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SotA/Computer Vision/3D Point Cloud Linear Classification/ModelNet40

3D Point Cloud Linear Classification on ModelNet40

Metric: Overall Accuracy (higher is better)

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#Model↕Overall Accuracy▼Extra DataPaperDate↕Code
1ReCon++93.6NoShapeLLM: Universal 3D Object Understanding for ...2024-02-27Code
2I2P-MAE93.4YesLearning 3D Representations from 2D Pre-trained ...2022-12-13Code
3ReCon93.4YesContrast with Reconstruct: Contrastive 3D Repres...2023-02-05Code
4Point-M2AE92.9YesPoint-M2AE: Multi-scale Masked Autoencoders for ...2022-05-28Code
5IAE (DGCNN)92.1YesImplicit Autoencoder for Point-Cloud Self-Superv...2022-01-03Code
6AdaCrossNet91.8Yes--Code
7CrossMoCo91.49No--Code
8CrossPoint91.2YesCrossPoint: Self-Supervised Cross-Modal Contrast...2022-03-01Code
9STRL90.9NoSpatio-temporal Self-Supervised Representation L...2021-09-01Code
10PSG-Net90.9NoProgressive Seed Generation Auto-encoder for Uns...2021-12-09-
11PointOE90.7NoSelf-supervised Learning of Point Clouds via Ori...2020-08-01Code
12Point-Jigsaw90.6NoSelf-Supervised Deep Learning on Point Clouds by...2019-01-24-
13MID-FC90.3NoUnsupervised 3D Learning for Shape Analysis via ...2020-08-03Code
14VIP-GAN90.2NoView Inter-Prediction GAN: Unsupervised Represen...2018-11-07-
15OcCo89.2NoUnsupervised Point Cloud Pre-Training via Occlus...2020-10-02Code
16FoldingNet88.4NoFoldingNet: Point Cloud Auto-encoder via Deep Gr...2017-12-19Code
17MAE-VAE88.4NoMulti-Angle Point Cloud-VAE: Unsupervised Featur...2019-07-30-
18SO-Net87.5NoSO-Net: Self-Organizing Network for Point Cloud ...2018-03-12Code
193D-GAN83.3NoLearning a Probabilistic Latent Space of Object ...2016-10-24Code