Authors: Nadav Babai | Sören Räuchle @ 3pc GmbH
This service extracting the color palette of an input image. The algorithm is handling foreground/background as well as 'shiny' colors (colors inside the image with a high saturation value). Additionally, the color name is classified by a given color Excel sheet during the extraction phrase by nearest-neighbor.
- Install dependencies:
poetry install - Install Testing dependencies:
poetry install --with test,dev - Run Tests:
poetry run pytest
- Python 3.11
- Poetry
- Pytorch
- Cuda
- More dependencies
pyproject.yml - Runtime dependencies
docker-compose.yml
- Poetry installed -> How To
- Poetry Dynamic Versioning plugin installed -> How to
- GPU preferable for inference speed [RTX 4070 | RTX 2070 | 2080 (ti) tested]
- Cuda 11.8 installed (if GPU available) -> How to | Linux
#2e2b2aratio: 31.23 name: darkslategray#967c69ratio: 10.99 name: gray#6c5846ratio: 8.58 name: darkolivegreen#cab6a2ratio: 6.46 name: tan#6a787dratio: 4.5 name: slategray#585650ratio: 4.35 name: dimgray#4b6478ratio: 2.73 name: dimgray#a8aeaeratio: 0.31 name: darkgray#9da1a5ratio: 0.26 name: darkgray
#4b6478ratio: 2.73 name: dimgray#6c5846ratio: 8.58 name: darkolivegreen#967c69ratio: 10.99 name: gray
#a9a9a9ratio: 24.53 name: darkgray#362d29ratio: 3.88 name: darkslategray#6f6d6aratio: 1.59 name: dimgray#c2c4bfratio: 0.3 name: silver#5c5350ratio: 0.18 name: dimgray#857a77ratio: 0.08 name: gray#978970ratio: 0.03 name: gray#d7c6b2ratio: 0.03 name: silver#695e4bratio: 0.01 name: dimgray
#695e4bratio: 0.01 name: dimgray#978970ratio: 0.03 name: gray#362d29ratio: 3.88 name: darkslategray
#FF0000