texturedesign/td02_urban-surface-textures

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TD 02: Urban Surface Textures

This dataset contains multi-photo texture captures in outdoor urban scenes — many focusing on the ground and the others are walls. Each set has different photos that showcase texture variety, making them ideal for training a domain-specific image generator!

Overall information about this dataset:

• Format — JPEG-XL, lossless RGB
• Resolution — 4032 × 2268
• Device — mobile camera
• Technique — hand-held
• Orientation — landscape
• Author: Alex J. Champandard
• Configurations: 4K, 2K (default), 1K

To load the medium- and high-resolution images of the dataset, you'll need to install jxlpy from PyPI with pip install jxlpy:

# Recommended use, JXL at high-quality.
from jxlpy import JXLImagePlugin
from datasets import load_dataset
d = load_dataset('texturedesign/td02_urban-surface-textures', 'JXL@4K', num_proc=4)

print(len(d['train']), len(d['test']))

The lowest-resolution images are available as PNG with a regular installation of pillow:

# Alternative use, PNG at low-quality.
from datasets import load_dataset
d = load_dataset('texturedesign/td02_urban-surface-textures', 'PNG@1K', num_proc=4)

# EXAMPLE: Discard all other sets except Set #1.
dataset = dataset.filter(lambda s: s['set'] == 1)
# EXAMPLE: Only keep images with index 0 and 2.
dataset = dataset.select([0, 2])

Use built-in dataset filter() and select() to narrow down the loaded dataset for training, or to ease with development.

Set #1: Interlocked Paving with Mulch

• Description:
  • grey H-shaped tiles interlocked together as the base
  • brown mulch made of woodchips on top
  • diffuse lighting, cloudy day
• Number of Photos:
  • 18 train
  • 5 test
• Size: 222 Mb

Set #2: Outdoor Parking Area

• Description:
  • diamond shape concrete floor tiles
  • grass growing in the middle part
  • sunny day, shadows and sunlight
• Number of Photos:
  • 19 train
  • 6 test
• Size: 270 Mb

Set #3: Red Brick Wall Cliché

• Description:
  • red brick wall with dark grey mortar
  • signs of weathering and black splashes
  • cloudy day, diffuse lighting
• Number of Photos:
  • 10 train
  • 4 test
• Size: 100 Mb

Set #4: Not Asphalt, Sparkling Bitumen

• Description:
  • asphalt with sparkeling gravel sticking out
  • sunny day, strong light from right
• Number of Photos:
  • 5 train
  • 2 test
• Size: 65 Mb

Set #5: Under The Dallage? Oui.

• Description:
  • grey floor tiles of different square and rectangular shape
  • cloudy day, diffuse lighting
• Number of Photos:
  • 11 train
  • 4 test
• Size: 103 Mb

Set #6: Cracked Road and Scattered Gravel

• Description:
  • asphalt road with cracks at varying scales
  • occasionally gravel scattered around
  • sunny day, varied lighting and soft shadows
• Number of Photos:
  • 27 train
  • 7 test
• Size: 281 Mb

Set #7: Funky Grey/Red Brick Wall

• Description:
  • red brick wall with grey mortar
  • cool weathering patterns on the bricks, cement marks
  • diffuse light from above
• Number of Photos:
  • 6 train
  • 2 test
• Size: 52 Mb

Set #8: Corrugated Metal Wall

• Description:
  • corrugated metal wall used on a construction site
  • no significant effects from lighting
• Number of Photos:
  • 6 train
  • 2 test
• Size: 37 Mb

Set #9: Colorful Aligned Paving Stones

• Description:
  • square or rectangular pavement stones with rounded corners
  • variety of different colors, dark gaps between
  • neutral lighting in the shade
• Number of Photos:
  • 5 train
  • 1 test
• Size: 46 Mb

Set #10: Fancy Footpath Concrete

• Description:
  • fancy-looking concrete path in the park
  • long straight gaps between the tiles
  • strong sunlight from the left side
• Number of Photos:
  • 11 train
  • 4 test
• Size: 137 Mb

Set #11: Asphalt Slowly Turning Green

• Description:
  • dirty asphalt with darker patches
  • cloudy day, diffuse lighting
• Number of Photos:
  • 9 train
  • 2 test
• Size: 95 Mb

Set #12: Clay Tiles on Old Patio

• Description:
  • clay tiles in grey cement
  • drops of white dirt and rusty patches
  • diffuse lighting in the shade
• Number of Photos:
  • 8 train
  • 2 test
• Size: 64.6 Mb

Set #13: Brown Shed Wooden Planks

• Description:
  • beige wooden planks with dark knots
  • outside wall of a brown shed
  • diffuse lighting in the shade
• Number of Photos:
  • 5 train
  • 1 test
• Size: 31.5 Mb

Set #14: Hexagonal Plastic Grid for White Gravel

• Description:
  • plastic grid, both white and black, with hexagonal tiles
  • white decorative gravel within the alcoves
  • areas mostly in the shade and more with the sun
• Number of Photos:
  • 8 train
  • 2 test
• Size: 87.5 Mb

Set #15: Blue-Painted Wooden Shutters

• Description:
  • blue-painted outdoor shutters made of wood
  • weathered paint that's cracking and new-looking parts
  • metal bars partly rusty, some well preserved
  • diffuse lighting in the shade
• Number of Photos:
  • 10 train
  • 2 test
• Size: 42.7 Mb

Set #16: Weathered Sand-Blasted Concrete Wall

• Description:
  • concrete wall with a sand-blasted texture
  • weathering that includes mold, water stains, broken concrete
  • diffuse lighting in the shade
• Number of Photos:
  • 10 train
  • 2 test
• Size: 112.2 Mb

Set #17: Dirty & Dusty Square Stone Paving

• Description:
  • staggered grey square stone paving, light cement
  • dirt and dust on the surface, weathering
  • diffuse lighting on a cloudy day
• Number of Photos:
  • 14 train
  • 4 test
• Size: 118.3 Mb

Set #18: Old Clay Brick Wall

• Description:
  • old clay bricks in a church wall
  • different types of damage and weathering
  • varied conditions depending on direction
  • mixed lighting in the shade and sun
• Number of Photos:
  • 14 train
  • 3 test
• Size: 116.7 Mb

Set #19: Cobblestone Pavement with Grass Clumps

• Description:
  • old cobblestone pavement with aged stones
  • grass or cement between the cobble stones
  • diffuse lighting in the shade
• Number of Photos:
  • 17 train
  • 4 test
• Size: 179.8 Mb

Set #20: Gosh, So Shiny! New Asphalt

• Description:
  • new asphalt with dark bitumen with embedded bright grey gravel
  • mixed lighting, mostly in shadow with specular secondary light
• Number of Photos:
  • 13 train
  • 3 test
• Size: 108.7 Mb