aRTF Clothes dataset
Authors/Creators
Description
A dataset of almost 2000 RGB images of clothes in real-world household scenes. All images* are annotated with semantic keypoints, object masks and object bounding boxes using the COCO keypoints format.
The table below summarizes the dataset. Note that the scenes and cloth items for the train and test split are completely distinct to measure generalization across scenes and cloth items.
| # Scenes | # Clothes | # Images | ||||
| Train | Test | Train | Test | Train | Test | |
|
Tshirts |
6 | 8 | 15 | 20 | 210 | 400 |
| Towels | 6 | 8 | 15 | 20 | 210 | 400 |
| Shorts | 6 | 8 | 8 | 9 | 112 | 180 |
| Boxershorts | 6 | 8 | 11 | 11 | 154 | 220 |
| Total | 6 | 8 | 49 | 60 | 686 | 1200 |
* Not all boxershort images have been labeled yet.
Codebase
The codebased used to capture the images and label the dataset is available here.
Files
There are two .zip files available:
- `aRTFClothes-rgb.zip` contains all full-sized images, with COCO and CVAT annotations.
- `aRTFClothes-resized-paper-splits` contains 3 zips that each contain the train/val/test splits (as coco datasets) that were used in the paper. All images are resized to 512x256.
The dataset was released in this paper, if you use the dataset in scientific publications we ask to cite this work.
Files
examples.png
Additional details
Funding
- Research Foundation - Flanders
Software
- Repository URL
- https://github.com/tlpss/aRTF-Clothes-dataset