Textures-DTD Dataset

Dataset details

Last updated: 15 Dec 2022
Meta Album ID MNF.TEX_DTD
Domain ID MNF
Domain Name Manufacturing
Set Number 1
Dataset ID TEX_DTD
Dataset Name Textures-DTD
Short Description Textures dataset from Describable Textures Dataset
Long Description The Textures DTD dataset(https://www.robots.ox.ac.uk/~vgg/data/dtd/index.html) is a large textures dataset which consists of 5 640 images. The data is collected from Google and Flicker by the original authors of the paper 'Describing Textures in the Wild'. The data was annotated using Amazon Mechanical Turk. The data collection process is mentioned on the dataset overview page. For Meta-Album meta-dataset, this dataset is preprocessed by cropping the images to square images and then resizing them to 128x128 using Open-CV with an anti-aliasing filter. This dataset has 47 class labels.
# Classes 47
# Images 5640
Keywords textures, manufacturing
Data Format images
Image size 128x128
License
(original data release)		 Open for research purposes
License
(Meta-Album data release)		 CC BY-NC 4.0
License URL
(Meta-Album data release)		 https://creativecommons.org/licenses/by-nc/4.0/
Source Describable Textures Dataset (DTD), University of Oxford, England
Source URL https://www.robots.ox.ac.uk/~vgg/data/dtd/
Original Author Mircea Cimpoi, Subhransu354Maji, Iasonas Kokkinos, Sammy Mohamed, Andrea Vedaldi
Original contact {mircea, vedaldi}@robots.ox.ac.uk
Meta Album author Ihsan Ullah
Created Date 01 March 2022
Contact Name Ihsan Ullah
Contact Email meta-album@chalearn.org
Contact URL https://meta-album.github.io/

Download Meta-data files

Dataset Info Datasheet

Download Dataset from OpenML

Dataset Version OpenML ID
Micro 44250 Download
Mini 44294 Download
Extended 44328 Download

Code to download dataset using OpenML API

      # import openml
      import openml
  
      # download dataset with DATASET_ID. DATASET_ID is OpenML ID
      dataset = openml.datasets.get_dataset(DATASET_ID)
  
      # display dataset info
      print(dataset.name)

Sample Images

Cite this dataset 

@InProceedings{cimpoi14describing,
	Author    = {M. Cimpoi and S. Maji and I. Kokkinos and S. Mohamed and and A. Vedaldi},
	Title     = {Describing Textures in the Wild},
	Booktitle = {Proceedings of the {IEEE} Conf. on Computer Vision and Pattern Recognition ({CVPR})},
	Year      = {2014}
}
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Cite Meta-Album

  @inproceedings{meta-album-2022,
    title={Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification},
    author={Ullah, Ihsan and Carrion, Dustin and Escalera, Sergio and Guyon, Isabelle M and Huisman, Mike and Mohr, Felix and van Rijn, Jan N and Sun, Haozhe and Vanschoren, Joaquin and Vu, Phan Anh},
    booktitle={Thirty-sixth Conference on Neural Information Processing Systems Datasets and Benchmarks Track},
    url = {https://meta-album.github.io/},
    year = {2022}
  }
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