ModelNet
Benchmarks
TaskDatasetSOTA resultTrendResults
ModelNet-10
94.2mAP
9
ModelNet40 Rotated (test)
0.883Accuracy
9
ModelNet10-SO(3) (test)
16.3Avg Rotation Error
9
ModelNet10 (clean)
95.82Overall Accuracy
8
ModelNet-C Severity 2 (test)
88.18Accuracy (Global Addition)
8
ModelNet40
97.17Base Accuracy
8
ModelNet40 S-PB_T50_RS S-OBJ_BG S-OBJ_ONLY Omni3D (target average)
53.62Average Accuracy
8
ModelNet40 60 (test)
70.5Top-1 Accuracy
8
ModelNet
82.3Accuracy Retention (Acc_r)
8
ModelNet10-SO3 Toilet (test)
6.026Mean Rotation Error (θerr)
8
ModelNet10-SO3 Sofa (test)
13.683Mean θerr
8
ModelNet10-SO3 Chair (test)
12.544Mean $ heta$ Error
8
ModelNet40 20
9.41Top-1 Accuracy
8
ModelNet40
0.63Mean Error (deg)
8
ModelNet-R (supervised)
95.33OA
8
ModelNet40 46 (test)
30.5Top-1 Accuracy (Instance)
8
ModelNet-C Augmented WolfMix
93.4Overall Accuracy (OA)
8
ModelNet40
81.5CLIP Score
8
ModelNet40
92.9ASR (%)
8
ModelNet40 55
0.962Accuracy
8
ModelNet-40 12 views
79.9mAP (SV Category)
8
ModelNet-40 12 views
85.4SV Category Accuracy
8
ModelNet40 (test)
64.5mAP
8
ModelNet40 16-shot
89.79Accuracy
8
ModelNet40 ZSL unseen v1 (test)
0.368Accuracy
8