3D Point Cloud Classification on IntrA

36개 결과 · ⬇ CSV · JSON

F1 score (5-fold)

Rank	Model	F1 score (5-fold)	Paper	Code	Year
1	3DMedPT	0.936	3D Medical Point Transformer: Introducing Convolution to Attention Networks for Medical Point Cloud Analysis	crane-papercode/3dmedpt	2021
2	PCT	0.914	PCT: Point cloud transformer	qq456cvb/Point-Transformers · MenghaoGuo/PCT · Strawberry-Eat-Mango/PCT_Pytorch · +8	2020
3	PAConv	0.906	PAConv: Position Adaptive Convolution with Dynamic Kernel Assembling on Point Clouds	PaddlePaddle/Paddle3D · CVMI-Lab/PAConv	2021
4	PointNet++	0.903	PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space	yanx27/Pointnet_Pointnet2_pytorch · charlesq34/pointnet2 · facebookresearch/votenet · +65	2017
5	PointConv	0.883	PointConv: Deep Convolutional Networks on 3D Point Clouds	vinits5/learning3d · DylanWusee/pointconv · DylanWusee/pointconv_pytorch · +6	2018
6	PointCNN	0.875	PointCNN: Convolution On X-Transformed Points	yangyanli/PointCNN	2018
7	SpiderCNN	0.872	SpiderCNN: Deep Learning on Point Sets with Parameterized Convolutional Filters	xyf513/SpiderCNN	2018
7	GS-Net	0.872	Geometry Sharing Network for 3D Point Cloud Classification and Segmentation	MingyeXu/GS-Net	2019
9	SO-Net	0.868	SO-Net: Self-Organizing Network for Point Cloud Analysis	lijx10/SO-Net · donnyruixu/pc-elm-ae · LONG-9621/SO-Net	2018
10	AdaptConv	0.858	Adaptive Graph Convolution for Point Cloud Analysis	hrzhou2/adaptconv-master	2021
11	DGCNN	0.738	Dynamic Graph CNN for Learning on Point Clouds	WangYueFt/dgcnn · vinits5/learning3d · AnTao97/dgcnn.pytorch · +18	2018
12	PointNet	0.684	PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation	charlesq34/pointnet · fxia22/pointnet.pytorch · WangYueFt/dgcnn · +107	2016
13	3DMedPT	0.936	3D Medical Point Transformer: Introducing Convolution to Attention Networks for Medical Point Cloud Analysis	crane-papercode/3dmedpt	2021
14	PCT	0.914	PCT: Point cloud transformer	qq456cvb/Point-Transformers · MenghaoGuo/PCT · Strawberry-Eat-Mango/PCT_Pytorch · +8	2020
15	PAConv	0.906	PAConv: Position Adaptive Convolution with Dynamic Kernel Assembling on Point Clouds	PaddlePaddle/Paddle3D · CVMI-Lab/PAConv	2021
16	PointNet++	0.903	PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space	yanx27/Pointnet_Pointnet2_pytorch · charlesq34/pointnet2 · facebookresearch/votenet · +65	2017
17	PointConv	0.883	PointConv: Deep Convolutional Networks on 3D Point Clouds	vinits5/learning3d · DylanWusee/pointconv · DylanWusee/pointconv_pytorch · +6	2018
18	PointCNN	0.875	PointCNN: Convolution On X-Transformed Points	yangyanli/PointCNN	2018
19	SpiderCNN	0.872	SpiderCNN: Deep Learning on Point Sets with Parameterized Convolutional Filters	xyf513/SpiderCNN	2018
19	GS-Net	0.872	Geometry Sharing Network for 3D Point Cloud Classification and Segmentation	MingyeXu/GS-Net	2019