Shape Representation Of 3D Point Clouds on ModelNet40 10-way (10-shot)

Metric: Overall Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Overall Accuracy▼	Extra Data	Paper	Date↕	Code
1	Point-JEPA	95	Yes	Point-JEPA: A Joint Embedding Predictive Archite...	2024-04-25	Code
2	ReCon++	94.5	Yes	ShapeLLM: Universal 3D Object Understanding for ...	2024-02-27	Code
3	PointGPT	94.3	Yes	PointGPT: Auto-regressively Generative Pre-train...	2023-05-19	Code
4	3D-JEPA	94.3	Yes	3D-JEPA: A Joint Embedding Predictive Architectu...	2024-09-24	-
5	Point-FEMAE	94	Yes	Towards Compact 3D Representations via Point Fea...	2023-12-17	Code
6	point2vec	93.9	Yes	Point2Vec for Self-Supervised Representation Lea...	2023-03-29	Code
7	PCP-MAE	93.5	No	PCP-MAE: Learning to Predict Centers for Point M...	2024-08-16	Code
8	ReCon	93.3	Yes	Contrast with Reconstruct: Contrastive 3D Repres...	2023-02-05	Code
9	ACT	93.3	Yes	Autoencoders as Cross-Modal Teachers: Can Pretra...	2022-12-16	Code
10	Point-RAE	93.3	Yes	Regress Before Construct: Regress Autoencoder fo...	2023-09-25	Code
11	OTMae3D	93.2	Yes	-	-	Code
12	IDPT	92.8	No	Instance-aware Dynamic Prompt Tuning for Pre-tra...	2023-04-14	Code
13	Point-MAE	92.6	Yes	Masked Autoencoders for Point Cloud Self-supervi...	2022-03-13	Code
14	Point-LGMask	92.6	Yes	-	-	Code
15	I2P-MAE	92.6	Yes	Learning 3D Representations from 2D Pre-trained ...	2022-12-13	Code
16	Point-M2AE	92.3	Yes	Point-M2AE: Multi-scale Masked Autoencoders for ...	2022-05-28	Code
17	MaskPoint	91.4	Yes	Masked Discrimination for Self-Supervised Learni...	2022-03-21	Code
18	Point-BERT	91	Yes	Point-BERT: Pre-training 3D Point Cloud Transfor...	2021-11-29	Code
19	CrossMoCo	88.7	No	-	-	Code
20	OcCo+PointNet	83.9	No	Unsupervised Point Cloud Pre-Training via Occlus...	2020-10-02	Code
21	OcCo+DGCNN	82.9	No	Unsupervised Point Cloud Pre-Training via Occlus...	2020-10-02	Code
22	GPr-Net + Hyp (512)	71.6	No	GPr-Net: Geometric Prototypical Network for Poin...	2023-04-12	Code
23	GPr-Net + Hyp (1024)	70.4	No	GPr-Net: Geometric Prototypical Network for Poin...	2023-04-12	Code
24	GPr-Net + Euc (512)	62.3	No	GPr-Net: Geometric Prototypical Network for Poin...	2023-04-12	Code
25	GPr-Net + Euc (1024)	62.1	No	GPr-Net: Geometric Prototypical Network for Poin...	2023-04-12	Code
26	SSFSL+PointNet	49.15	No	Self-Supervised Few-Shot Learning on Point Clouds	2020-09-29	Code
27	SSFSL+DGCNN	48.5	No	Self-Supervised Few-Shot Learning on Point Clouds	2020-09-29	Code
28	PointCNN	46.6	No	-	-	Code
29	PointNet	46.6	No	PointNet: Deep Learning on Point Sets for 3D Cla...	2016-12-02	Code
30	PointNet++	23.05	No	PointNet++: Deep Hierarchical Feature Learning o...	2017-06-07	Code
31	DGCNN	19.85	No	Dynamic Graph CNN for Learning on Point Clouds	2018-01-24	Code