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Benchmarks
5-way Few-shot Classification on ModelNet40
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93.2
Mean Accuracy
NPNet
29.136
45.768
62.4
79.032
Jan 31, 2026
Mean Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Mean Accuracy
NPNet
shot=20-shot, method_t...
2026.01
93.2
NPNet
shot=10-shot, method_t...
2026.01
92
Point-NN
shot=20-shot, method_t...
2026.01
90.9
Point-GN
shot=20-shot, method_t...
2026.01
90.9
Point-GN
shot=10-shot, method_t...
2026.01
90.7
Point-NN
shot=10-shot, method_t...
2026.01
88.8
PointCNN
shot=20-shot, method_t...
2026.01
68.6
3D-GAN
shot=20-shot, method_t...
2026.01
65.8
PointCNN
shot=10-shot, method_t...
2026.01
65.4
PointNet
shot=20-shot, method_t...
2026.01
57.8
3D-GAN
shot=10-shot, method_t...
2026.01
55.8
PointNet
shot=10-shot, method_t...
2026.01
52
PointNet++
shot=20-shot, method_t...
2026.01
42.4
DGCNN
shot=20-shot, method_t...
2026.01
40.8
PointNet++
shot=10-shot, method_t...
2026.01
38.5
FoldingNet
shot=20-shot, method_t...
2026.01
35.8
FoldingNet
shot=10-shot, method_t...
2026.01
33.4
DGCNN
shot=10-shot, method_t...
2026.01
31.6
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