Scene Classification on Places-LT
45.7Top-1 Acc (Many)Baseline (CE)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Baseline (CE)Backbone=ResNet-1522021.01 | 45.7 | 27.3 | 8.2 | 30.2 | |
| OLTRBackbone=ResNet-152, One-stage=false2021.01 | 44.7 | 37 | 25.3 | 35.9 | |
| CRTBackbone=ResNet-152, One-stage=false2021.01 | 42 | 37.6 | 24.9 | 36.7 | |
| Lifted LossBackbone=ResNet-1522021.01 | 41.1 | 35.4 | 24 | 35.2 | |
| Focal LossBackbone=ResNet-1522021.01 | 41.1 | 34.8 | 22.4 | 34.6 | |
| Range LossBackbone=ResNet-1522021.01 | 41.1 | 35.4 | 23.2 | 35.1 | |
| LWSBackbone=ResNet-152, One-stage=false2021.01 | 40.6 | 39.1 | 28.6 | 37.6 | |
| ResLTBackbone=ResNet-152, One-stage=true, Pre-training Augmentation=CutMix2021.01 | 40.3 | 44.4 | 34.7 | 41 | |
| ResLTBackbone=ResNet-152, One-stage=true2021.01 | 39.8 | 43.6 | 31.4 | 39.8 | |
| LFMEBackbone=ResNet-152, One-stage=false2021.01 | 39.3 | 39.6 | 24.2 | 36.2 | |
| τ-normalizedBackbone=ResNet-1522021.01 | 37.8 | 40.7 | 31.8 | 37.9 |