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ResearchFormerly WizWand

Few-shot Indoor Scene Classification on Places8 (val)

52.86Top-1 AccuracyPMF
29.595235.635141.67547.7149May 10, 2025
Updated 6mo ago

Evaluation results

MethodLinks
PMFBackbone=ViT Small, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0552.86
CPEABackbone=ViT Small, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0551.65
CPEABackbone=ViT Small, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0549.25
CTransf.Backbone=ResNet-34, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0546.67
SSFormersBackbone=ResNet-12, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0546.27
PMFBackbone=ViT Small, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0545.49
FEATBackbone=ResNet-18, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0545.43
FEATBackbone=ResNet-18, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0545.34
CTransf.Backbone=ResNet-34, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0545.07
HCTransf.Backbone=ViT Small, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0544.39
HCTransf.Backbone=ViT Small, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0544.03
ProtoNetBackbone=ResNet-12, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0543.13
SSFormersBackbone=ResNet-12, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0541.2
RelationNetBackbone=ResNet-12, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0538.69
Baseline++Backbone=ResNet-18, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0538.36
ProtoNetBackbone=ResNet-12, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0537.48
MAMLBackbone=Conv-64, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0536.42
MAMLBackbone=Conv-64, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0534.42
LEOBackbone=ResNet-18, Evaluation Protocol=Fine-tuned, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0532.66
LEOBackbone=ResNet-18, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0531.09
RelationNetBackbone=ResNet-12, Evaluation Protocol=Pre-trained, Pre-training Dataset=miniImageNet, Few-shot Setup=8-way 5-shot2025.0530.49