Category-level retrieval on ImageNet-1k (val)
57.9mAPSupervised
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SupervisedEpochs=902021.01 | 57.9 | 37 | |
| MoCo-EMANEpochs=8002021.01 | 47.9 | 30.5 | |
| Grafit FCBackbone=ResNet-50, Number of parameters=~23.5M2020.11 | 44.4 | — | |
| GrafitBackbone=ResNet-50, Number of parameters=32.9M2020.11 | 42.9 | — | |
| MoCoEpochs=8002021.01 | 41.4 | 25.6 | |
| MoCo-EMANEpochs=2002021.01 | 39.8 | 24.3 | |
| BYOL-EMANEpochs=2002021.01 | 39.8 | 20.4 | |
| PCLEpochs=2002021.01 | 39.5 | 24.2 | |
| BYOLEpochs=2002021.01 | 37.5 | 20.1 | |
| SwAVEpochs=8002021.01 | 35.9 | 17.5 | |
| MoCoEpochs=2002021.01 | 32.4 | 18.5 | |
| SNCA+Backbone=ResNet-50, Number of parameters=32.9M2020.11 | 31.8 | — | |
| Baseline (ours)Backbone=ResNet-50, Number of parameters=~23.5M2020.11 | 22.7 | — | |
| ClusterFit+Backbone=ResNet-50, Number of parameters=32.9M2020.11 | 12.7 | — |