3D Part Segmentation On Shapenet Part

평가 지표

Class Average IoU

Instance Average IoU

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	Class Average IoU	Instance Average IoU	Paper Title	Repository
InterpCNN	84.0	86.3	Interpolated Convolutional Networks for 3D Point Cloud Understanding	-
Point Voxel Transformer	-	86.5	PVT: Point-Voxel Transformer for Point Cloud Learning
Point-JEPA	85.8±0.1	-	Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud	-
SSCNN	82.0	84.7	SyncSpecCNN: Synchronized Spectral CNN for 3D Shape Segmentation	-
Point Cloud Transformer	-	86.4	PCT: Point cloud transformer
DensePoint	84.2	86.4	DensePoint: Learning Densely Contextual Representation for Efficient Point Cloud Processing
CurveNet	-	86.8	Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis
3D-JEPA	86.41	84.93	3D-JEPA: A Joint Embedding Predictive Architecture for 3D Self-Supervised Representation Learning	-
KPConv	85.1	86.4	KPConv: Flexible and Deformable Convolution for Point Clouds
GeomGCNN	-	89.1	Exploiting Local Geometry for Feature and Graph Construction for Better 3D Point Cloud Processing with Graph Neural Networks	-
PartNet	84.1	-	PartNet: A Recursive Part Decomposition Network for Fine-grained and Hierarchical Shape Segmentation	-
point2vec	84.6	86.3	Point2Vec for Self-Supervised Representation Learning on Point Clouds
RS-CNN	-	86.2	Relation-Shape Convolutional Neural Network for Point Cloud Analysis
SGPN	-	85.8	SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation
P2Sequence	-	85.2	Point2Sequence: Learning the Shape Representation of 3D Point Clouds with an Attention-based Sequence to Sequence Network	-
PointNet	-	83.7	PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation
PointGPT	84.8	86.6	-	-
PointGrid	82.2	86.4	PointGrid: A Deep Network for 3D Shape Understanding
DeltaConv (U-ResNet)	-	86.9	DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point Clouds
ConvPoint	83.4	85.8	ConvPoint: Continuous Convolutions for Point Cloud Processing

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