DTD (Describable Textures Dataset)

Introduced by Cimpoi et al. in Describing Textures in the Wild

The Describable Textures Dataset (DTD) contains 5640 texture images in the wild. They are annotated with human-centric attributes inspired by the perceptual properties of textures.

Source: Where is the Fake? Patch-Wise Supervised GANs for Texture Inpainting

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Benchmarks

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Task	Dataset Variant	Best Model
Image Classification	DTD	RADAM
Prompt Engineering	DTD	PromptKD
Neural Architecture Search	DTD	NAT-M3
Few-Shot Learning	DTD	Variational Prompt Tuning

Papers

Paper	Code	Results	Date	Stars

Dataset Loaders

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pytorch/vision

15,429

tensorflow/datasets

4,169

Tasks

Image Classification
Few-Shot Learning
Neural Architecture Search

Prompt Engineering

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Source: https://www.robots.ox.ac.uk/~vgg/data/dtd/.

Usage

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Custom (research-only)

Modalities

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DTD (Describable Textures Dataset)

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