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Benchmarks
10-way Few-shot Classification on ModelNet40
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87.6
Mean Accuracy
NPNet
12.512
32.006
51.5
70.994
Jan 31, 2026
Mean Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Mean Accuracy
NPNet
shot=20-shot, method_t...
2026.01
87.6
Point-GN
shot=20-shot, method_t...
2026.01
86.4
Point-NN
shot=20-shot, method_t...
2026.01
84.9
NPNet
shot=10-shot, method_t...
2026.01
82.5
Point-GN
shot=10-shot, method_t...
2026.01
81.6
Point-NN
shot=10-shot, method_t...
2026.01
79.9
PointCNN
shot=20-shot, method_t...
2026.01
50
3D-GAN
shot=20-shot, method_t...
2026.01
48.4
PointNet
shot=10-shot, method_t...
2026.01
46.6
PointCNN
shot=10-shot, method_t...
2026.01
46.6
3D-GAN
shot=10-shot, method_t...
2026.01
40.3
PointNet
shot=20-shot, method_t...
2026.01
35.2
PointNet++
shot=10-shot, method_t...
2026.01
23
DGCNN
shot=10-shot, method_t...
2026.01
19.9
PointNet++
shot=20-shot, method_t...
2026.01
18.8
FoldingNet
shot=10-shot, method_t...
2026.01
18.6
DGCNN
shot=20-shot, method_t...
2026.01
16.9
FoldingNet
shot=20-shot, method_t...
2026.01
15.4
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