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TD 01: Natural Ground Textures
This dataset contains multi-photo texture captures in outdoor nature scenes — all focusing on the ground. 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 — portrait or 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/td01_natural-ground-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/td01_natural-ground-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: Rock and Gravel
- Description:
- surface rocks with gravel and coarse sand
- strong sunlight from the left, sharp shadows
- Number of Photos:
- 7 train
- 2 test
- Edits:
- rotated photos to align sunlight
- removed infrequent objects
- Size: 77.8 Mb
Set #2: Dry Grass with Pine Needles
- Description:
- field of dry grass and pine needles
- sunlight from the top right, some shadows
- Number of Photos:
- 6 train
- 1 test
- Edits:
- removed dry leaves and large plants
- removed sticks, rocks and sporadic daisies
- Size: 95.2 Mb
Set #3: Chipped Stones, Broken Leaves and Twiglets
- Description:
- autumn path with chipped stones and dry broken leaves
- diffuse light on a cloudy day, very soft shadows
- Number of Photos:
- 9 train
- 3 test
- Edits:
- removed anything that looks green, fresh leaves
- removed long sticks and large/odd stones
- Size: 126.9 Mb
Set #4: Grass Clumps and Cracked Dirt
- Description:
- clumps of green grass, clover and patches of cracked dirt
- diffuse light on cloudy day, shadows under large blades of grass
- Number of Photos:
- 9 train
- 2 test
- Edits:
- removed dry leaves, sporadic dandelions, and large objects
- histogram matching for two of the photos so the colors look similar
- Size: 126.8 Mb
Set #5: Dirt, Stones, Rock, Twigs...
- Description:
- intricate micro-scene with grey dirt, surface rock, stones, twigs and organic debris
- diffuse light on cloudy day, soft shadows around the larger objects
- Number of Photos:
- 9 train
- 3 test
- Edits:
- removed odd objects that felt out-of-distribution
- Size: 102.1 Mb
Set #6: Plants with Flowers on Dry Leaves
- Description:
- leafy plants with white flowers on a bed of dry brown leaves
- soft diffuse light, shaded areas under the plants
- Number of Photos:
- 9 train
- 2 test
- Edits:
- none yet, inpainting doesn't work well enough
- would remove long sticks and pieces of wood
- Size: 105.1 Mb
Set #7: Frozen Footpath with Snow
- Description:
- frozen ground on a path with footprints
- areas with snow and dark brown ground beneath
- diffuse lighting on a cloudy day
- Number of Photos:
- 11 train
- 3 test
- Size: 95.5 Mb
Set #8: Pine Needles Forest Floor
- Description:
- forest floor with a mix of brown soil and grass
- variety of dry white leaves, sticks, pinecones, pine needles
- diffuse lighting on a cloudy day
- Number of Photos:
- 15 train
- 4 test
- Size: 160.6 Mb
Set #9: Snow on Grass and Dried Leaves
- Description:
- field in a park with short green grass
- large dried brown leaves and fallen snow on top
- diffuse lighting on a cloudy day
- Number of Photos:
- 8 train
- 3 test
- Size: 99.8 Mb
Set #10: Brown Leaves on Wet Ground
- Description:
- fallew brown leaves on wet ground
- occasional tree root and twiglets
- diffuse lighting on a rainy day
- Number of Photos:
- 17 train
- 4 test
- Size: 186.2 Mb
Set #11: Wet Sand Path with Debris
- Description:
- hard sandy path in the rain
- decomposing leaves and other organic debris
- diffuse lighting on a rainy day
- Number of Photos:
- 17 train
- 4 test
- Size: 186.2 Mb
Set #12: Wood Chips & Sawdust Sprinkled on Forest Path
- Description:
- wood chips, sawdust, twigs and roots on forest path
- intermittent sunlight with shadows of trees
- Number of Photos:
- 8 train
- 2 test
- Size: 110.4 Mb
Set #13: Young Grass Growing in the Dog Park
- Description:
- young grass growing in a dog park after overnight rain
- occasional stones, sticks and twigs, pine needles
- diffuse lighting on a cloudy day
- Number of Photos:
- 17 train
- 4 test
- Size: 193.4 Mb
Set #14: Wavy Wet Beach Sand
- Description:
- wavy wet sand on the beach after the tide retreated
- some dirt and large pieces algae debris
- diffuse lighting on a cloudy day
- Number of Photos:
- 11 train
- 3 test
- Size: 86.5 Mb
Set #15: Dry Dirt Road and Debris from Trees
- Description:
- dirt road of dry compacted sand with debris on top
- old pine needles and dry brown leaves
- diffuse lighting on a cloudy day
- Number of Photos:
- 8 train
- 2 test
- Size: 86.9 Mb
Set #16: Sandy Beach Path with Grass Clumps
- Description:
- path with sand and clumps grass heading towards the beach
- occasional blueish stones, leafy weeds, and yellow flowers
- diffuse lighting on a cloudy day
- Number of Photos:
- 10 train
- 3 test
- Size: 118.8 Mb
Set #17: Pine Needles and Brown Leaves on Park Floor
- Description:
- park floor with predominantly pine needles
- brown leaves from nearby trees, green grass underneath
- diffuse lighting on a cloudy day
- Number of Photos:
- 8 train
- 2 test
- Size: 99.9 Mb
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