3D Point Cloud Classification on ModelNet40 5-way (10-shot)

Metric: Overall Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Overall Accuracy▼	Extra Data	Paper	Date↕	Code
1	PointGPT	98	Yes	PointGPT: Auto-regressively Generative Pre-train...	2023-05-19	Code
2	ReCon++	98	Yes	ShapeLLM: Universal 3D Object Understanding for ...	2024-02-27	Code
3	3D-JEPA	97.6	Yes	3D-JEPA: A Joint Embedding Predictive Architectu...	2024-09-24	-
4	Point-LGMask	97.4	Yes	-	-	Code
5	Point-JEPA	97.4	Yes	Point-JEPA: A Joint Embedding Predictive Archite...	2024-04-25	Code
6	PCP-MAE	97.4	No	PCP-MAE: Learning to Predict Centers for Point M...	2024-08-16	Code
7	Point-RAE	97.3	Yes	Regress Before Construct: Regress Autoencoder fo...	2023-09-25	Code
8	ReCon	97.3	Yes	Contrast with Reconstruct: Contrastive 3D Repres...	2023-02-05	Code
9	IDPT	97.3	No	Instance-aware Dynamic Prompt Tuning for Pre-tra...	2023-04-14	Code
10	OTMae3D	97.2	Yes	-	-	Code
11	I2P-MAE	97	Yes	Learning 3D Representations from 2D Pre-trained ...	2022-12-13	Code
12	point2vec	97	Yes	Point2Vec for Self-Supervised Representation Lea...	2023-03-29	Code
13	Point-M2AE	96.8	Yes	Point-M2AE: Multi-scale Masked Autoencoders for ...	2022-05-28	Code
14	ACT	96.8	Yes	Autoencoders as Cross-Modal Teachers: Can Pretra...	2022-12-16	Code
15	Point-MAE	96.3	Yes	Masked Autoencoders for Point Cloud Self-supervi...	2022-03-13	Code
16	MaskPoint	95	Yes	Masked Discrimination for Self-Supervised Learni...	2022-03-21	Code
17	Point-BERT	94.6	Yes	Point-BERT: Pre-training 3D Point Cloud Transfor...	2021-11-29	Code
18	CrossMoCo	93.8	No	-	-	Code
19	OcCo+DGCNN	90.6	No	Unsupervised Point Cloud Pre-Training via Occlus...	2020-10-02	Code
20	OcCo+PointNet	89.7	No	Unsupervised Point Cloud Pre-Training via Occlus...	2020-10-02	Code
21	GPr-Net + Hyp (512)	81.1	No	GPr-Net: Geometric Prototypical Network for Poin...	2023-04-12	Code
22	GPr-Net + Hyp (1024)	80.4	No	GPr-Net: Geometric Prototypical Network for Poin...	2023-04-12	Code
23	GPr-Net + Euc (1024)	74.4	No	GPr-Net: Geometric Prototypical Network for Poin...	2023-04-12	Code
24	GPr-Net + Euc (512)	74	No	GPr-Net: Geometric Prototypical Network for Poin...	2023-04-12	Code
25	PointCNN	65.41	No	PointCNN: Convolution On $\mathcal{X}$-Transform...	2018-01-23	Code
26	SSFSL+PointNet	63.2	No	Self-Supervised Few-Shot Learning on Point Clouds	2020-09-29	Code
27	SSFSL+DGCNN	60	No	Self-Supervised Few-Shot Learning on Point Clouds	2020-09-29	Code
28	PointNet	51.97	No	PointNet: Deep Learning on Point Sets for 3D Cla...	2016-12-02	Code
29	PointNet++	38.53	No	PointNet++: Deep Hierarchical Feature Learning o...	2017-06-07	Code
30	DGCNN	31.6	No	Dynamic Graph CNN for Learning on Point Clouds	2018-01-24	Code