3D Point Cloud Linear Classification 벤치마크

3D Point Cloud Linear Classification on ModelNet40

20개 결과 · ⬇ CSV · JSON

Overall Accuracy

Rank	Model	Overall Accuracy	Extra Training Data	Paper	Code	Year
1	Point-JEPA	93.7±0.2	✓	Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud	Ayumu-J-S/Point-JEPA	2024
2	ReCon++	93.6		ShapeLLM: Universal 3D Object Understanding for Embodied Interaction	qizekun/ShapeLLM · qizekun/ReCon · runpeidong/act	2024
3	I2P-MAE	93.4	✓	Learning 3D Representations from 2D Pre-trained Models via Image-to-Point Masked Autoencoders	zrrskywalker/i2p-mae · zrrskywalker/point-m2ae	2022
3	ReCon	93.4	✓	Contrast with Reconstruct: Contrastive 3D Representation Learning Guided by Generative Pretraining	qizekun/ReCon · runpeidong/act · aHapBean/PCP-MAE · +2	2023
5	Point-M2AE	92.9	✓	Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training	zrrskywalker/i2p-mae · zrrskywalker/point-m2ae · MindSpore-paper-code-2/code400	2022
6	IAE (DGCNN)	92.1	✓	Implicit Autoencoder for Point-Cloud Self-Supervised Representation Learning	simingyan/iae	2022
7	AdaCrossNet	91.8	✓	AdaCrossNet: Adaptive Dynamic Loss Weighting for Cross-Modal Contrastive Point Cloud Learning	virgantara/AdaCrossNet	2025
8	CrossMoCo	91.49		CrossMoCo: Multi-modal Momentum Contrastive Learning for Point Cloud	snehaputul/CrossMoCo	2023
9	CrossPoint	91.2	✓	CrossPoint: Self-Supervised Cross-Modal Contrastive Learning for 3D Point Cloud Understanding	mohamedafham/crosspoint	2022
10	STRL	90.9		Spatio-temporal Self-Supervised Representation Learning for 3D Point Clouds	yichen928/STRL	2021
10	PSG-Net	90.9		Progressive Seed Generation Auto-encoder for Unsupervised Point Cloud Learning		2021
12	PointOE	90.7		Self-supervised Learning of Point Clouds via Orientation Estimation	OmidPoursaeed/Self_supervised_Learning_Point_Clouds	2020
13	Point-Jigsaw	90.6		Self-Supervised Deep Learning on Point Clouds by Reconstructing Space		2019
14	MID-FC	90.3		Unsupervised 3D Learning for Shape Analysis via Multiresolution Instance Discrimination	Microsoft/O-CNN	2020
15	VIP-GAN	90.2		View Inter-Prediction GAN: Unsupervised Representation Learning for 3D Shapes by Learning Global Shape Memories to Support Local View Predictions		2018
16	OcCo	89.2		Unsupervised Point Cloud Pre-Training via Occlusion Completion	hansen7/OcCo	2020
17	FoldingNet	88.4		FoldingNet: Point Cloud Auto-encoder via Deep Grid Deformation	AnTao97/UnsupervisedPointCloudReconstruction · qinglew/FoldingNet · XuyangBai/FoldingNet	2017
17	MAE-VAE	88.4		Multi-Angle Point Cloud-VAE: Unsupervised Feature Learning for 3D Point Clouds from Multiple Angles by Joint Self-Reconstruction and Half-to-Half Prediction		2019
19	SO-Net	87.5		SO-Net: Self-Organizing Network for Point Cloud Analysis	lijx10/SO-Net · donnyruixu/pc-elm-ae · LONG-9621/SO-Net	2018
20	3D-GAN	83.3		Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling	zck119/3dgan-release · black0017/3D-GAN-pytorch · chinokenochkan/3dgan-keras	2016