Few Shot 3D Point Cloud Classification On 4

评估指标

Overall Accuracy

Standard Deviation

评测结果

各个模型在此基准测试上的表现结果

			Paper Title	Repository
ReCon++	96.5	3.0	ShapeLLM: Universal 3D Object Understanding for Embodied Interaction
Point-JEPA	96.4	2.7	Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud
3D-JEPA	96.3	2.4	3D-JEPA: A Joint Embedding Predictive Architecture for 3D Self-Supervised Representation Learning	-
PointGPT	96.1	2.8	PointGPT: Auto-regressively Generative Pre-training from Point Clouds
PCP-MAE	95.9	2.7	PCP-MAE: Learning to Predict Centers for Point Masked Autoencoders
Point-RAE	95.8	3.0	Regress Before Construct: Regress Autoencoder for Point Cloud Self-supervised Learning
Point-FEMAE	95.8	-	Towards Compact 3D Representations via Point Feature Enhancement Masked Autoencoders
ReCon	95.8	3.0	Contrast with Reconstruct: Contrastive 3D Representation Learning Guided by Generative Pretraining
point2vec	95.8	3.1	Point2Vec for Self-Supervised Representation Learning on Point Clouds
ACT	95.6	2.8	Autoencoders as Cross-Modal Teachers: Can Pretrained 2D Image Transformers Help 3D Representation Learning?
OTMae3D	95.6	2.6	-	-
I2P-MAE	95.5	3.0	Learning 3D Representations from 2D Pre-trained Models via Image-to-Point Masked Autoencoders
IDPT	95.4	-	Instance-aware Dynamic Prompt Tuning for Pre-trained Point Cloud Models
Point-LGMask	95.1	3.4	Point-LGMask: Local and Global Contexts Embedding for Point Cloud Pre-training with Multi-Ratio Masking	-
Point-MAE	95.0	3.0	Masked Autoencoders for Point Cloud Self-supervised Learning
Point-M2AE	95.0	3.0	Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training
MaskPoint	93.4	3.5	Masked Discrimination for Self-Supervised Learning on Point Clouds
Point-BERT	92.7	5.1	Point-BERT: Pre-training 3D Point Cloud Transformers with Masked Point Modeling
CrossMoCo	91.0	3.4	CrossMoCo: Multi-modal Momentum Contrastive Learning for Point Cloud	-
OcCo+PointNet	89.7	1.5	Unsupervised Point Cloud Pre-Training via Occlusion Completion

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