Zero-shot Image Classification on aPY (test)
48.1Metric uRGEN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RGENCategory=Embedding-based (EMB)2021.11 | 48.1 | — | 30.4 | 37.2 | |
| IZF-SoftmaxCategory=Generative (GEN)2021.11 | 42.3 | — | 60.5 | 49.8 | |
| DPPNCategory=Embedding-based (EMB)2021.11 | 40 | — | 61.2 | 48.4 | |
| GCM-CFCategory=Generative (GEN)2021.11 | 37.1 | — | 56.8 | 44.9 | |
| ARENCategory=Embedding-based (EMB)2021.11 | 30 | — | 47.9 | 36.9 | |
| CosineSoftmaxCategory=Embedding-based (EMB)2021.11 | 26.5 | — | 74 | 39 | |
| VSE-SCategory=Embedding-based (EMB)2021.11 | 24.5 | — | 72 | 36.6 | |
| MLSECategory=Embedding-based (EMB)2021.11 | 12.7 | — | 74.3 | 21.7 | |
| DEMEvaluation Protocol=Standard2016.11 | 11.1 | 35 | 75.1 | 19.4 | |
| CMTEvaluation Protocol=Standard2016.11 | 10.9 | 39.9 | 74.2 | 19.4 | |
| SYNCEvaluation Protocol=Standard2016.11 | 7.4 | 23.9 | 66.3 | 13.3 | |
| IAPEvaluation Protocol=Standard2016.11 | 5.7 | 36.6 | 65.6 | 10.4 | |
| DeViSEEvaluation Protocol=Standard2016.11 | 4.9 | 39.8 | 76.9 | 9.2 | |
| DAPEvaluation Protocol=Standard2016.11 | 4.8 | 33.8 | 78.3 | 9 | |
| ALEEvaluation Protocol=Standard2016.11 | 4.6 | 39.7 | 73.7 | 8.7 | |
| SJEEvaluation Protocol=Standard2016.11 | 3.7 | 32.9 | 55.7 | 6.9 | |
| ESZSLEvaluation Protocol=Standard2016.11 | 2.4 | 38.3 | 70.1 | 4.6 | |
| SAEEvaluation Protocol=Standard2016.11 | 0.4 | 8.3 | 80.9 | 0.9 | |
| SSEEvaluation Protocol=Standard2016.11 | 0.2 | 34 | 78.9 | 0.4 | |
| LATEMEvaluation Protocol=Standard2016.11 | 0.1 | 35.2 | 73 | 0.2 | |
| ConSEEvaluation Protocol=Standard2016.11 | 0 | 26.9 | 91.2 | 0 |