Multi-label Classification on NUS-WIDE GZSL
19.6mAPC2SRT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| C2SRTSetting=OV2024.12 | 19.6 | 23.1 | 26.5 | 37.7 | 16.6 | 31.3 | 23 | |
| MKTSetting=OV2024.12 | 18.3 | 22 | 25.4 | 35.9 | 16.8 | 29.9 | 22 | |
| CLIPSetting=OV2024.12 | 16.5 | 19 | 21.9 | 31.4 | 13.7 | 26 | 18.9 | |
| Tag-CLIPSetting=OV2024.12 | 13.1 | 14.9 | 16 | 24.3 | 10.7 | 19.6 | 14.4 | |
| ZS-SDLSetting=ZS2024.12 | 12.1 | 18.5 | 21 | 27.7 | 13.9 | 23 | 19.3 | |
| (ML)2-EncSetting=ZS2024.12 | 10.2 | 15.8 | 19.2 | — | — | — | — | |
| BiAMSetting=ZS2024.12 | 9.4 | 15.4 | 18.2 | 25.2 | 11.1 | 21.6 | 15.9 | |
| LESASetting=ZS2024.12 | 5.6 | 14.4 | 16.8 | 23.6 | 10.4 | 19.8 | 14.6 | |
| Fast0TagSetting=ZS2024.12 | 3.7 | 11.5 | 13.5 | 18.8 | 8.3 | 15.9 | 11.7 | |
| MKTPre-training=CLIP2022.07 | 0.215 | 0.241 | 0.279 | — | — | — | — | |
| MKTPre-training=IM-1K2022.07 | 0.183 | 0.22 | 0.254 | — | — | — | — | |
| DualCoOp2022.07 | 0.12 | 0.194 | 0.221 | — | — | — | — |