Zero-shot recognition on CUB (test)
65.4Top-1 Accuracy (ATT)ReViSE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ReViSEEvaluation protocol=Transductive2017.03 | 65.4 | 32.4 | 31.5 | 68.1 | — | |
| ReViSE+Evaluation protocol=Transductive2017.03 | 62.7 | 31.8 | 28.9 | 66.8 | — | |
| ReViSE++Evaluation protocol=Transductive2017.03 | 62.4 | 30 | 27.5 | 65.8 | — | |
| ReViSEEvaluation protocol=Inductive2017.03 | 53.7 | 26.4 | 28.2 | 53.6 | — | |
| SMS-ESZSLEvaluation protocol=Transductive2017.03 | 52.3 | 34.7 | 32.3 | 61.6 | — | |
| TMVEvaluation protocol=Transductive2017.03 | 51.2 | 32.5 | 38.9 | 61.6 | — | |
| ESZSLEvaluation protocol=Inductive2017.03 | 50.3 | 33.4 | 34.1 | 54.1 | — | |
| SJEEvaluation protocol=Inductive2017.03 | 50.1 | 28.4 | 24.2 | 46.7 | — | |
| SyncEvaluation protocol=Inductive2017.03 | 48.7 | 31.2 | 32.8 | 52.4 | — | |
| LatEmEvaluation protocol=Inductive2017.03 | 45.5 | 31.8 | 32.5 | 51 | — | |
| MTEEvaluation protocol=Inductive2017.03 | 43.3 | — | — | — | — | |
| CMT*Evaluation protocol=Transductive2017.03 | 43.1 | 31.8 | 28.9 | 60.5 | — | |
| CMTEvaluation protocol=Inductive2017.03 | 42.4 | 29.6 | 25.7 | 50.5 | — | |
| DeViSE*Evaluation protocol=Transductive2017.03 | 41.4 | 31.6 | 26.9 | 60.6 | — | |
| DeViSEEvaluation protocol=Inductive2017.03 | 40.8 | 28.8 | 25.6 | 49.3 | — | |
| SOCEvaluation protocol=Inductive2017.03 | 34.7 | 30.9 | 30.6 | 45.6 | — | |
| JLSEEvaluation protocol=Inductive2017.03 | 33.7 | 28 | 27.1 | 48.8 | — | |
| ConSEEvaluation protocol=Inductive2017.03 | 33.6 | 28.8 | 30.8 | 42.5 | — | |
| SSEEvaluation protocol=Inductive2017.03 | 31.8 | 27.9 | 25.4 | 45.6 | — | |
| ALE2020.07 | — | — | — | — | 54.9 | |
| Baselineloss=cross-entropy2020.07 | — | — | — | — | 52.4 | |
| CuMix2020.07 | — | — | — | — | 60.4 | |
| GFZSL2020.07 | — | — | — | — | 49.3 | |
| SJE2020.07 | — | — | — | — | 53.9 | |
| SPNet2020.07 | — | — | — | — | 56.5 | |
| SYNC2020.07 | — | — | — | — | 56.3 |