Compositional Zero-Shot Learning on MIT-States Closed World
0.413Harmonic Mean (HM)H2EM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| H2EMSetting=Closed-World2025.12 | 0.413 | 0.242 | — | — | 0.524 | 0.541 | |
| H2EMArchitecture=Hyperbolic2025.12 | 0.413 | 0.242 | — | — | 0.524 | 0.541 | |
| LOGICZSLSetting=Closed-World2025.12 | 0.405 | 0.234 | — | — | 0.508 | 0.539 | |
| HyCoCLIPArchitecture=Hyperbolic2025.12 | 0.403 | 0.233 | — | — | 0.511 | 0.534 | |
| PLOSetting=Closed-World2025.12 | 0.402 | 0.234 | — | — | 0.516 | 0.537 | |
| MERUArchitecture=Hyperbolic2025.12 | 0.4 | 0.23 | — | — | 0.504 | 0.536 | |
| CAILASetting=Closed-World, Reproduction=Official Code2025.12 | 0.397 | 0.232 | — | — | 0.514 | 0.533 | |
| TroikaSetting=Closed-World2025.12 | 0.393 | 0.221 | — | — | 0.49 | 0.53 | |
| CDS-CZSLadopting_CLIP=true2024.02 | 0.392 | 0.224 | 0.503 | 0.529 | — | — | |
| CDS-CZSLSetting=Closed-World2025.12 | 0.392 | 0.224 | — | — | 0.503 | 0.529 | |
| PLIDSetting=Closed-World2025.12 | 0.39 | 0.221 | — | — | 0.497 | 0.524 | |
| DFSP(BiF)Setting=Closed-World2025.12 | 0.377 | 0.208 | — | — | 0.471 | 0.528 | |
| HPLadopting_CLIP=true2024.02 | 0.373 | 0.202 | 0.475 | 0.506 | — | — | |
| DFSPadopting_CLIP=true2024.02 | 0.373 | 0.206 | 0.469 | 0.52 | — | — | |
| DFSP(t2i)Setting=Closed-World2025.12 | 0.373 | 0.206 | — | — | 0.469 | 0.52 | |
| DFSP(i2t)Setting=Closed-World2025.12 | 0.372 | 0.207 | — | — | 0.474 | 0.524 | |
| GIPCOLSetting=Closed-World2025.12 | 0.366 | 0.199 | — | — | 0.485 | 0.496 | |
| CSPadopting_CLIP=true2024.02 | 0.363 | 0.194 | 0.466 | 0.499 | — | — | |
| CSPSetting=Closed-World2025.12 | 0.363 | 0.194 | — | — | 0.466 | 0.499 | |
| CLIP-based Co-CGEadopting_CLIP=true2024.02 | 0.331 | 0.17 | 0.467 | 0.459 | — | — | |
| CoOPadopting_CLIP=true2024.02 | 0.298 | 0.135 | 0.344 | 0.476 | — | — | |
| CoOpSetting=Closed-World2025.12 | 0.298 | 0.135 | — | — | 0.344 | 0.476 | |
| CLIPadopting_CLIP=true2024.02 | 0.261 | 0.11 | 0.302 | 0.46 | — | — | |
| CLIPSetting=Closed-World2025.12 | 0.261 | 0.11 | — | — | 0.302 | 0.46 | |
| CoTadopting_CLIP=false2024.02 | 0.232 | 0.078 | 0.348 | 0.315 | — | — | |
| CGEadopting_CLIP=false2024.02 | 0.214 | 0.065 | 0.328 | 0.28 | — | — | |
| Co-CGEadopting_CLIP=false2024.02 | 0.2 | 0.066 | 0.321 | 0.283 | — | — | |
| SCENadopting_CLIP=false2024.02 | 0.184 | 0.053 | 0.299 | 0.252 | — | — | |
| CANetadopting_CLIP=false2024.02 | 0.179 | 0.054 | 0.29 | 0.262 | — | — | |
| Co-CGESetting=Closed-World2025.12 | 0.177 | 0.056 | — | — | 0.381 | 0.2 | |
| ProDASetting=Closed-World2025.12 | 0.173 | 0.051 | — | — | 0.375 | 0.183 | |
| CompCosadopting_CLIP=false2024.02 | 0.164 | 0.045 | 0.253 | 0.246 | — | — |