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Datasets/ShapeNet

ShapeNet

3DImagesPoint cloudCustom (non-commerical)Introduced 2015-01-01

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

Benchmarks

10-shot image generation/Mean IoU 3D/IoU 3D/Chamfer Distance 3D/F-Score@1%3D/3DIoU 3D/F-Score 3D Object Reconstruction/3DIoU 3D Reconstruction/IoU 3D Reconstruction/Chamfer Distance 3D Reconstruction/F-Score@1%Object Reconstruction/3DIoU Point Cloud Completion/Chamfer Distance Point Cloud Completion/F-Score@1%Point Cloud Completion/Earth Mover's Distance Point Cloud Completion/Frechet Point cloud Distance Point Cloud Completion/Chamfer Distance L2 Point Cloud Generation/CD Point Cloud Generation/EMD Point Cloud Generation/1-NNA-CD Point Cloud Generation/1-NNA-EMD Point Cloud Generation/Chamfer Distance Point Cloud Generation/F-Score@1%Point Cloud Generation/Earth Mover's Distance Point Cloud Generation/Frechet Point cloud Distance Point Cloud Generation/Chamfer Distance L2 Reconstruction/3DIoU Reconstruction/F-Score Semantic Segmentation/Mean IoU Single-View 3D Reconstruction/3DIoU Single-View 3D Reconstruction/F-Score

Related Benchmarks

ShapeNet Airplane/Point Cloud Generation/1-NNA-CD ShapeNet Airplane/Point Cloud Generation/1-NNA-EMD ShapeNet Airplane/Point Cloud Generation/CD ShapeNet Airplane/Point Cloud Generation/EMD ShapeNet Airplane/Point Cloud Generation/MMD-CD ShapeNet Car/Novel View Synthesis/SSIM ShapeNet Car/Point Cloud Generation/1-NNA-CD ShapeNet Car/Point Cloud Generation/1-NNA-EMD ShapeNet Car/Point Cloud Generation/CD ShapeNet Car/Point Cloud Generation/EMD ShapeNet Car/Point Cloud Generation/MMD-CD ShapeNet Chair/Novel View Synthesis/SSIM ShapeNet Chair/Point Cloud Generation/1-NNA-CD ShapeNet Chair/Point Cloud Generation/1-NNA-EMD ShapeNet Chair/Point Cloud Generation/CD ShapeNet Chair/Point Cloud Generation/EMD ShapeNet Chair/Point Cloud Generation/MMD-CD ShapeNet-Part/10-shot image generation/Class Average IoU ShapeNet-Part/10-shot image generation/Instance Average IoU ShapeNet-Part/Semantic Segmentation/Class Average IoU ShapeNet-Part/Semantic Segmentation/Instance Average IoU ShapeNet-Part/Training-free 3D Part Segmentation/Need 3D Data?ShapeNet-Part/Training-free 3D Part Segmentation/Parameters ShapeNet-Part/Training-free 3D Part Segmentation/mIoU ShapeNet-ViPC/Point Cloud Completion/Chamfer Distance ShapeNet-ViPC/Point Cloud Generation/Chamfer Distance ShapeNetCore/3D/3DIoU ShapeNetCore/Reconstruction/3DIoU ShapeNetCore/Single-View 3D Reconstruction/3DIoU ShapeNetCore 55/3D/Mean AP

Statistics

Papers: 1,947
Benchmarks: 30

Links

Tasks

10-shot image generation 3D 3D Object Reconstruction 3D Part Segmentation 3D Reconstruction Novel View Synthesis Object Reconstruction Point Cloud Completion Point Cloud Generation Reconstruction Semantic Segmentation Single-View 3D Reconstruction Training-free 3D Part Segmentation