3D Object Classification on ModelNet40

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Classification Accuracy

Rank	Model	Classification Accuracy	Extra Training Data	Paper	Code	Year
1	Ours	93.6		Exploiting Inductive Bias in Transformer for Point Cloud Classification and Segmentation	jiamang/ibt	2023
2	G3DNet-18 MLP, Fine-Tuned, Vote	91.7	✓	General-Purpose Deep Point Cloud Feature Extractor	WDot/G3DNet	2018
3	CrossMoCo	91.49		CrossMoCo: Multi-modal Momentum Contrastive Learning for Point Cloud	snehaputul/CrossMoCo	2023
4	O-CNN(6)	89.9		O-CNN: Octree-based Convolutional Neural Networks for 3D Shape Analysis	Microsoft/O-CNN	2017
5	3D-PointCapsNet	89.3		3D Point Capsule Networks	yongheng1991/3D-point-capsule-networks · CPUFronz/CapsVoxGAN	2018
5	Spherical Kernel	89.3		Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds	hlei-ziyan/SPH3D-GCN · zb12138/sph3d · zb12138/sph3dR	2019
7	ECC (12 votes)	83.2		Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs	rusty1s/pytorch_cluster · mys007/ecc	2017
8	Ours	93.6		Exploiting Inductive Bias in Transformer for Point Cloud Classification and Segmentation	jiamang/ibt	2023
9	G3DNet-18 MLP, Fine-Tuned, Vote	91.7	✓	General-Purpose Deep Point Cloud Feature Extractor	WDot/G3DNet	2018
10	CrossMoCo	91.49		CrossMoCo: Multi-modal Momentum Contrastive Learning for Point Cloud	snehaputul/CrossMoCo	2023
11	O-CNN(6)	89.9		O-CNN: Octree-based Convolutional Neural Networks for 3D Shape Analysis	Microsoft/O-CNN	2017
12	3D-PointCapsNet	89.3		3D Point Capsule Networks	yongheng1991/3D-point-capsule-networks · CPUFronz/CapsVoxGAN	2018
12	Spherical Kernel	89.3		Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds	hlei-ziyan/SPH3D-GCN · zb12138/sph3d · zb12138/sph3dR	2019
14	ECC (12 votes)	83.2		Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs	rusty1s/pytorch_cluster · mys007/ecc	2017
15	Ours	93.6		Exploiting Inductive Bias in Transformer for Point Cloud Classification and Segmentation	jiamang/ibt	2023
16	G3DNet-18 MLP, Fine-Tuned, Vote	91.7	✓	General-Purpose Deep Point Cloud Feature Extractor	WDot/G3DNet	2018
17	CrossMoCo	91.49		CrossMoCo: Multi-modal Momentum Contrastive Learning for Point Cloud	snehaputul/CrossMoCo	2023
18	O-CNN(6)	89.9		O-CNN: Octree-based Convolutional Neural Networks for 3D Shape Analysis	Microsoft/O-CNN	2017
19	3D-PointCapsNet	89.3		3D Point Capsule Networks	yongheng1991/3D-point-capsule-networks · CPUFronz/CapsVoxGAN	2018
19	Spherical Kernel	89.3		Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds	hlei-ziyan/SPH3D-GCN · zb12138/sph3d · zb12138/sph3dR	2019