Audio-visual Zero-Shot Learning on UCF GZSL
91.99S (Seen Accuracy)KDA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| KDAVenue=Ours, Feature Type=main feature2023.11 | 91.99 | 36.67 | 52.44 | 39.06 | |
| VIB-GZSLVenue=ICME’23, Feature Type=main feature2023.11 | 90.35 | 21.41 | 34.62 | 22.49 | |
| SJEVenue=CVPR’20, Feature Type=main feature2023.11 | 63.1 | 16.77 | 26.5 | 18.93 | |
| Hyper-multipleVenue=ICCV’23, Feature Type=main feature2023.11 | 63.08 | 19.1 | 29.32 | 22.24 | |
| TCaFVenue=ECCV’22, Feature Type=main feature2023.11 | 58.6 | 21.74 | 31.72 | 24.81 | |
| ALEVenue=T-PAMI’15, Feature Type=main feature2023.11 | 57.59 | 14.89 | 23.66 | 16.32 | |
| DEVISEVenue=NeurIPS’13, Feature Type=main feature2023.11 | 55.59 | 14.94 | 23.56 | 16.09 | |
| ACFSVenue=IJCNN’23, Feature Type=main feature2023.11 | 54.87 | 16.49 | 25.36 | 22.37 | |
| AVGZSLNetVenue=WACV’21, Feature Type=main feature2023.11 | 52.52 | 10.9 | 18.05 | 13.65 | |
| AVCAVenue=CVPR’22, Feature Type=main feature2023.11 | 51.53 | 18.43 | 27.15 | 20.01 | |
| MDFTVenue=ACM MM’23, Feature Type=main feature2023.11 | 48.79 | 23.11 | 31.36 | 31.53 | |
| APNVenue=IJCV’22, Feature Type=main feature2023.11 | 28.46 | 16.16 | 20.61 | 16.44 | |
| CJMEVenue=WACV’20, Feature Type=main feature2023.11 | 26.04 | 8.21 | 12.48 | 8.29 | |
| f-VAEGAN-D2Venue=CVPR’19, Feature Type=main feature2023.11 | 17.29 | 8.47 | 11.37 | 11.11 | |
| TCAFInput features=audio-visual2022.07 | 0.6714 | 0.4083 | 0.5078 | 0.4464 | |
| TCAF-visualInput features=visual2022.07 | 0.381 | 0.2684 | 0.3149 | 0.2725 | |
| TCAF-audioInput features=audio2022.07 | 0.3551 | 0.1975 | 0.2538 | 0.2424 |