3D Part Segmentation On Shapenet Part

评估指标

Class Average IoU
Instance Average IoU

评测结果

各个模型在此基准测试上的表现结果

模型名称
Class Average IoU
Instance Average IoU
Paper TitleRepository
InterpCNN84.086.3Interpolated Convolutional Networks for 3D Point Cloud Understanding-
Point Voxel Transformer-86.5PVT: Point-Voxel Transformer for Point Cloud Learning-
Point-JEPA85.8±0.1-Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud-
SSCNN82.084.7SyncSpecCNN: Synchronized Spectral CNN for 3D Shape Segmentation-
Point Cloud Transformer-86.4PCT: Point cloud transformer-
DensePoint84.286.4DensePoint: Learning Densely Contextual Representation for Efficient Point Cloud Processing-
CurveNet-86.8Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis-
3D-JEPA86.4184.933D-JEPA: A Joint Embedding Predictive Architecture for 3D Self-Supervised Representation Learning-
KPConv85.186.4KPConv: Flexible and Deformable Convolution for Point Clouds-
GeomGCNN-89.1Exploiting Local Geometry for Feature and Graph Construction for Better 3D Point Cloud Processing with Graph Neural Networks-
PartNet84.1-PartNet: A Recursive Part Decomposition Network for Fine-grained and Hierarchical Shape Segmentation-
point2vec84.686.3Point2Vec for Self-Supervised Representation Learning on Point Clouds-
RS-CNN-86.2Relation-Shape Convolutional Neural Network for Point Cloud Analysis-
SGPN-85.8SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation-
P2Sequence-85.2Point2Sequence: Learning the Shape Representation of 3D Point Clouds with an Attention-based Sequence to Sequence Network-
PointNet-83.7PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation-
PointGPT84.886.6--
PointGrid82.286.4PointGrid: A Deep Network for 3D Shape Understanding
DeltaConv (U-ResNet)-86.9DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point Clouds-
ConvPoint83.485.8ConvPoint: Continuous Convolutions for Point Cloud Processing-
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3D Part Segmentation On Shapenet Part | SOTA | HyperAI超神经