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SOTA 5-way Few-shot Classification benchmarks and papers with code | Wizwand
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5-way Few-shot Classification
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
miniImageNet
MUSIC
Accuracy (5-shot)
85.99
150
4d ago
Mini-ImageNet (test)
PMCE
1-shot Accuracy
85.03
141
3d ago
CUB
STL DeepBDC
5-shot Acc
94.02
95
4d ago
miniImageNet standard (test)
GAP
Accuracy
71.55
91
4d ago
tieredImageNet
MUSIC
Accuracy (1-shot)
85.4
49
4d ago
tiered-ImageNet
DeepEMD
Accuracy
86.03
39
4d ago
miniImageNet 5-way (test)
Dynamic Meta-filter (Ours)
1-shot Acc
67.76
39
4d ago
CUB (test)
FEAT
Accuracy
82.9
36
4d ago
tiered-ImageNet (test)
SMKD + HCT
1-shot Acc
79.74
33
4d ago
Cars
MLVLM
Accuracy
99.74
27
4d ago
Omniglot (test)
DCN4
Accuracy (1-shot)
99.8
27
3d ago
tieredImageNet (test)
PMCE
Accuracy (1-shot)
83.5
26
4d ago
tieredImageNet 5-way (meta-test)
MetaOptNet-SVM(+EHG)
Accuracy
80.62
24
4d ago
miniImageNet 5-way (meta-test)
MetaOptNet-SVM(+EHG)
Accuracy
76.5
24
4d ago
ModelNet40
NPNet
Mean Accuracy
93.2
18
4d ago
MiniImageNet
HMS (Ours)
Acc (1-shot)
48.12
17
4d ago
PlantVillage Under Visual Domain Shift
ProtoNet (Full)
1-shot Accuracy
71.2
8
4d ago
CropDisease 50-shot (test)
SEAL
Accuracy
97.91
8
4d ago
EuroSAT 50-shot (test)
SEAL
Accuracy
91.94
8
4d ago
ISIC 50-shot (test)
SEAL
Accuracy
60.59
8
4d ago
ChestX 50-shot (test)
SEAL
Accuracy
0.2978
8
4d ago
CropDisease 20-shot (test)
SEAL
Accuracy
95.67
8
4d ago
ChestX 20-shot (test)
SEAL
Accuracy
27.44
8
4d ago
Penn Treebank v1 (test)
LSTM-LM oracle
1-shot Accuracy (random)
72.8
8
4d ago
ChestX
GNN w/ AFA (Ours)
Accuracy
25.02
6
4d ago
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