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Benchmarks
5-way Few-Shot Classification on PlantVillage Under Visual Domain Shift
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71.2
1-shot Accuracy
ProtoNet (Full)
57.888
61.344
64.8
68.256
Jan 5, 2026
1-shot Accuracy
5-shot Accuracy
10-shot Accuracy
DES
Updated 4d ago
Evaluation Results
Method
Method
Links
1-shot Accuracy
5-shot Accuracy
10-shot Accuracy
DES
ProtoNet (Full)
Params (%)=100%, Backb...
2026.01
71.2
84.6
89.3
0.42
MAML (Full)
Params (%)=100%, Backb...
2026.01
69.8
82.1
87.6
0.38
PMP-DACIS
Params (%)=30%, Backbo...
2026.01
68.9
83.2
88.1
1.98
PMP-DACIS
Params (%)=22%, Backbo...
2026.01
66.4
81
86.3
2.31
Meta-Prune
Params (%)=30%, Backbo...
2026.01
65.1
79.4
84.8
1.52
Chan. Prune
Params (%)=30%, Backbo...
2026.01
63.7
77.2
83
1.45
γ-Thresh
Params (%)=30%, Backbo...
2026.01
61.2
75.8
81.4
1.34
Mag. Pruning
Params (%)=30%, Backbo...
2026.01
58.4
72.3
79.1
1.21
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