ModelNet
Benchmarks
TaskDatasetSOTA resultTrendResults
ModelNet40 (test)
98.41Mean Accuracy
11
ModelNet40 10-way (test)
94.110-shot Acc
11
ModelNet40 Few-shot learning setup dense (1024 points)
65.41Accuracy (5-way, 10-shot)
11
ModelNet40-C (test)
51.4RmCE Error
11
ModelNet Severe
69.99Accuracy
10
ModelNet Mild
85.68Accuracy
10
ModelNet Clean
86.32Accuracy
10
ModelNet Overall
82.86Accuracy
10
ModelNet40 20-shot
86.83Accuracy (20-shot)
10
ModelNet40
1.84Loading Time (s)
10
ModelNet40 Unseen Shapes RPMNet manner (test)
0.771RMSE (Rotation)
10
ModelNet40 Unseen Categories with Gaussian Noise RPMNet manner (TS)
4.356RMSE (R)
10
ModelNet 40
62.75P-T
10
ModelNet40
90.72Top-1 Accuracy
10
ModelNet p=0.7 (test)
2.064Rotation Error (RRE)
10
ModelNet40 (test)
96.93Accuracy
10
ModelNet10 (test)
95.4Accuracy
10
ModelNet10 (test)
93.3mAP
10
ModelNet40 partial-overlap
1.292Rotation Error (RRE)
9
ModelNet40 8k P
94.3Accuracy
9
ModelNet-R (test)
95.3Accuracy
9
ModelNet40-P
67.7Top-1 Acc
9
ModelNet40 (All)
65.8Top-1 Accuracy
9
ModelNet40 8k points
94.9Accuracy
9
ModelNet40 GZSL v1 (seen + unseen test)
84.7Accuracy (Seen)
9