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--- |
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license: cc-by-4.0 |
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dataset_info: |
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features: |
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- name: image |
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dtype: image |
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- name: label |
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dtype: |
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class_label: |
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names: |
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'0': banded |
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'1': blotchy |
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'2': braided |
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'3': bubbly |
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'4': bumpy |
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'5': chequered |
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'6': cobwebbed |
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'7': cracked |
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'8': crosshatched |
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'9': crystalline |
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'10': dotted |
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'11': fibrous |
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'12': flecked |
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'13': freckled |
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'14': frilly |
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'15': gauzy |
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'16': grid |
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'17': grooved |
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'18': honeycombed |
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'19': interlaced |
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'20': knitted |
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'21': lacelike |
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'22': lined |
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'23': marbled |
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'24': matted |
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'25': meshed |
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'26': paisley |
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'27': perforated |
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'28': pitted |
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'29': pleated |
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'30': polka-dotted |
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'31': porous |
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'32': potholed |
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'33': scaly |
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'34': smeared |
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'35': spiralled |
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'36': sprinkled |
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'37': stained |
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'38': stratified |
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'39': striped |
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'40': studded |
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'41': swirly |
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'42': veined |
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'43': waffled |
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'44': woven |
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'45': wrinkled |
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'46': zigzagged |
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splits: |
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- name: train |
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num_bytes: 226313270.04 |
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num_examples: 1880 |
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- name: test |
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num_bytes: 172035822 |
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num_examples: 1880 |
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- name: validation |
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num_bytes: 222278767.48 |
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num_examples: 1880 |
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download_size: 629315160 |
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dataset_size: 620627859.52 |
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task_categories: |
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- image-classification |
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language: |
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- en |
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tags: |
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- texture |
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- computer-vision |
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pretty_name: Describable Textures Dataset |
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size_categories: |
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- 1K<n<10K |
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--- |
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# Dataset Card for Describable Textures Dataset (DTD) |
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## Dataset Description |
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- Homepage: https://www.robots.ox.ac.uk/~vgg/data/dtd/ |
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- Repository: https://github.com/mcimpoi/deep-fbanks |
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- Paper: https://openaccess.thecvf.com/content_cvpr_2014/html/Cimpoi_Describing_Textures_in_2014_CVPR_paper.html |
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- Leaderboard: https://paperswithcode.com/sota/image-classification-on-dtd |
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### Dataset Summary |
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Texture classification dataset; consists of 47 categories, 120 images per class. |
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### Data Splits |
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Equally split into train, val, test; The original paper proposed 10 splits; recent works (BYOL, arxiv:2006.07733) use only first split. |
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### Licensing Information |
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Not defined at https://www.robots.ox.ac.uk/~vgg/data/dtd/ |
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### Citation Information |
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@InProceedings{cimpoi14describing, |
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Author = {M. Cimpoi and S. Maji and I. Kokkinos and S. Mohamed and and A. Vedaldi}, |
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Title = {Describing Textures in the Wild}, |
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Booktitle = {Proceedings of the {IEEE} Conf. on Computer Vision and Pattern Recognition ({CVPR})}, |
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Year = {2014}} |
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