Spaces:
Runtime error
Runtime error
# taken from https://huggingface.co/spaces/kornia/kornia-image-enhancement/blob/main/app.py created from https://github.com/NimaBoscarino | |
# as first try | |
import gradio as gr | |
import kornia as K | |
from kornia.core import Tensor | |
def enhance(file, brightness, contrast, saturation, gamma, hue): | |
# load the image using the rust backend | |
img: Tensor = K.io.load_image(file.name, K.io.ImageLoadType.RGB32) | |
img = img[None] # 1xCxHxW / fp32 / [0, 1] | |
# apply tensor image enhancement | |
x_out: Tensor = K.enhance.adjust_brightness(img, float(brightness)) | |
x_out = K.enhance.adjust_contrast(x_out, float(contrast)) | |
x_out = K.enhance.adjust_saturation(x_out, float(saturation)) | |
x_out = K.enhance.adjust_gamma(x_out, float(gamma)) | |
x_out = K.enhance.adjust_hue(x_out, float(hue)) | |
return K.utils.tensor_to_image(x_out) | |
examples = [ | |
["examples/ninja_turtles.jpg", 0, 1, 1, 1, 0], | |
["examples/kitty.jpg", 0, 1, 1, 1, 0], | |
] | |
title = "Kornia Image Enhancements" | |
description = "<p style='text-align: center'>This is a Gradio demo for Kornia's Image Enhancements.</p><p style='text-align: center'>To use it, simply upload your image, or click one of the examples to load them, and use the sliders to enhance! Read more at the links at the bottom.</p>" | |
article = "<p style='text-align: center'><a href='https://kornia.readthedocs.io/en/latest/' target='_blank'>Kornia Docs</a> | <a href='https://github.com/kornia/kornia' target='_blank'>Kornia Github Repo</a> | <a href='https://kornia-tutorials.readthedocs.io/en/latest/image_enhancement.html' target='_blank'>Kornia Enhancements Tutorial</a></p>" | |
iface = gr.Interface( | |
enhance, | |
[ | |
gr.inputs.Image(type="file"), | |
gr.inputs.Slider(minimum=0, maximum=1, step=0.1, default=0, label="Brightness"), | |
gr.inputs.Slider(minimum=0, maximum=4, step=0.1, default=1, label="Contrast"), | |
gr.inputs.Slider(minimum=0, maximum=4, step=0.1, default=1, label="Saturation"), | |
gr.inputs.Slider(minimum=0, maximum=1, step=0.1, default=1, label="Gamma"), | |
gr.inputs.Slider(minimum=0, maximum=4, step=0.1, default=0, label="Hue"), | |
], | |
"image", | |
examples=examples, | |
# title=title, | |
# description=description, | |
# article=article, | |
live=True | |
) | |
iface.launch() |