dagdiff-dataset / README.md
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metadata
language: en
tags:
  - robotics
  - grasping
  - dual-arm
  - SE(3) x SE(3)
  - point-cloud
  - physics
  - dual-arm grasping
license: apache-2.0
datasets:
  - dg16m-grasps
size_categories:
  - 10K<n<100K

This is the dataset used in the paper, "DAGDiff: Guiding Dual-Arm Grasp Diffusion to Stable and Collision-Free Grasps".

[Project Page] [arXiv] [Github]

Each object in the dataset includes:

  • 3D mesh representations of the object
  • Signed distance field (SDF) data
  • Dual-arm grasp annotations (both positive and negative examples)
  • Split files for training and evaluation (e.g., train_final.txt, test_final.txt)

Dataset Structure

dagdiff-dataset
├── train_final.txt
├── test_final.txt
|
├── grasps/
│   ├── 554fa306799d623af7248d9dbed7a7b8.h5
│   ├── c2ad96f56ec726d270a43c2d978e502e.h5
│   ├── ....
|
├── meshes/
│   ├── 554fa306799d623af7248d9dbed7a7b8.obj
│   ├── c2ad96f56ec726d270a43c2d978e502e.obj
│   ├── ....
|
└── sdf/
    ├── 554fa306799d623af7248d9dbed7a7b8.h5
    ├── c2ad96f56ec726d270a43c2d978e502e.h5
    └── ....