ShapeNet

Dataset Information
Modalities
Images, 3D, Point cloud
Languages
Chinese
Introduced
2015
License
Custom (non-commerical)
Homepage
Official Website
Contents

Overview

ShapeNet is a large scale repository for 3D CAD models developed by researchers from Stanford University, Princeton University and the Toyota Technological Institute at Chicago, USA. The repository contains over 300M models with 220,000 classified into 3,135 classes arranged using WordNet hypernym-hyponym relationships. ShapeNet Parts subset contains 31,693 meshes categorised into 16 common object classes (i.e. table, chair, plane etc.). Each shapes ground truth contains 2-5 parts (with a total of 50 part classes).

Source: A review on deep learning techniques for 3D sensed data classification
Image Source: ShapeNet: An Information-Rich 3D Model Repository

Variants: ShapeNet, ShapeNet Car, ShapeNet Chair, ShapeNet-Part, ShapeNet Airplane

Associated Benchmarks

This dataset is used in 6 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
3D Reconstruction MD-GON Mixing-Denoising Generalizable Occupancy Networks 2023-11-20
Point Cloud Completion PSCU Parametric Surface Constrained Upsampler Network … 2023-03-14
Point Cloud Completion AdaPoinTr AdaPoinTr: Diverse Point Cloud Completion … 2023-01-11
Point Cloud Generation LION LION: Latent Point Diffusion Models … 2022-10-12
3D Reconstruction FS-SDF Few 'Zero Level Set'-Shot Learning … 2022-07-09
Point Cloud Completion SnowFlakeNet Snowflake Point Deconvolution for Point … 2022-02-18
3D Reconstruction POCO POCO: Point Convolution for Surface … 2022-01-05
Semantic Segmentation PatchFormer PatchFormer: An Efficient Point Transformer … 2021-10-30
Point Cloud Completion PoinTr PoinTr: Diverse Point Cloud Completion … 2021-08-19
3D Reconstruction EVolT Multi-view 3D Reconstruction with Transformer 2021-03-24
Single-View 3D Reconstruction ZubicLio An Effective Loss Function for … 2021-03-05
3D Reconstruction ZubicLio An Effective Loss Function for … 2021-03-05
Point Cloud Completion SpareNet Style-based Point Generator with Adversarial … 2021-03-03
3D Reconstruction ConvONet Dynamic Plane Convolutional Occupancy Networks 2020-11-11
3D Reconstruction DP-ConvONet Dynamic Plane Convolutional Occupancy Networks 2020-11-11
3D Reconstruction ONet Dynamic Plane Convolutional Occupancy Networks 2020-11-11
Point Cloud Completion GRNet GRNet: Gridding Residual Network for … 2020-06-06
Semantic Segmentation JSNet JSNet: Joint Instance and Semantic … 2019-12-20
Single-View 3D Reconstruction SDFDiff SDFDiff: Differentiable Rendering of Signed … 2019-12-15
Point Cloud Completion MSN Morphing and Sampling Network for … 2019-11-30

Research Papers

Recent papers with results on this dataset:

External Links: