Multi-label Classification on NUS-WIDE (mAP, F1@K3, F1@K5)
47.8mAPBiAM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BiAM2021.08 | 47.8 | 59.6 | 53.4 | |
| ADDSType=ov, Backbone=ViT-L-336, Input Resolution=448x4482022.08 | 42.67 | 38.27 | 40.49 | |
| ADDSType=ov, Backbone=ViT-L-336, Input Resolution=336x3362022.08 | 39.01 | 36.96 | 39.28 | |
| ADDSType=ov, Backbone=ViT-B-32, Input Resolution=224x2242022.08 | 36.56 | 34.22 | 36.65 | |
| ML-DecoderType=zsl, Backbone=ViT-L-336, Backbone Tuning=frozen, Input Resolution=336x3362022.08 | 33.7 | 31 | 32.1 | |
| Attention per Label2021.08 | 32.6 | 56.8 | 51.3 | |
| Attention per Cluster2021.08 | 31.7 | 56.6 | 50.7 | |
| LESA2021.08 | 31.5 | 58 | 52 | |
| ML-DecoderType=zsl, Backbone=TResNet-L, Input Resolution=448x4482022.08 | 31.1 | 34.1 | 30.8 | |
| CNN-RNN2021.08 | 28.3 | 55.2 | 50.8 | |
| BIAMType=zsl2022.08 | 26.3 | 33.1 | 30.7 | |
| Our ApproachTask=ZSL2021.08 | 26.3 | 33.1 | 30.7 | |
| SDLType=zsl2022.08 | 25.9 | 30.5 | 27.8 | |
| Generative ML-ZSLType=zsl2022.08 | 25.7 | 32.8 | 29.3 | |
| Fast0Tag2021.08 | 22.4 | 53.8 | 48.6 | |
| Logistic2021.08 | 21.6 | 51.1 | 46.1 | |
| LESAType=zsl2022.08 | 19.4 | 31.6 | 28.7 | |
| LESATask=ZSL2021.08 | 19.4 | 31.6 | 28.7 | |
| ML-DecoderType=zsl, Backbone=ViT-L-336, Backbone Tuning=unfrozen, Input Resolution=336x3362022.08 | 16.6 | 16.2 | 17.8 | |
| FastTagType=zsl2022.08 | 15.1 | 27.8 | 26.4 | |
| Fast0TagTask=ZSL2021.08 | 15.1 | 27.8 | 26.4 | |
| One Attention per ClusterType=zsl, M=102022.08 | 12.9 | 24.6 | 22.9 | |
| Attention per ClusterTask=ZSL2021.08 | 12.9 | 24.6 | 22.9 | |
| One Attention per LabelType=zsl2022.08 | 10.4 | 25.8 | 23.6 | |
| Attention per LabelTask=ZSL2021.08 | 10.4 | 25.8 | 23.6 | |
| CONSEType=zsl2022.08 | 9.4 | 21.6 | 20.2 | |
| CONSETask=ZSL2021.08 | 9.4 | 21.6 | 20.2 | |
| Our ApproachTask=GZSL2021.08 | 9.3 | 16.1 | 19 | |
| LabelEMType=zsl2022.08 | 7.1 | 19.2 | 19.5 | |
| LabelEMTask=ZSL2021.08 | 7.1 | 19.2 | 19.5 | |
| LESATask=GZSL2021.08 | 5.6 | 14.4 | 16.8 | |
| Fast0TagTask=GZSL2021.08 | 3.7 | 11.5 | 13.5 | |
| Attention per LabelTask=GZSL2021.08 | 3.7 | 10.9 | 13.2 | |
| WARP2021.08 | 3.1 | 54.4 | 49.4 | |
| WSABIE2021.08 | 3.1 | 53.8 | 49.2 | |
| Attention per ClusterTask=GZSL2021.08 | 2.6 | 6.4 | 7.7 | |
| LabelEMTask=GZSL2021.08 | 2.2 | 9.5 | 11.3 | |
| CONSETask=GZSL2021.08 | 2.1 | 7 | 8.1 |