3D Point Cloud Reconstruction on ModelNet40 5-way (20-shot)

Metric: Overall Accuracy (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

#	Model↕	Overall Accuracy▼	Extra Data	Paper	Date↕	Code
1	ReCon++	99.5	Yes	ShapeLLM: Universal 3D Object Understanding for ...	2024-02-27	Code
2	Point-JEPA	99.2	Yes	Point-JEPA: A Joint Embedding Predictive Archite...	2024-04-25	Code
3	PCP-MAE	99.1	No	PCP-MAE: Learning to Predict Centers for Point M...	2024-08-16	Code
4	PointGPT	99	Yes	PointGPT: Auto-regressively Generative Pre-train...	2023-05-19	Code
5	ReCon	98.9	Yes	Contrast with Reconstruct: Contrastive 3D Repres...	2023-02-05	Code
6	3D-JEPA	98.8	Yes	3D-JEPA: A Joint Embedding Predictive Architectu...	2024-09-24	-
7	point2vec	98.7	Yes	Point2Vec for Self-Supervised Representation Lea...	2023-03-29	Code
8	OTMae3D	98.7	Yes	-	-	Code
9	Point-RAE	98.7	Yes	Regress Before Construct: Regress Autoencoder fo...	2023-09-25	Code
10	I2P-MAE	98.3	Yes	Learning 3D Representations from 2D Pre-trained ...	2022-12-13	Code
11	Point-M2AE	98.3	Yes	Point-M2AE: Multi-scale Masked Autoencoders for ...	2022-05-28	Code
12	Point-LGMask	98.1	Yes	-	-	Code
13	ACT	98	Yes	Autoencoders as Cross-Modal Teachers: Can Pretra...	2022-12-16	Code
14	IDPT	97.9	No	Instance-aware Dynamic Prompt Tuning for Pre-tra...	2023-04-14	Code
15	Point-MAE	97.8	Yes	Masked Autoencoders for Point Cloud Self-supervi...	2022-03-13	Code
16	MaskPoint	97.2	Yes	Masked Discrimination for Self-Supervised Learni...	2022-03-21	Code
17	CrossMoCo	96.8	No	-	-	Code
18	Point-BERT	96.3	Yes	Point-BERT: Pre-training 3D Point Cloud Transfor...	2021-11-29	Code
19	OcCo+DGCNN	92.5	No	Unsupervised Point Cloud Pre-Training via Occlus...	2020-10-02	Code
20	OcCo+PointNet	92.4	No	Unsupervised Point Cloud Pre-Training via Occlus...	2020-10-02	Code
21	GPr-Net + Hyp (512)	82.7	No	GPr-Net: Geometric Prototypical Network for Poin...	2023-04-12	Code
22	GPr-Net + Hyp (1024)	82	No	GPr-Net: Geometric Prototypical Network for Poin...	2023-04-12	Code
23	GPr-Net + Euc (1024)	75.1	No	GPr-Net: Geometric Prototypical Network for Poin...	2023-04-12	Code
24	GPr-Net + Euc (512)	75	No	GPr-Net: Geometric Prototypical Network for Poin...	2023-04-12	Code
25	SSFSL+PointNet	68.9	No	Self-Supervised Few-Shot Learning on Point Clouds	2020-09-29	Code
26	PointCNN	68.64	No	-	-	Code
27	SSFSL+DGCNN	65.7	No	Self-Supervised Few-Shot Learning on Point Clouds	2020-09-29	Code
28	PointNet	57.81	No	PointNet: Deep Learning on Point Sets for 3D Cla...	2016-12-02	Code
29	PointNet++	42.39	No	PointNet++: Deep Hierarchical Feature Learning o...	2017-06-07	Code
30	DGCNN	40.8	No	Dynamic Graph CNN for Learning on Point Clouds	2018-01-24	Code