Zero-shot recognition on Animals with Attributes (AwA)
76.33AccuracySSE-ReLU
Evaluation Results
| Method | Links | |
|---|---|---|
| SSE-ReLUFeature=vgg-verydeep-192015.09 | 76.33 | |
| Romera-Paredes and Torr [30]Feature=vgg-verydeep-192015.09 | 75.32 | |
| SSE-INTFeature=vgg-verydeep-192015.09 | 71.52 | |
| LATEMFeature Generator=f-CLSWGAN2017.12 | 69.9 | |
| ALEFeature Generator=f-CLSWGAN2017.12 | 68.2 | |
| SoftmaxFeature Generator=f-CLSWGAN2017.12 | 68.2 | |
| DEVISEFeature Generator=f-CLSWGAN2017.12 | 66.9 | |
| SJEFeature Generator=f-CLSWGAN2017.12 | 66.9 | |
| SJEFeature Generator=none2017.12 | 65.6 | |
| ESZSLFeature Generator=f-CLSWGAN2017.12 | 63.9 | |
| Akata et al. [2]Feature=AlexNet2015.09 | 61.9 | |
| ALEFeature Generator=none2017.12 | 59.9 | |
| ESZSLFeature Generator=none2017.12 | 58.2 | |
| Lampert et al. [16]Feature=vgg-verydeep-192015.09 | 57.23 | |
| LATEMFeature Generator=none2017.12 | 55.1 | |
| DEVISEFeature Generator=none2017.12 | 54.2 | |
| Romera-Paredes and Torr [30]Feature=Non-CNN2015.09 | 49.3 | |
| Yu et al. [42]Feature=Non-CNN2015.09 | 48.3 | |
| Fu et al. [10]Feature=Non-CNN2015.09 | 47.1 | |
| Akata et al. [1]Feature=Non-CNN2015.09 | 43.5 | |
| Jayaraman and Grauman [14]Feature=Non-CNN2015.09 | 43.01 | |
| Wang and Ji [39]Feature=Non-CNN2015.09 | 42.78 | |
| Rohrbach et al. [28]Feature=Non-CNN2015.09 | 42.7 | |
| Lampert et al. [16]Feature=Non-CNN2015.09 | 40.5 |