Few-shot Indoor Scene Classification on Places8 (val)
52.86Top-1 AccuracyPMF
Evaluation Results
| Method | Links | |
|---|---|---|
| PMFBackbone=ViT Small, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 52.86 | |
| CPEABackbone=ViT Small, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 51.65 | |
| CPEABackbone=ViT Small, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 49.25 | |
| CTransf.Backbone=ResNet-34, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 46.67 | |
| SSFormersBackbone=ResNet-12, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 46.27 | |
| PMFBackbone=ViT Small, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 45.49 | |
| FEATBackbone=ResNet-18, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 45.43 | |
| FEATBackbone=ResNet-18, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 45.34 | |
| CTransf.Backbone=ResNet-34, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 45.07 | |
| HCTransf.Backbone=ViT Small, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 44.39 | |
| HCTransf.Backbone=ViT Small, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 44.03 | |
| ProtoNetBackbone=ResNet-12, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 43.13 | |
| SSFormersBackbone=ResNet-12, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 41.2 | |
| RelationNetBackbone=ResNet-12, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 38.69 | |
| Baseline++Backbone=ResNet-18, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 38.36 | |
| ProtoNetBackbone=ResNet-12, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 37.48 | |
| MAMLBackbone=Conv-64, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 36.42 | |
| MAMLBackbone=Conv-64, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 34.42 | |
| LEOBackbone=ResNet-18, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 32.66 | |
| LEOBackbone=ResNet-18, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 31.09 | |
| RelationNetBackbone=ResNet-12, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.05 | 30.49 |