Table 3 Part segmentation results on ShapeNetPart dataset

From: PointMoment: a mixed-moment self-supervised learning approach for 3D Terracotta Warriors

Category

Method

mIoU

Supervised

PointNet5

83.7

PointNet + +6

85.1

DGCNN7

85.1

Self-Supervised

PointContrast21

85.1

Jigsaw47

84.3

OcCo19

85.0

PointMoment(Ours)

85.4

  1. Our method outperforms supervised learning methods with random initial weights and other self-supervised learning methods with pre-trained weights.