我们在不同数据集(包括ShapeNet、CUB-200-2011和Pascal3D+)上评估了我们的方法,并取得了最先进的结果,在性能、准确性和训练时间方面均优于所有其他监督和非监督方法及三维表示。

shapenet-dataset 开源项目推荐(18 个)
shapenet-dataset 话题在 GitHub 上没有填写简介,这里按 Star 数汇总最相关的热门仓库。
热门项目 全部 18
GitHub 共 18 个仓库,已全部展示(latest updates and bug fixed) DISN: Deep Implicit Surface Network for High-quality Single-view 3D Reconstruction
Linked Dynamic Graph CNN: Learning through Point Cloud by Linking Hierarchical Features
Implementation of "Long-Range Grouping Transformer for Multi-View 3D Reconstruction" [ICCV 2023]
This is the official repository of the original Point Transformer architecture.
Learning Local Displacements for Point Cloud Completion - CVPR 2022
PointNet implementation on Windows (pyTorch version, most of codes are brorrowed from Fxia22)
A python script to convert and down-sample mesh data into pointclouds using FPS algorithm.
The code repository of DGCNN on FPGA: Acceleration of The Point Cloud Classifier Using FPGAs
3D-shape compression with a shape-coded auto-decoder and sinusoidal activations.
PointNet & ShapeNet
A lightweight neural network for multi-view classification and reconstruction.
Three-dimensional model retrieval in single category.
Python implementation of LDGCNN with attention layers
A novel hybrid architecture combining CNNs and Swin Transformers, to address limitations in 3D voxel reconstruction.
Explore the impact of occlusion on Pix2Vox, a multi-view 3D reconstruction model, and possible approaches for improving its generated 3D shapes, including inpainting using StableDiffusion.
Point Cloud Segmentation Using PointNet
该项目在 GitHub 上没有填写描述
关于这个话题
- 清单取自 GitHub 话题页并按 Star 数排序,每次展示前 18 个项目;原始页面见 https://github.com/topics/shapenet-dataset。
- 该话题在 GitHub 上共有 18 个仓库, 本站收录的是其中最热门的 18 个,不是全量列表。
- Star / Fork 每日自动刷新一次,实时数据以 GitHub 为准。
- 当前 18 个项目累计 758 Star,覆盖 3 种主要语言,数据更新于 2026-11-08。
- 中文介绍来自 GitHub 官方话题说明(github/explore)的机器翻译,可点「查看原文」对照;译文缺失时会先展示原文。