Point2Vec for Self-Supervised Representation Learning on Point Clouds

Benchmark Model Rank Results
3d-part-segmentation-on-shapenet-partpoint2vec#24Instance Average IoU: 86.3Class Average IoU: 84.6
3d-point-cloud-classification-on-modelnet40point2vec#4Overall Accuracy: 94.8Mean Accuracy: 92.0
3d-point-cloud-classification-on-scanobjectnnpoint2vec#38Overall Accuracy: 87.5Mean Accuracy: 86.0OBJ-BG (OA): 91.2
few-shot-3d-point-cloud-classification-on-1point2vec#11Overall Accuracy: 97.0Standard Deviation: 2.8
few-shot-3d-point-cloud-classification-on-2point2vec#6Overall Accuracy: 98.7Standard Deviation: 1.2
few-shot-3d-point-cloud-classification-on-3point2vec#5Overall Accuracy: 93.9Standard Deviation: 4.1
few-shot-3d-point-cloud-classification-on-4point2vec#6Overall Accuracy: 95.8Standard Deviation: 3.1