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3d-point-cloud-linear-classification-on

3D Point Cloud Linear Classification
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PaperCodeOverall AccuracyModelNameReleaseDate
Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud✓ Link93.7±0.2Point-JEPA2024-04-25
ShapeLLM: Universal 3D Object Understanding for Embodied Interaction✓ Link93.6ReCon++2024-02-27
Learning 3D Representations from 2D Pre-trained Models via Image-to-Point Masked Autoencoders✓ Link93.4I2P-MAE2022-12-13
Contrast with Reconstruct: Contrastive 3D Representation Learning Guided by Generative Pretraining✓ Link93.4ReCon2023-02-05
Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training✓ Link92.9Point-M2AE2022-05-28
Implicit Autoencoder for Point-Cloud Self-Supervised Representation Learning✓ Link92.1IAE (DGCNN)2022-01-03
AdaCrossNet: Adaptive Dynamic Loss Weighting for Cross-Modal Contrastive Point Cloud Learning✓ Link91.8AdaCrossNet2025-01-02
CrossMoCo: Multi-modal Momentum Contrastive Learning for Point Cloud✓ Link91.49CrossMoCo2023-06-08
CrossPoint: Self-Supervised Cross-Modal Contrastive Learning for 3D Point Cloud Understanding✓ Link91.2CrossPoint2022-03-01
Spatio-temporal Self-Supervised Representation Learning for 3D Point Clouds✓ Link90.9STRL2021-09-01
Progressive Seed Generation Auto-encoder for Unsupervised Point Cloud Learning90.9PSG-Net2021-12-09
Self-supervised Learning of Point Clouds via Orientation Estimation✓ Link90.7PointOE2020-08-01
Self-Supervised Deep Learning on Point Clouds by Reconstructing Space90.6Point-Jigsaw2019-01-24
Unsupervised 3D Learning for Shape Analysis via Multiresolution Instance Discrimination✓ Link90.3MID-FC2020-08-03
View Inter-Prediction GAN: Unsupervised Representation Learning for 3D Shapes by Learning Global Shape Memories to Support Local View Predictions90.2VIP-GAN2018-11-07
Unsupervised Point Cloud Pre-Training via Occlusion Completion✓ Link89.2OcCo2020-10-02
FoldingNet: Point Cloud Auto-encoder via Deep Grid Deformation✓ Link88.4FoldingNet2017-12-19
Multi-Angle Point Cloud-VAE: Unsupervised Feature Learning for 3D Point Clouds from Multiple Angles by Joint Self-Reconstruction and Half-to-Half Prediction88.4MAE-VAE2019-07-30
SO-Net: Self-Organizing Network for Point Cloud Analysis✓ Link87.5SO-Net2018-03-12
Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling✓ Link83.33D-GAN2016-10-24
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