Few Shot 3D Point Cloud Classification On 3

Metrics

Overall Accuracy

Standard Deviation

Results

Performance results of various models on this benchmark

			Paper Title
Point-JEPA	95.0	3.6	Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud
ReCon++	94.5	4.1	ShapeLLM: Universal 3D Object Understanding for Embodied Interaction
3D-JEPA	94.3	3.6	3D-JEPA: A Joint Embedding Predictive Architecture for 3D Self-Supervised Representation Learning
PointGPT	94.3	3.3	PointGPT: Auto-regressively Generative Pre-training from Point Clouds
Point-FEMAE	94.0	-	Towards Compact 3D Representations via Point Feature Enhancement Masked Autoencoders
point2vec	93.9	4.1	Point2Vec for Self-Supervised Representation Learning on Point Clouds
PCP-MAE	93.5	3.7	PCP-MAE: Learning to Predict Centers for Point Masked Autoencoders
Point-RAE	93.3	4.0	Regress Before Construct: Regress Autoencoder for Point Cloud Self-supervised Learning
ReCon	93.3	3.9	Contrast with Reconstruct: Contrastive 3D Representation Learning Guided by Generative Pretraining
ACT	93.3	4.0	Autoencoders as Cross-Modal Teachers: Can Pretrained 2D Image Transformers Help 3D Representation Learning?
OTMae3D	93.2	3.4	-
IDPT	92.8	-	Instance-aware Dynamic Prompt Tuning for Pre-trained Point Cloud Models
Point-LGMask	92.6	4.3	Point-LGMask: Local and Global Contexts Embedding for Point Cloud Pre-training with Multi-Ratio Masking
Point-MAE	92.6	4.1	Masked Autoencoders for Point Cloud Self-supervised Learning
I2P-MAE	92.6	5.0	Learning 3D Representations from 2D Pre-trained Models via Image-to-Point Masked Autoencoders
Point-M2AE	92.3	4.5	Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training
MaskPoint	91.4	4.0	Masked Discrimination for Self-Supervised Learning on Point Clouds
Point-BERT	91.0	5.4	Point-BERT: Pre-training 3D Point Cloud Transformers with Masked Point Modeling
CrossMoCo	88.7	3.9	CrossMoCo: Multi-modal Momentum Contrastive Learning for Point Cloud
OcCo+PointNet	83.9	1.8	Unsupervised Point Cloud Pre-Training via Occlusion Completion

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Few Shot 3D Point Cloud Classification On 3

Metrics

Results