Point Cloud Pre-training with Diffusion Models

25 November 2023

Xiaoshui Huang

Wanli Ouyang

Papers citing "Point Cloud Pre-training with Diffusion Models"

25 / 25 papers shown

Title
Hybrid-Emba3D: Geometry-Aware and Cross-Path Feature Hybrid Enhanced State Space Model for Point Cloud Classification Bin Liu C. Wang Xuelian Liu Guan Xi Ge Zhang Ziteng Yao Mengxue Dong Mamba 14 0 0 16 May 2025
PointLoRA: Low-Rank Adaptation with Token Selection for Point Cloud Learning Song Wang Xiaolu Liu Lingdong Kong Jianyun Xu Chunyong Hu Gongfan Fang Wentong Li Jianke Zhu Xinchao Wang 29 0 0 22 Apr 2025
Hyperbolic Diffusion Recommender Model Meng Yuan Yutian Xiao Wei Chen Chu Zhao Deqing Wang Fuzhen Zhuang 36 1 0 02 Apr 2025
PointDiffuse: A Dual-Conditional Diffusion Model for Enhanced Point Cloud Semantic Segmentation Yong-xing He Hongshan Yu Mingtao Feng Tongjia Chen Zechuan Li Anwaar Ulhaq Saeed Anwar Ajmal Mian DiffM 78 0 0 08 Mar 2025
Conditional Electrocardiogram Generation Using Hierarchical Variational Autoencoders Ivan Sviridov Konstantin Egorov DRL SyDa 55 1 0 03 Mar 2025
Block-to-Scene Pre-training for Point Cloud Hybrid-Domain Masked Autoencoders Yaohua Zha Tao Dai Yanzi Wang Hang Guo Taolin Zhang Zhihao Ouyang Chunlin Fan Bin Chen Ke Chen Shu-Tao Xia 3DPC 30 1 0 13 Oct 2024
Parameter-Efficient Fine-Tuning in Spectral Domain for Point Cloud Learning Dingkang Liang Tianrui Feng Xin Zhou Yumeng Zhang Zhikang Zou Xiang Bai 31 5 0 10 Oct 2024
Diffusion Models in 3D Vision: A Survey Zhen Wang Dongyuan Li Renhe Jiang Tianyu He Jiang Bian Renhe Jiang MedIm 70 4 0 07 Oct 2024
COMOGen: A Controllable Text-to-3D Multi-object Generation Framework Shaorong Sun Shuchao Pang Yazhou Yao Xiaoshui Huang 29 1 0 01 Sep 2024
Bringing Masked Autoencoders Explicit Contrastive Properties for Point Cloud Self-Supervised Learning Bin Ren Guofeng Mei D. Paudel Weijie Wang Yawei Li Mengyuan Liu Rita Cucchiara Luc Van Gool N. Sebe 3DPC 50 9 0 08 Jul 2024
Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud Ayumu Saito Prachi Kudeshia Jiju Poovvancheri 3DPC 45 7 0 25 Apr 2024
PointMamba: A Simple State Space Model for Point Cloud Analysis Dingkang Liang Xin Zhou Wei Xu Xingkui Zhu Zhikang Zou Xiaoqing Ye Xinyu Wang Xiang Bai 89 93 0 16 Feb 2024
GTNet: Graph Transformer Network for 3D Point Cloud Classification and Semantic Segmentation Wei Zhou Qian Wang Weiwei Jin X. Shi Yong Yu ViT 3DPC 29 5 0 24 May 2023
Masked Scene Contrast: A Scalable Framework for Unsupervised 3D Representation Learning Xiaoyang Wu Xin Wen Xihui Liu Hengshuang Zhao 3DPC 122 40 0 24 Mar 2023
Make-It-3D: High-Fidelity 3D Creation from A Single Image with Diffusion Prior Junshu Tang Tengfei Wang Bo Zhang Ting Zhang Ran Yi Lizhuang Ma Dong Chen DiffM 192 307 0 24 Mar 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 287 4,261 0 30 Jan 2023
Dream3D: Zero-Shot Text-to-3D Synthesis Using 3D Shape Prior and Text-to-Image Diffusion Models Jiale Xu Xintao Wang Weihao Cheng Yan-Pei Cao Ying Shan Xiaohu Qie Shenghua Gao 188 161 0 28 Dec 2022
EPCL: Frozen CLIP Transformer is An Efficient Point Cloud Encoder Xiaoshui Huang Zhou Huang Shengjia Li Wentao Qu Tong He Yuenan Hou Yifan Zuo Wanli Ouyang 13 11 0 08 Dec 2022
CAGroup3D: Class-Aware Grouping for 3D Object Detection on Point Clouds Haiyang Wang Lihe Ding Shaocong Dong Shaoshuai Shi Aoxue Li Jianan Li Zhenguo Li Liwei Wang 3DPC 140 69 0 09 Oct 2022
Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training Renrui Zhang Ziyu Guo Rongyao Fang Bingyan Zhao Dong Wang Yu Qiao Hongsheng Li Peng Gao 3DPC 184 245 0 28 May 2022
Label-Efficient Semantic Segmentation with Diffusion Models Dmitry Baranchuk Ivan Rubachev A. Voynov Valentin Khrulkov Artem Babenko DiffM VLM 195 517 0 06 Dec 2021
Diffusion Probabilistic Models for 3D Point Cloud Generation Shitong Luo Wei Hu 3DPC 180 723 0 02 Mar 2021
Self-Supervised Pretraining of 3D Features on any Point-Cloud Zaiwei Zhang Rohit Girdhar Armand Joulin Ishan Misra 3DPC 126 268 0 07 Jan 2021
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding Saining Xie Jiatao Gu Demi Guo C. Qi Leonidas J. Guibas Or Litany 3DPC 141 623 0 21 Jul 2020
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 222 14,109 0 02 Dec 2016