEVISE S Score: 36.22. Result ID: 69a15f6935dfcabb00e69d66. [Reporting paper]() Recorded evaluation configuration: {"Venue":"NeurIPS’13","Feature Type":"main feature"}. This record does not assert independent reproduction. ### KDA S Score: 24.1. Result ID: 69a15f6935dfcabb00e69d73. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"Ours","Feature Type":"main feature"}. This record does not assert independent reproduction. ### VIB-GZSL S Score: 18.42. Result ID: 69a15f6935dfcabb00e69d6f. [Reporting paper]() Recorded evaluation configuration: {"Venue":"ICME’23","Feature Type":"main feature"}. This record does not assert independent reproduction. ### AVGZSLNet S Score: 18.05. Result ID: 69a15f6935dfcabb00e69d6b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"WACV’21","Feature Type":"main feature"}. This record does not assert independent reproduction. ### MDFT S Score: 16.14. Result ID: 69a15f6935dfcabb00e69d72. [Reporting paper]() Recorded evaluation configuration: {"Venue":"ACM MM’23","Feature Type":"main feature"}. This record does not assert independent reproduction. ### ACFS S Score: 15.2. Result ID: 69a15f6935dfcabb00e69d70. [Reporting paper]() Recorded evaluation configuration: {"Venue":"IJCNN’23","Feature Type":"main feature"}. This record does not assert independent reproduction. ### Hyper-multiple S Score: 15.02. Result ID: 69a15f6935dfcabb00e69d71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV’23","Feature Type":"main feature"}. This record does not assert independent reproduction. ### AVCA S Score: 14.9. Result ID: 69a15f6935dfcabb00e69d6d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR’22","Feature Type":"main feature"}. This record does not assert independent reproduction. ### f-VAEGAN-D2 S Score: 12.77. Result ID: 69a15f6935dfcabb00e69d69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR’19","Feature Type":"main feature"}. This record does not assert independent reproduction. ### TCaF S Score: 9.64. Result ID: 69a15f6935dfcabb00e69d6e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"ECCV’22","Feature Type":"main feature"}. This record does not assert independent reproduction. ### CJME S Score: 8.69. Result ID: 69a15f6935dfcabb00e69d6a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"WACV’20","Feature Type":"main feature"}. This record does not assert independent reproduction. ### APN S Score: 7.48. Result ID: 69a15f6935dfcabb00e69d6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"IJCV’22","Feature Type":"main feature"}. This record does not assert independent reproduction. ### ALE S Score: 0.28. Result ID: 69a15f6935dfcabb00e69d67. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"T-PAMI’15","Feature Type":"main feature"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.