Zero-Shot Recognition on AwA (test)
68.6Avg Top-1 AccReViSE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ReViSETraining Data=labeled and unlabeled, Backbone=GoogLeNet, Attributes=att2017.03 | 68.6 | — | — | — | |
| ReViSEtest data available during training=true2017.03 | 68.1 | 93.4 | 93.5 | 92.2 | |
| ReViSEEvaluation protocol=Transductive2017.03 | 68.1 | 93.4 | 93.5 | 92.2 | |
| ReViSEcTraining Data=labeled and unlabeled, Backbone=GoogLeNet, Attributes=att2017.03 | 67.6 | — | — | — | |
| ReViSE†test data available during training=true, distributional matching=off2017.03 | 66.8 | 92.8 | 92.6 | 91.7 | |
| ReViSE+Evaluation protocol=Transductive2017.03 | 66.8 | 92.8 | 92.6 | 91.7 | |
| ReViSE††test data available during training=true, contractive loss=off, distributional matching=off2017.03 | 65.8 | 92.1 | 92.3 | 90.3 | |
| ReViSE++Evaluation protocol=Transductive2017.03 | 65.8 | 92.1 | 92.3 | 90.3 | |
| ReViSEbTraining Data=labeled only, Backbone=GoogLeNet, Attributes=att2017.03 | 65 | — | — | — | |
| DeViSE*Training Data=labeled and unlabeled, Backbone=GoogLeNet, Attributes=att2017.03 | 63.7 | — | — | — | |
| DeViSETraining Data=labeled only, Backbone=GoogLeNet, Attributes=att2017.03 | 63 | — | — | — | |
| CMTTraining Data=labeled only, Backbone=GoogLeNet, Attributes=att2017.03 | 61.6 | — | — | — | |
| TMVEvaluation protocol=Transductive2017.03 | 61.6 | 89 | 69 | 88.7 | |
| SMS-ESZSLEvaluation protocol=Transductive2017.03 | 61.6 | 89.6 | 78 | 82.9 | |
| ReViSEaTraining Data=labeled only, Backbone=GoogLeNet, Attributes=att2017.03 | 61.2 | — | — | — | |
| DeViSE*test data available during training=true2017.03 | 60.6 | 90.7 | 84.8 | 88 | |
| DeViSE*Evaluation protocol=Transductive2017.03 | 60.6 | 90.7 | 84.8 | 88 | |
| CMT*test data available during training=true2017.03 | 60.5 | 89.4 | 87.8 | 81.8 | |
| CMT*Evaluation protocol=Transductive2017.03 | 60.5 | 89.4 | 87.8 | 81.8 | |
| CMT*Training Data=labeled and unlabeled, Backbone=GoogLeNet, Attributes=att2017.03 | 58.5 | — | — | — | |
| ESZSLEvaluation protocol=Inductive2017.03 | 54.1 | 76.8 | 62.2 | 67.7 | |
| ReViSE♭test data available during training=true2017.03 | 53.6 | 73 | 67 | 73.4 | |
| ReViSEEvaluation protocol=Inductive2017.03 | 53.6 | 73 | 67 | 73.4 | |
| SyncEvaluation protocol=Inductive2017.03 | 52.4 | 72.9 | 62 | 67 | |
| LatEmEvaluation protocol=Inductive2017.03 | 51 | 71.9 | 61.1 | 62.9 | |
| CMTtest data available during training=false2017.03 | 50.5 | 67.6 | 69.5 | 68 | |
| CMTEvaluation protocol=Inductive2017.03 | 50.5 | 67.6 | 69.5 | 68 | |
| DeViSEtest data available during training=false2017.03 | 49.3 | 67.4 | 67 | 66.7 | |
| DeViSEEvaluation protocol=Inductive2017.03 | 49.3 | 67.4 | 67 | 66.7 | |
| JLSEEvaluation protocol=Inductive2017.03 | 48.8 | 71.8 | 64 | 68 | |
| SJEEvaluation protocol=Inductive2017.03 | 46.7 | 66.7 | 52.1 | 58.8 | |
| SOCEvaluation protocol=Inductive2017.03 | 45.6 | 58.6 | 50.8 | 68 | |
| SSEEvaluation protocol=Inductive2017.03 | 45.6 | 63.8 | 58.6 | 65.8 | |
| ConSEEvaluation protocol=Inductive2017.03 | 42.5 | 59 | 53.2 | 49.8 | |
| MTEEvaluation protocol=Inductive2017.03 | — | 77.3 | — | — |