
_The Dataset Teaser is now enabled instead! Isn't this better?_

![preview of all texture sets](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/teaser.webp)


# 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](https://pypi.org/project/jxlpy/) with `pip install jxlpy`:

```python
# 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`:

```python
# 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

![preview of the files in Set #1](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set01.webp)

* **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

![preview of the files in Set #2](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set02.webp)

* **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

![preview of the files in Set #3](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set03.webp)

* **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

![preview of the files in Set #4](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set04.webp)

* **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...

![preview of the files in Set #5](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set05.webp)

* **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

![preview of the files in Set #6](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set06.webp)

* **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

![preview of the files in Set #7](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set07.webp)

* **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

![preview of the files in Set #8](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set08.webp)

* **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

![preview of the files in Set #9](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set09.webp)

* **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

![preview of the files in Set #10](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set10.webp)

* **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

![preview of the files in Set #11](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set11.webp)

* **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

![preview of the files in Set #12](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set12.webp)

* **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

![preview of the files in Set #13](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set13.webp)

* **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

![preview of the files in Set #14](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set14.webp)

* **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

![preview of the files in Set #15](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set15.webp)

* **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

![preview of the files in Set #17](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set17.webp)

* **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

![preview of the files in Set #16](https://huggingface.co/datasets/texturedesign/td01_natural-ground-textures/resolve/main/docs/set16.webp)

* **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

task_categories:unconditional-image-generation annotations_creators:expert-generated size_categories:n<1K source_datasets:original license:cc-by-nc-4.0 texture-synthesis photography non-infringing region:us
{"annotations_creators": ["expert-generated"], "language_creators": [], "language": [], "license": ["cc-by-nc-4.0"], "multilinguality": [], "size_categories": ["n<1K"], "source_datasets": ["original"], "task_categories": ["unconditional-image-generation"], "task_ids": [], "pretty_name": "TD01: Natural Ground Texture Photos", "tags": ["texture-synthesis", "photography", "non-infringing"], "viewer": false}
TAGS
#task_categories-unconditional-image-generation #annotations_creators-expert-generated #size_categories-n<1K #source_datasets-original #license-cc-by-nc-4.0 #texture-synthesis #photography #non-infringing #region-us 


_The Dataset Teaser is now enabled instead! Isn't this better?_

!preview of all texture sets


# 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':



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



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

!preview of the files in Set #1

* 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

!preview of the files in Set #2

* 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

!preview of the files in Set #3

* 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

!preview of the files in Set #4

* 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...

!preview of the files in Set #5

* 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

!preview of the files in Set #6

* 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

!preview of the files in Set #7

* 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

!preview of the files in Set #8

* 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

!preview of the files in Set #9

* 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

!preview of the files in Set #10

* 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

!preview of the files in Set #11

* 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

!preview of the files in Set #12

* 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

!preview of the files in Set #13

* 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

!preview of the files in Set #14

* 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

!preview of the files in Set #15

* 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

!preview of the files in Set #17

* 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

!preview of the files in Set #16

* 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

# 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':



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



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

!preview of the files in Set #1

* 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

!preview of the files in Set #2

* 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

!preview of the files in Set #3

* 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

!preview of the files in Set #4

* 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...

!preview of the files in Set #5

* 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

!preview of the files in Set #6

* 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

!preview of the files in Set #7

* 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

!preview of the files in Set #8

* 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

!preview of the files in Set #9

* 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

!preview of the files in Set #10

* 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

!preview of the files in Set #11

* 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

!preview of the files in Set #12

* 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

!preview of the files in Set #13

* 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

!preview of the files in Set #14

* 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

!preview of the files in Set #15

* 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

!preview of the files in Set #17

* 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

!preview of the files in Set #16

* 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
TAGS
#task_categories-unconditional-image-generation #annotations_creators-expert-generated #size_categories-n<1K #source_datasets-original #license-cc-by-nc-4.0 #texture-synthesis #photography #non-infringing #region-us 
 # 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':



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



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

!preview of the files in Set #1

* 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

!preview of the files in Set #2

* 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

!preview of the files in Set #3

* 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

!preview of the files in Set #4

* 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...

!preview of the files in Set #5

* 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

!preview of the files in Set #6

* 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

!preview of the files in Set #7

* 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

!preview of the files in Set #8

* 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

!preview of the files in Set #9

* 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

!preview of the files in Set #10

* 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

!preview of the files in Set #11

* 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

!preview of the files in Set #12

* 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

!preview of the files in Set #13

* 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

!preview of the files in Set #14

* 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

!preview of the files in Set #15

* 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

!preview of the files in Set #17

* 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

!preview of the files in Set #16

* 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
passage: TAGS
#task_categories-unconditional-image-generation #annotations_creators-expert-generated #size_categories-n<1K #source_datasets-original #license-cc-by-nc-4.0 #texture-synthesis #photography #non-infringing #region-us 
# 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':



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



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

!preview of the files in Set #1

* 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

!preview of the files in Set #2

* 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 passage: ## Set #3: Chipped Stones, Broken Leaves and Twiglets

!preview of the files in Set #3

* 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

!preview of the files in Set #4

* 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...

!preview of the files in Set #5

* 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

!preview of the files in Set #6

* 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

!preview of the files in Set #7

* 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

!preview of the files in Set #8

* 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 passage: ## Set #9: Snow on Grass and Dried Leaves

!preview of the files in Set #9

* 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

!preview of the files in Set #10

* 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

!preview of the files in Set #11

* 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

!preview of the files in Set #12

* 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

!preview of the files in Set #13

* 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

!preview of the files in Set #14

* 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

!preview of the files in Set #15

* 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