Few-shot recognition on Animals with Attributes (AwA) 1 (test)
94.4Top-1 AccuracyReViSE
Evaluation results
| Method | Links | |
|---|---|---|
| ReViSEAttributes=glo, Protocol=Transductive, Shot count=32017.03 | 94.4 | |
| ReViSEAttributes=att, Protocol=Transductive, Shot count=32017.03 | 94.2 | |
| ReViSEAttributes=w2v, Protocol=Transductive, Shot count=32017.03 | 94.1 | |
| ReViSE-Attributes=w2v, Protocol=Transductive, Shot count=32017.03 | 93.8 | |
| ReViSE-Attributes=glo, Protocol=Transductive, Shot count=32017.03 | 93.5 | |
| ReViSE++Attributes=att, Protocol=Transductive, Shot count=32017.03 | 93.3 | |
| ReViSE++Attributes=w2v, Protocol=Transductive, Shot count=32017.03 | 93.3 | |
| ReViSE-Attributes=att, Protocol=Transductive, Shot count=32017.03 | 93.3 | |
| ReViSE++Attributes=glo, Protocol=Transductive, Shot count=32017.03 | 93.1 | |
| DeViSE*Attributes=att, Protocol=Transductive, Shot count=32017.03 | 92.6 | |
| DeViSE*Attributes=glo, Protocol=Transductive, Shot count=32017.03 | 91.3 | |
| DeViSE*Attributes=w2v, Protocol=Transductive, Shot count=32017.03 | 91.1 | |
| CMT*Attributes=glo, Protocol=Transductive, Shot count=32017.03 | 91.1 | |
| CMT*Attributes=att, Protocol=Transductive, Shot count=32017.03 | 90.6 | |
| CMT*Attributes=w2v, Protocol=Transductive, Shot count=32017.03 | 90.2 | |
| ReViSE.Attributes=glo, Protocol=Transductive, Shot count=32017.03 | 90.2 | |
| ReViSE.Attributes=w2v, Protocol=Transductive, Shot count=32017.03 | 88.7 | |
| ReViSE.Attributes=att, Protocol=Transductive, Shot count=32017.03 | 87.8 | |
| CMTAttributes=att, Protocol=Inductive, Shot count=32017.03 | 85.1 | |
| CMTAttributes=glo, Protocol=Inductive, Shot count=32017.03 | 84.3 | |
| CMTAttributes=w2v, Protocol=Inductive, Shot count=32017.03 | 83.4 | |
| DeViSEAttributes=att, Protocol=Inductive, Shot count=32017.03 | 80.9 | |
| DeViSEAttributes=glo, Protocol=Inductive, Shot count=32017.03 | 79.4 | |
| DeViSEAttributes=w2v, Protocol=Inductive, Shot count=32017.03 | 75.3 |