|
--- |
|
configs: |
|
- config_name: 'omni' |
|
data_files: |
|
- path: data/train/omni/*.tar |
|
split: train |
|
- config_name: 'cps' |
|
data_files: |
|
- path: data/train/cps/*.tar |
|
split: train |
|
- config_name: 'ycbv' |
|
data_files: |
|
- path: data/train/ycbv/*.tar |
|
split: train |
|
- config_name: 'tless' |
|
data_files: |
|
- path: data/train/tless/*.tar |
|
split: train |
|
task_categories: |
|
- zero-shot-classification |
|
- object-detection |
|
- depth-estimation |
|
- image-classification |
|
- image-segmentation |
|
- image-feature-extraction |
|
- image-to-3d |
|
- zero-shot-object-detection |
|
pretty_name: Dropjects |
|
size_categories: |
|
- 10K<n<1M |
|
--- |
|
# Dataset Card for Dropjects |
|
|
|
Dropjects is a synthetic stereo RGB-D object dataset, created at the Chair of Cyber-Physical Systems in Production Engineering at the Technical University of Munich. |
|
It contains pose, bounding box, and segmentation masks for different sets of objects. |
|
|
|
## Dataset Details |
|
|
|
### Subsets |
|
You can choose subsets with different sets of objects. Currently, there are the following subsets/object sets: |
|
- omni (500k images): Contains ~6k objects of the [OmniObject3D dataset](https://omniobject3d.github.io/) |
|
- ycbv (50k images): Contains the [YCB Video objects](https://rse-lab.cs.washington.edu/projects/posecnn/) |
|
- tless (50k images): Contains the [TLESS objects](http://cmp.felk.cvut.cz/t-less/) |
|
- cps (50k images): Contains the Dropjects objects (TBA) |
|
|
|
Then you can load the dataset like this, for example all lighting conditions for the stapler in the box, with clutter |
|
``` |
|
from datasets import load_dataset |
|
|
|
ds = load_dataset("LukasDb/dropjects", "omni", streaming=True, trust_remote_code=True, split='train') |
|
for data in ds.with_format('tensorflow'): |
|
rgb = data['rgb'] # tf.uint8 Tensor, (h,w,3) |
|
``` |
|
|
|
|
|
### Dataset Description |
|
|
|
- **Curated by:** lukas.dirnberger@tum.de |
|
- **License:** CC |
|
|
|
### Dataset Sources |
|
|
|
<!-- Provide the basic links for the dataset. --> |
|
|
|
- **Repository:** TBA |
|
- **Paper:** TBA |
|
|
|
## Dataset Structure |
|
|
|
TBA |
|
|
|
## Citation |
|
|
|
**BibTeX:** |
|
TBA |
|
|
|
## Dataset Card Authors and Contact |
|
|
|
Lukas Dirnberger (lukas.dirnberger@tum.de) |