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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
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