import spaces import argparse from omegaconf import OmegaConf import gradio as gr from PIL import Image import os import torch import numpy as np import io import yaml from huggingface_hub import hf_hub_download import matplotlib.pyplot as plt #from gradio_imageslider import ImageSlider ## local code from models.interactive_model import NamedCurves def dict2namespace(config): namespace = argparse.Namespace() for key, value in config.items(): if isinstance(value, dict): new_value = dict2namespace(value) else: new_value = value setattr(namespace, key, new_value) return namespace @spaces.GPU def get_named_curves(control_points): linspace = torch.linspace(0, 1, steps=101).unsqueeze(0).unsqueeze(2).repeat(1, 3, 1, 1).to(device) outspace = model.bcpe.apply_cubic_bezier(linspace, control_points) fig = plt.figure() plt.plot(linspace[0, 0, :, 0].cpu().numpy(),outspace[0, 0, :, 0].cpu().numpy(), 'r') plt.plot(linspace[0, 1, :, 0].cpu().numpy(), outspace[0, 1, :, 0].cpu().numpy(), 'g') plt.plot(linspace[0, 2, :, 0].cpu().numpy(), outspace[0, 2, :, 0].cpu().numpy(), 'b') plt.scatter(control_points[0, 0, :, 1].cpu().numpy(), control_points[0, 0, :, 0].cpu().numpy(), c='r', marker='x') plt.scatter(control_points[0, 1, :, 1].cpu().numpy(), control_points[0, 1, :, 0].cpu().numpy(), c='g', marker='x') plt.scatter(control_points[0, 2, :, 1].cpu().numpy(), control_points[0, 2, :, 0].cpu().numpy(), c='b', marker='x') plt.xlim(0, 1) plt.ylim(0, 1) plt.grid() img_buf = io.BytesIO() plt.savefig(img_buf, format='png', bbox_inches='tight', dpi=300) plt.close(fig) return Image.open(img_buf) hf_hub_download(repo_id="davidserra9/NamedCurves", filename="mit5k_uegan_psnr_25.59.pth", local_dir="./") CONFIG = "configs/mit5k_upe_config.yaml" model_pt = "mit5k_uegan_psnr_25.59.pth" # parse config file config = OmegaConf.load(CONFIG) device = "cuda" if torch.cuda.is_available() else "cpu" config['train']['cuda_visible_device'] = device model = NamedCurves(config.model, device=device).to(device) model.load_state_dict(torch.load(model_pt, map_location="cpu")["model_state_dict"]) def load_img(filename, norm=True,): img = np.array(Image.open(filename).convert("RGB")) if norm: img = img / 255. img = img.astype(np.float32) return img @spaces.GPU def process_img(image): img = np.array(image) img = img / 255. img = img.astype(np.float32) y = torch.tensor(img).permute(2,0,1).unsqueeze(0).to(device) with torch.no_grad(): enhanced_img, control_points = model(y, return_curves=True) img_curves = [get_named_curves(control_points_i) for control_points_i in control_points] enhanced_img = enhanced_img.squeeze().permute(1,2,0).clamp_(0, 1).cpu().detach().numpy() enhanced_img = np.clip(enhanced_img, 0. , 1.) enhanced_img = (enhanced_img * 255.0).round().astype(np.uint8) # float32 to uint8 oby_points = control_points[0][0, :, :, 0].detach().cpu().numpy() achr_points = control_points[1][0, :, :, 0].detach().cpu().numpy() pp_points = control_points[2][0, :, :, 0].detach().cpu().numpy() red_points = control_points[3][0, :, :, 0].detach().cpu().numpy() green_points = control_points[4][0, :, :, 0].detach().cpu().numpy() blue_points = control_points[5][0, :, :, 0].detach().cpu().numpy() return img_curves[0], oby_points[0, 0], oby_points[1, 0], oby_points[2, 0], oby_points[0, 1], oby_points[1, 1], oby_points[2, 1], oby_points[0, 2], oby_points[1, 2], oby_points[2, 2], oby_points[0, 3], oby_points[1, 3], oby_points[2, 3], oby_points[0, 4], oby_points[1, 4], oby_points[2, 4], oby_points[0, 5], oby_points[1, 5], oby_points[2, 5], oby_points[0, 6], oby_points[1, 6], oby_points[2, 6], oby_points[0, 7], oby_points[1, 7], oby_points[2, 7], oby_points[0, 8], oby_points[1, 8], oby_points[2, 8], oby_points[0, 9], oby_points[1, 9], oby_points[2, 9], oby_points[0, 10], oby_points[1, 10], oby_points[2, 10], img_curves[1], achr_points[0, 0], achr_points[1, 0], achr_points[2, 0], achr_points[0, 1], achr_points[1, 1], achr_points[2, 1], achr_points[0, 2], achr_points[1, 2], achr_points[2, 2], achr_points[0, 3], achr_points[1, 3], achr_points[2, 3], achr_points[0, 4], achr_points[1, 4], achr_points[2, 4], achr_points[0, 5], achr_points[1, 5], achr_points[2, 5], achr_points[0, 6], achr_points[1, 6], achr_points[2, 6], achr_points[0, 7], achr_points[1, 7], achr_points[2, 7], achr_points[0, 8], achr_points[1, 8], achr_points[2, 8], achr_points[0, 9], achr_points[1, 9], achr_points[2, 9], achr_points[0, 10], achr_points[1, 10], achr_points[2, 10], img_curves[2], pp_points[0, 0], pp_points[1, 0], pp_points[2, 0], pp_points[0, 1], pp_points[1, 1], pp_points[2, 1], pp_points[0, 2], pp_points[1, 2], pp_points[2, 2], pp_points[0, 3], pp_points[1, 3], pp_points[2, 3], pp_points[0, 4], pp_points[1, 4], pp_points[2, 4], pp_points[0, 5], pp_points[1, 5], pp_points[2, 5], pp_points[0, 6], pp_points[1, 6], pp_points[2, 6], pp_points[0, 7], pp_points[1, 7], pp_points[2, 7], pp_points[0, 8], pp_points[1, 8], pp_points[2, 8], pp_points[0, 9], pp_points[1, 9], pp_points[2, 9], pp_points[0, 10], pp_points[1, 10], pp_points[2, 10], img_curves[3], red_points[0, 0], red_points[1, 0], red_points[2, 0], red_points[0, 1], red_points[1, 1], red_points[2, 1], red_points[0, 2], red_points[1, 2], red_points[2, 2], red_points[0, 3], red_points[1, 3], red_points[2, 3], red_points[0, 4], red_points[1, 4], red_points[2, 4], red_points[0, 5], red_points[1, 5], red_points[2, 5], red_points[0, 6], red_points[1, 6], red_points[2, 6], red_points[0, 7], red_points[1, 7], red_points[2, 7], red_points[0, 8], red_points[1, 8], red_points[2, 8], red_points[0, 9], red_points[1, 9], red_points[2, 9], red_points[0, 10], red_points[1, 10], red_points[2, 10], img_curves[4], green_points[0, 0], green_points[1, 0], green_points[2, 0], green_points[0, 1], green_points[1, 1], green_points[2, 1], green_points[0, 2], green_points[1, 2], green_points[2, 2], green_points[0, 3], green_points[1, 3], green_points[2, 3], green_points[0, 4], green_points[1, 4], green_points[2, 4], green_points[0, 5], green_points[1, 5], green_points[2, 5], green_points[0, 6], green_points[1, 6], green_points[2, 6], green_points[0, 7], green_points[1, 7], green_points[2, 7], green_points[0, 8], green_points[1, 8], green_points[2, 8], green_points[0, 9], green_points[1, 9], green_points[2, 9], green_points[0, 10], green_points[1, 10], green_points[2, 10], img_curves[5], blue_points[0, 0], blue_points[1, 0], blue_points[2, 0], blue_points[0, 1], blue_points[1, 1], blue_points[2, 1], blue_points[0, 2], blue_points[1, 2], blue_points[2, 2], blue_points[0, 3], blue_points[1, 3], blue_points[2, 3], blue_points[0, 4], blue_points[1, 4], blue_points[2, 4], blue_points[0, 5], blue_points[1, 5], blue_points[2, 5], blue_points[0, 6], blue_points[1, 6], blue_points[2, 6], blue_points[0, 7], blue_points[1, 7], blue_points[2, 7], blue_points[0, 8], blue_points[1, 8], blue_points[2, 8], blue_points[0, 9], blue_points[1, 9], blue_points[2, 9], blue_points[0, 10], blue_points[1, 10], blue_points[2, 10], Image.fromarray(enhanced_img) @spaces.GPU def process_img_with_sliders(image, oby_red_p0, oby_green_p0, oby_blue_p0, oby_red_p1, oby_green_p1, oby_blue_p1, oby_red_p2, oby_green_p2, oby_blue_p2, oby_red_p3, oby_green_p3, oby_blue_p3, oby_red_p4, oby_green_p4, oby_blue_p4, oby_red_p5, oby_green_p5, oby_blue_p5, oby_red_p6, oby_green_p6, oby_blue_p6, oby_red_p7, oby_green_p7, oby_blue_p7, oby_red_p8, oby_green_p8, oby_blue_p8, oby_red_p9, oby_green_p9, oby_blue_p9, oby_red_p10, oby_green_p10, oby_blue_p10, achro_red_p0, achro_green_p0, achro_blue_p0, achro_red_p1, achro_green_p1, achro_blue_p1, achro_red_p2, achro_green_p2, achro_blue_p2, achro_red_p3, achro_green_p3, achro_blue_p3, achro_red_p4, achro_green_p4, achro_blue_p4, achro_red_p5, achro_green_p5, achro_blue_p5, achro_red_p6, achro_green_p6, achro_blue_p6, achro_red_p7, achro_green_p7, achro_blue_p7, achro_red_p8, achro_green_p8, achro_blue_p8, achro_red_p9, achro_green_p9, achro_blue_p9, achro_red_p10, achro_green_p10, achro_blue_p10, pp_red_p0, pp_green_p0, pp_blue_p0, pp_red_p1, pp_green_p1, pp_blue_p1, pp_red_p2, pp_green_p2, pp_blue_p2, pp_red_p3, pp_green_p3, pp_blue_p3, pp_red_p4, pp_green_p4, pp_blue_p4, pp_red_p5, pp_green_p5, pp_blue_p5, pp_red_p6, pp_green_p6, pp_blue_p6, pp_red_p7, pp_green_p7, pp_blue_p7, pp_red_p8, pp_green_p8, pp_blue_p8, pp_red_p9, pp_green_p9, pp_blue_p9, pp_red_p10, pp_green_p10, pp_blue_p10, red_red_p0, red_green_p0, red_blue_p0, red_red_p1, red_green_p1, red_blue_p1, red_red_p2, red_green_p2, red_blue_p2, red_red_p3, red_green_p3, red_blue_p3, red_red_p4, red_green_p4, red_blue_p4, red_red_p5, red_green_p5, red_blue_p5, red_red_p6, red_green_p6, red_blue_p6, red_red_p7, red_green_p7, red_blue_p7, red_red_p8, red_green_p8, red_blue_p8, red_red_p9, red_green_p9, red_blue_p9, red_red_p10, red_green_p10, red_blue_p10, green_red_p0, green_green_p0, green_blue_p0, green_red_p1, green_green_p1, green_blue_p1, green_red_p2, green_green_p2, green_blue_p2, green_red_p3, green_green_p3, green_blue_p3, green_red_p4, green_green_p4, green_blue_p4, green_red_p5, green_green_p5, green_blue_p5, green_red_p6, green_green_p6, green_blue_p6, green_red_p7, green_green_p7, green_blue_p7, green_red_p8, green_green_p8, green_blue_p8, green_red_p9, green_green_p9, green_blue_p9, green_red_p10, green_green_p10, green_blue_p10, blue_red_p0, blue_green_p0, blue_blue_p0, blue_red_p1, blue_green_p1, blue_blue_p1, blue_red_p2, blue_green_p2, blue_blue_p2, blue_red_p3, blue_green_p3, blue_blue_p3, blue_red_p4, blue_green_p4, blue_blue_p4, blue_red_p5, blue_green_p5, blue_blue_p5, blue_red_p6, blue_green_p6, blue_blue_p6, blue_red_p7, blue_green_p7, blue_blue_p7, blue_red_p8, blue_green_p8, blue_blue_p8, blue_red_p9, blue_green_p9, blue_blue_p9, blue_red_p10, blue_green_p10, blue_blue_p10, ): x = np.linspace(0, 1, 11) oby_r_y = [float(oby_red_p0), float(oby_red_p1), float(oby_red_p2), float(oby_red_p3), float(oby_red_p4), float(oby_red_p5), float(oby_red_p6), float(oby_red_p7), float(oby_red_p8), float(oby_red_p9), float(oby_red_p10)] oby_g_y = [float(oby_green_p0), float(oby_green_p1), float(oby_green_p2), float(oby_green_p3), float(oby_green_p4), float(oby_green_p5), float(oby_green_p6), float(oby_green_p7), float(oby_green_p8), float(oby_green_p9), float(oby_green_p10)] oby_b_y = [float(oby_blue_p0), float(oby_blue_p1), float(oby_blue_p2), float(oby_blue_p3), float(oby_blue_p4), float(oby_blue_p5), float(oby_blue_p6), float(oby_blue_p7), float(oby_blue_p8), float(oby_blue_p9), float(oby_blue_p10)] achro_r_y = [float(achro_red_p0), float(achro_red_p1), float(achro_red_p2), float(achro_red_p3), float(achro_red_p4), float(achro_red_p5), float(achro_red_p6), float(achro_red_p7), float(achro_red_p8), float(achro_red_p9), float(achro_red_p10)] achro_g_y = [float(achro_green_p0), float(achro_green_p1), float(achro_green_p2), float(achro_green_p3), float(achro_green_p4), float(achro_green_p5), float(achro_green_p6), float(achro_green_p7), float(achro_green_p8), float(achro_green_p9), float(achro_green_p10)] achro_b_y = [float(achro_blue_p0), float(achro_blue_p1), float(achro_blue_p2), float(achro_blue_p3), float(achro_blue_p4), float(achro_blue_p5), float(achro_blue_p6), float(achro_blue_p7), float(achro_blue_p8), float(achro_blue_p9), float(achro_blue_p10)] pp_r_y = [float(pp_red_p0), float(pp_red_p1), float(pp_red_p2), float(pp_red_p3), float(pp_red_p4), float(pp_red_p5), float(pp_red_p6), float(pp_red_p7), float(pp_red_p8), float(pp_red_p9), float(pp_red_p10)] pp_g_y = [float(pp_green_p0), float(pp_green_p1), float(pp_green_p2), float(pp_green_p3), float(pp_green_p4), float(pp_green_p5), float(pp_green_p6), float(pp_green_p7), float(pp_green_p8), float(pp_green_p9), float(pp_green_p10)] pp_b_y = [float(pp_blue_p0), float(pp_blue_p1), float(pp_blue_p2), float(pp_blue_p3), float(pp_blue_p4), float(pp_blue_p5), float(pp_blue_p6), float(pp_blue_p7), float(pp_blue_p8), float(pp_blue_p9), float(pp_blue_p10)] red_r_y = [float(red_red_p0), float(red_red_p1), float(red_red_p2), float(red_red_p3), float(red_red_p4), float(red_red_p5), float(red_red_p6), float(red_red_p7), float(red_red_p8), float(red_red_p9), float(red_red_p10)] red_g_y = [float(red_green_p0), float(red_green_p1), float(red_green_p2), float(red_green_p3), float(red_green_p4), float(red_green_p5), float(red_green_p6), float(red_green_p7), float(red_green_p8), float(red_green_p9), float(red_green_p10)] red_b_y = [float(red_blue_p0), float(red_blue_p1), float(red_blue_p2), float(red_blue_p3), float(red_blue_p4), float(red_blue_p5), float(red_blue_p6), float(red_blue_p7), float(red_blue_p8), float(red_blue_p9), float(red_blue_p10)] green_r_y = [float(green_red_p0), float(green_red_p1), float(green_red_p2), float(green_red_p3), float(green_red_p4), float(green_red_p5), float(green_red_p6), float(green_red_p7), float(green_red_p8), float(green_red_p9), float(green_red_p10)] green_g_y = [float(green_green_p0), float(green_green_p1), float(green_green_p2), float(green_green_p3), float(green_green_p4), float(green_green_p5), float(green_green_p6), float(green_green_p7), float(green_green_p8), float(green_green_p9), float(green_green_p10)] green_b_y = [float(green_blue_p0), float(green_blue_p1), float(green_blue_p2), float(green_blue_p3), float(green_blue_p4), float(green_blue_p5), float(green_blue_p6), float(green_blue_p7), float(green_blue_p8), float(green_blue_p9), float(green_blue_p10)] blue_r_y = [float(blue_red_p0), float(blue_red_p1), float(blue_red_p2), float(blue_red_p3), float(blue_red_p4), float(blue_red_p5), float(blue_red_p6), float(blue_red_p7), float(blue_red_p8), float(blue_red_p9), float(blue_red_p10)] blue_g_y = [float(blue_green_p0), float(blue_green_p1), float(blue_green_p2), float(blue_green_p3), float(blue_green_p4), float(blue_green_p5), float(blue_green_p6), float(blue_green_p7), float(blue_green_p8), float(blue_green_p9), float(blue_green_p10)] blue_b_y = [float(blue_blue_p0), float(blue_blue_p1), float(blue_blue_p2), float(blue_blue_p3), float(blue_blue_p4), float(blue_blue_p5), float(blue_blue_p6), float(blue_blue_p7), float(blue_blue_p8), float(blue_blue_p9), float(blue_blue_p10)] oby_y = torch.concatenate([torch.tensor(np.array([oby_r_y, x]).T).unsqueeze(0), torch.tensor(np.array([oby_g_y, x]).T).unsqueeze(0), torch.tensor(np.array([oby_b_y, x]).T).unsqueeze(0)], dim=0).unsqueeze(0).to(device) achro_y = torch.concatenate([torch.tensor(np.array([achro_r_y, x]).T).unsqueeze(0), torch.tensor(np.array([achro_g_y, x]).T).unsqueeze(0), torch.tensor(np.array([achro_b_y, x]).T).unsqueeze(0)], dim=0).unsqueeze(0).to(device) pp_y = torch.concatenate([torch.tensor(np.array([pp_r_y, x]).T).unsqueeze(0), torch.tensor(np.array([pp_g_y, x]).T).unsqueeze(0), torch.tensor(np.array([pp_b_y, x]).T).unsqueeze(0)], dim=0).unsqueeze(0).to(device) red_y = torch.concatenate([torch.tensor(np.array([red_r_y, x]).T).unsqueeze(0), torch.tensor(np.array([red_g_y, x]).T).unsqueeze(0), torch.tensor(np.array([red_b_y, x]).T).unsqueeze(0)], dim=0).unsqueeze(0).to(device) green_y = torch.concatenate([torch.tensor(np.array([green_r_y, x]).T).unsqueeze(0), torch.tensor(np.array([green_g_y, x]).T).unsqueeze(0), torch.tensor(np.array([green_b_y, x]).T).unsqueeze(0)], dim=0).unsqueeze(0).to(device) blue_y = torch.concatenate([torch.tensor(np.array([blue_r_y, x]).T).unsqueeze(0), torch.tensor(np.array([blue_g_y, x]).T).unsqueeze(0), torch.tensor(np.array([blue_b_y, x]).T).unsqueeze(0)], dim=0).unsqueeze(0).to(device) control_points = [oby_y, achro_y, pp_y, red_y, green_y, blue_y] img = np.array(image) img = img / 255. img = img.astype(np.float32) y = torch.tensor(img).permute(2,0,1).unsqueeze(0).to(device) with torch.no_grad(): enhanced_img, control_points = model(y, return_curves=True, control_points=control_points) img_curves = [get_named_curves(control_points_i) for control_points_i in control_points] enhanced_img = enhanced_img.squeeze().permute(1,2,0).clamp_(0, 1).cpu().detach().numpy() enhanced_img = np.clip(enhanced_img, 0. , 1.) enhanced_img = (enhanced_img * 255.0).round().astype(np.uint8) # float32 to uint8 oby_points = control_points[0][0, :, :, 0].detach().cpu().numpy() achr_points = control_points[1][0, :, :, 0].detach().cpu().numpy() pp_points = control_points[2][0, :, :, 0].detach().cpu().numpy() red_points = control_points[3][0, :, :, 0].detach().cpu().numpy() green_points = control_points[4][0, :, :, 0].detach().cpu().numpy() blue_points = control_points[5][0, :, :, 0].detach().cpu().numpy() return img_curves[0], oby_points[0, 0], oby_points[1, 0], oby_points[2, 0], oby_points[0, 1], oby_points[1, 1], oby_points[2, 1], oby_points[0, 2], oby_points[1, 2], oby_points[2, 2], oby_points[0, 3], oby_points[1, 3], oby_points[2, 3], oby_points[0, 4], oby_points[1, 4], oby_points[2, 4], oby_points[0, 5], oby_points[1, 5], oby_points[2, 5], oby_points[0, 6], oby_points[1, 6], oby_points[2, 6], oby_points[0, 7], oby_points[1, 7], oby_points[2, 7], oby_points[0, 8], oby_points[1, 8], oby_points[2, 8], oby_points[0, 9], oby_points[1, 9], oby_points[2, 9], oby_points[0, 10], oby_points[1, 10], oby_points[2, 10], img_curves[1], achr_points[0, 0], achr_points[1, 0], achr_points[2, 0], achr_points[0, 1], achr_points[1, 1], achr_points[2, 1], achr_points[0, 2], achr_points[1, 2], achr_points[2, 2], achr_points[0, 3], achr_points[1, 3], achr_points[2, 3], achr_points[0, 4], achr_points[1, 4], achr_points[2, 4], achr_points[0, 5], achr_points[1, 5], achr_points[2, 5], achr_points[0, 6], achr_points[1, 6], achr_points[2, 6], achr_points[0, 7], achr_points[1, 7], achr_points[2, 7], achr_points[0, 8], achr_points[1, 8], achr_points[2, 8], achr_points[0, 9], achr_points[1, 9], achr_points[2, 9], achr_points[0, 10], achr_points[1, 10], achr_points[2, 10], img_curves[2], pp_points[0, 0], pp_points[1, 0], pp_points[2, 0], pp_points[0, 1], pp_points[1, 1], pp_points[2, 1], pp_points[0, 2], pp_points[1, 2], pp_points[2, 2], pp_points[0, 3], pp_points[1, 3], pp_points[2, 3], pp_points[0, 4], pp_points[1, 4], pp_points[2, 4], pp_points[0, 5], pp_points[1, 5], pp_points[2, 5], pp_points[0, 6], pp_points[1, 6], pp_points[2, 6], pp_points[0, 7], pp_points[1, 7], pp_points[2, 7], pp_points[0, 8], pp_points[1, 8], pp_points[2, 8], pp_points[0, 9], pp_points[1, 9], pp_points[2, 9], pp_points[0, 10], pp_points[1, 10], pp_points[2, 10], img_curves[3], red_points[0, 0], red_points[1, 0], red_points[2, 0], red_points[0, 1], red_points[1, 1], red_points[2, 1], red_points[0, 2], red_points[1, 2], red_points[2, 2], red_points[0, 3], red_points[1, 3], red_points[2, 3], red_points[0, 4], red_points[1, 4], red_points[2, 4], red_points[0, 5], red_points[1, 5], red_points[2, 5], red_points[0, 6], red_points[1, 6], red_points[2, 6], red_points[0, 7], red_points[1, 7], red_points[2, 7], red_points[0, 8], red_points[1, 8], red_points[2, 8], red_points[0, 9], red_points[1, 9], red_points[2, 9], red_points[0, 10], red_points[1, 10], red_points[2, 10], img_curves[4], green_points[0, 0], green_points[1, 0], green_points[2, 0], green_points[0, 1], green_points[1, 1], green_points[2, 1], green_points[0, 2], green_points[1, 2], green_points[2, 2], green_points[0, 3], green_points[1, 3], green_points[2, 3], green_points[0, 4], green_points[1, 4], green_points[2, 4], green_points[0, 5], green_points[1, 5], green_points[2, 5], green_points[0, 6], green_points[1, 6], green_points[2, 6], green_points[0, 7], green_points[1, 7], green_points[2, 7], green_points[0, 8], green_points[1, 8], green_points[2, 8], green_points[0, 9], green_points[1, 9], green_points[2, 9], green_points[0, 10], green_points[1, 10], green_points[2, 10], img_curves[5], blue_points[0, 0], blue_points[1, 0], blue_points[2, 0], blue_points[0, 1], blue_points[1, 1], blue_points[2, 1], blue_points[0, 2], blue_points[1, 2], blue_points[2, 2], blue_points[0, 3], blue_points[1, 3], blue_points[2, 3], blue_points[0, 4], blue_points[1, 4], blue_points[2, 4], blue_points[0, 5], blue_points[1, 5], blue_points[2, 5], blue_points[0, 6], blue_points[1, 6], blue_points[2, 6], blue_points[0, 7], blue_points[1, 7], blue_points[2, 7], blue_points[0, 8], blue_points[1, 8], blue_points[2, 8], blue_points[0, 9], blue_points[1, 9], blue_points[2, 9], blue_points[0, 10], blue_points[1, 10], blue_points[2, 10], Image.fromarray(enhanced_img) title = "NamedCurves🌈🤗" description = ''' ''' article = "

NamedCurves: Learned Image Enhancement via Color Naming

" #### Image,Prompts examples #examples = [['assets/a4957-input.png']] css = """ .image-frame img, .image-container img { width: auto; height: auto; max-width: none; } """ with gr.Blocks() as demo: gr.Markdown(""" ## [NamedCurves](https://namedcurves.github.io/): Learned Image Enhancement via Color Naming [David Serrano-Lozano](https://davidserra9.github.io/), [Luis Herranz](https://www.lherranz.org/), [Michael S. Brown](https://www.eecs.yorku.ca/~mbrown/), [Javier Vazquez-Corral](https://jvazquezcorral.github.io/) Computer Vision Center, Universitat Autònoma de Barcelona, Universidad Autónoma de Madrid, York University **NamedCurves is a novel image enhancement method that decomposes an image into a small set of named colors and enhances them using a learned set of tone curves.** This decomposition improves the model’s interactivity, allowing users to manipulate specific colors in the image by adjusting the corresponding tone curves. * Automatic Enhancement. Upload an image and click “Run” to apply automatic enhancement based on the learned tone curves. * Interactive Adjustments. Fine-tune the enhancement by modifying the tone curves for each named color clicking "Recompute". This lets you manipulate specific colors without affecting others in the image. Each color has a set of control points that define the tone curves. Adjust the R, G, and B values for each control point with the sliders below the curve visualization. Explore the tool and create customized, color-aware image enhancements effortlessly! @article{serrano2024namedcurves, author = {Serrano-Lozano, David and Herranz, Luis and Brown, Michael S. and Vazquez-Corral, Javier}, title = {NamedCurves: Learned Image Enhancement via Color Naming}, journal = {ECCV}, year = {2024}} """) with gr.Row(): with gr.Column(): image = gr.Image(type="pil", label="Input") run_btn = gr.Button("Run") examples = gr.Examples(['assets/a4957-input.png', 'assets/a4996-input.png', 'assets/a4998-input.png', 'assets/a5000-input.png', 'assets/a4986-input.png', 'assets/a4988-input.png', 'assets/a4990-input.png', 'assets/a4993-input.png'], inputs=[image]) with gr.Tabs() as input_tabs: with gr.Tab(label="Orange", id=0) as oby_curves_tab: oby_curves = gr.Image(label="Orange-Brown-Yellow Curves", type="pil") with gr.Tabs() as channel_tabs: with gr.Tab(label="R", id=0) as oby_red_curves_tab: oby_red_p0 = gr.Slider(0, 1, label="R-P0", interactive=True) oby_red_p1 = gr.Slider(0, 1, label="R-P1", interactive=True) oby_red_p2 = gr.Slider(0, 1, label="R-P2", interactive=True) oby_red_p3 = gr.Slider(0, 1, label="R-P3", interactive=True) oby_red_p4 = gr.Slider(0, 1, label="R-P4", interactive=True) oby_red_p5 = gr.Slider(0, 1, label="R-P5", interactive=True) oby_red_p6 = gr.Slider(0, 1, label="R-P6", interactive=True) oby_red_p7 = gr.Slider(0, 1, label="R-P7", interactive=True) oby_red_p8 = gr.Slider(0, 1, label="R-P8", interactive=True) oby_red_p9 = gr.Slider(0, 1, label="R-P9", interactive=True) oby_red_p10 = gr.Slider(0, 1, label="R-P10", interactive=True) with gr.Tab(label="G", id=1) as oby_green_curves_tab: oby_green_p0 = gr.Slider(0, 1, label="G-P0", interactive=True) oby_green_p1 = gr.Slider(0, 1, label="G-P1", interactive=True) oby_green_p2 = gr.Slider(0, 1, label="G-P2", interactive=True) oby_green_p3 = gr.Slider(0, 1, label="G-P3", interactive=True) oby_green_p4 = gr.Slider(0, 1, label="G-P4", interactive=True) oby_green_p5 = gr.Slider(0, 1, label="G-P5", interactive=True) oby_green_p6 = gr.Slider(0, 1, label="G-P6", interactive=True) oby_green_p7 = gr.Slider(0, 1, label="G-P7", interactive=True) oby_green_p8 = gr.Slider(0, 1, label="G-P8", interactive=True) oby_green_p9 = gr.Slider(0, 1, label="G-P9", interactive=True) oby_green_p10 = gr.Slider(0, 1, label="G-P10", interactive=True) with gr.Tab(label="B", id=2) as oby_blue_curves_tab: oby_blue_p0 = gr.Slider(0, 1, label="B-P0", interactive=True) oby_blue_p1 = gr.Slider(0, 1, label="B-P1", interactive=True) oby_blue_p2 = gr.Slider(0, 1, label="B-P2", interactive=True) oby_blue_p3 = gr.Slider(0, 1, label="B-P3", interactive=True) oby_blue_p4 = gr.Slider(0, 1, label="B-P4", interactive=True) oby_blue_p5 = gr.Slider(0, 1, label="B-P5", interactive=True) oby_blue_p6 = gr.Slider(0, 1, label="B-P6", interactive=True) oby_blue_p7 = gr.Slider(0, 1, label="B-P7", interactive=True) oby_blue_p8 = gr.Slider(0, 1, label="B-P8", interactive=True) oby_blue_p9 = gr.Slider(0, 1, label="B-P9", interactive=True) oby_blue_p10 = gr.Slider(0, 1, label="B-P10", interactive=True) with gr.Tab(label="Achr", id=1) as achro_curves_tab: achro_curves = gr.Image(label="Achromatic Curves", type="pil") with gr.Tabs() as channel_tabs: with gr.Tab(label="R", id=0) as achro_red_curves_tab: achro_red_p0 = gr.Slider(0, 1, label="R-P0", interactive=True) achro_red_p1 = gr.Slider(0, 1, label="R-P1", interactive=True) achro_red_p2 = gr.Slider(0, 1, label="R-P2", interactive=True) achro_red_p3 = gr.Slider(0, 1, label="R-P3", interactive=True) achro_red_p4 = gr.Slider(0, 1, label="R-P4", interactive=True) achro_red_p5 = gr.Slider(0, 1, label="R-P5", interactive=True) achro_red_p6 = gr.Slider(0, 1, label="R-P6", interactive=True) achro_red_p7 = gr.Slider(0, 1, label="R-P7", interactive=True) achro_red_p8 = gr.Slider(0, 1, label="R-P8", interactive=True) achro_red_p9 = gr.Slider(0, 1, label="R-P9", interactive=True) achro_red_p10 = gr.Slider(0, 1, label="R-P10", interactive=True) with gr.Tab(label="G", id=1) as achro_green_curves_tab: achro_green_p0 = gr.Slider(0, 1, label="G-P0", interactive=True) achro_green_p1 = gr.Slider(0, 1, label="G-P1", interactive=True) achro_green_p2 = gr.Slider(0, 1, label="G-P2", interactive=True) achro_green_p3 = gr.Slider(0, 1, label="G-P3", interactive=True) achro_green_p4 = gr.Slider(0, 1, label="G-P4", interactive=True) achro_green_p5 = gr.Slider(0, 1, label="G-P5", interactive=True) achro_green_p6 = gr.Slider(0, 1, label="G-P6", interactive=True) achro_green_p7 = gr.Slider(0, 1, label="G-P7", interactive=True) achro_green_p8 = gr.Slider(0, 1, label="G-P8", interactive=True) achro_green_p9 = gr.Slider(0, 1, label="G-P9", interactive=True) achro_green_p10 = gr.Slider(0, 1, label="G-P10", interactive=True) with gr.Tab(label="B", id=2) as achro_blue_curves_tab: achro_blue_p0 = gr.Slider(0, 1, label="B-P0", interactive=True) achro_blue_p1 = gr.Slider(0, 1, label="B-P1", interactive=True) achro_blue_p2 = gr.Slider(0, 1, label="B-P2", interactive=True) achro_blue_p3 = gr.Slider(0, 1, label="B-P3", interactive=True) achro_blue_p4 = gr.Slider(0, 1, label="B-P4", interactive=True) achro_blue_p5 = gr.Slider(0, 1, label="B-P5", interactive=True) achro_blue_p6 = gr.Slider(0, 1, label="B-P6", interactive=True) achro_blue_p7 = gr.Slider(0, 1, label="B-P7", interactive=True) achro_blue_p8 = gr.Slider(0, 1, label="B-P8", interactive=True) achro_blue_p9 = gr.Slider(0, 1, label="B-P9", interactive=True) achro_blue_p10 = gr.Slider(0, 1, label="B-P10", interactive=True) with gr.Tab(label="Pink", id=2) as pink_purple_curves_tab: pink_purple_curves = gr.Image(label="Pink-Purple Curves", type="pil") with gr.Tabs() as channel_tabs: with gr.Tab(label="R", id=0) as pp_red_curves_tab: pp_red_p0 = gr.Slider(0, 1, label="R-P0", interactive=True) pp_red_p1 = gr.Slider(0, 1, label="R-P1", interactive=True) pp_red_p2 = gr.Slider(0, 1, label="R-P2", interactive=True) pp_red_p3 = gr.Slider(0, 1, label="R-P3", interactive=True) pp_red_p4 = gr.Slider(0, 1, label="R-P4", interactive=True) pp_red_p5 = gr.Slider(0, 1, label="R-P5", interactive=True) pp_red_p6 = gr.Slider(0, 1, label="R-P6", interactive=True) pp_red_p7 = gr.Slider(0, 1, label="R-P7", interactive=True) pp_red_p8 = gr.Slider(0, 1, label="R-P8", interactive=True) pp_red_p9 = gr.Slider(0, 1, label="R-P9", interactive=True) pp_red_p10 = gr.Slider(0, 1, label="R-P10", interactive=True) with gr.Tab(label="G", id=1) as pp_green_curves_tab: pp_green_p0 = gr.Slider(0, 1, label="G-P0", interactive=True) pp_green_p1 = gr.Slider(0, 1, label="G-P1", interactive=True) pp_green_p2 = gr.Slider(0, 1, label="G-P2", interactive=True) pp_green_p3 = gr.Slider(0, 1, label="G-P3", interactive=True) pp_green_p4 = gr.Slider(0, 1, label="G-P4", interactive=True) pp_green_p5 = gr.Slider(0, 1, label="G-P5", interactive=True) pp_green_p6 = gr.Slider(0, 1, label="G-P6", interactive=True) pp_green_p7 = gr.Slider(0, 1, label="G-P7", interactive=True) pp_green_p8 = gr.Slider(0, 1, label="G-P8", interactive=True) pp_green_p9 = gr.Slider(0, 1, label="G-P9", interactive=True) pp_green_p10 = gr.Slider(0, 1, label="G-P10", interactive=True) with gr.Tab(label="B", id=2) as pp_blue_curves_tab: pp_blue_p0 = gr.Slider(0, 1, label="B-P0", interactive=True) pp_blue_p1 = gr.Slider(0, 1, label="B-P1", interactive=True) pp_blue_p2 = gr.Slider(0, 1, label="B-P2", interactive=True) pp_blue_p3 = gr.Slider(0, 1, label="B-P3", interactive=True) pp_blue_p4 = gr.Slider(0, 1, label="B-P4", interactive=True) pp_blue_p5 = gr.Slider(0, 1, label="B-P5", interactive=True) pp_blue_p6 = gr.Slider(0, 1, label="B-P6", interactive=True) pp_blue_p7 = gr.Slider(0, 1, label="B-P7", interactive=True) pp_blue_p8 = gr.Slider(0, 1, label="B-P8", interactive=True) pp_blue_p9 = gr.Slider(0, 1, label="B-P9", interactive=True) pp_blue_p10 = gr.Slider(0, 1, label="B-P10", interactive=True) with gr.Tab(label="Red", id=3) as red_curves_tab: red_curves = gr.Image(label="Red Curves", type="pil") with gr.Tabs() as channel_tabs: with gr.Tab(label="R", id=0) as red_red_curves_tab: red_red_p0 = gr.Slider(0, 1, label="R-P0", interactive=True) red_red_p1 = gr.Slider(0, 1, label="R-P1", interactive=True) red_red_p2 = gr.Slider(0, 1, label="R-P2", interactive=True) red_red_p3 = gr.Slider(0, 1, label="R-P3", interactive=True) red_red_p4 = gr.Slider(0, 1, label="R-P4", interactive=True) red_red_p5 = gr.Slider(0, 1, label="R-P5", interactive=True) red_red_p6 = gr.Slider(0, 1, label="R-P6", interactive=True) red_red_p7 = gr.Slider(0, 1, label="R-P7", interactive=True) red_red_p8 = gr.Slider(0, 1, label="R-P8", interactive=True) red_red_p9 = gr.Slider(0, 1, label="R-P9", interactive=True) red_red_p10 = gr.Slider(0, 1, label="R-P10", interactive=True) with gr.Tab(label="G", id=1) as red_green_curves_tab: red_green_p0 = gr.Slider(0, 1, label="G-P0", interactive=True) red_green_p1 = gr.Slider(0, 1, label="G-P1", interactive=True) red_green_p2 = gr.Slider(0, 1, label="G-P2", interactive=True) red_green_p3 = gr.Slider(0, 1, label="G-P3", interactive=True) red_green_p4 = gr.Slider(0, 1, label="G-P4", interactive=True) red_green_p5 = gr.Slider(0, 1, label="G-P5", interactive=True) red_green_p6 = gr.Slider(0, 1, label="G-P6", interactive=True) red_green_p7 = gr.Slider(0, 1, label="G-P7", interactive=True) red_green_p8 = gr.Slider(0, 1, label="G-P8", interactive=True) red_green_p9 = gr.Slider(0, 1, label="G-P9", interactive=True) red_green_p10 = gr.Slider(0, 1, label="G-P10", interactive=True) with gr.Tab(label="B", id=2) as red_blue_curves_tab: red_blue_p0 = gr.Slider(0, 1, label="B-P0", interactive=True) red_blue_p1 = gr.Slider(0, 1, label="B-P1", interactive=True) red_blue_p2 = gr.Slider(0, 1, label="B-P2", interactive=True) red_blue_p3 = gr.Slider(0, 1, label="B-P3", interactive=True) red_blue_p4 = gr.Slider(0, 1, label="B-P4", interactive=True) red_blue_p5 = gr.Slider(0, 1, label="B-P5", interactive=True) red_blue_p6 = gr.Slider(0, 1, label="B-P6", interactive=True) red_blue_p7 = gr.Slider(0, 1, label="B-P7", interactive=True) red_blue_p8 = gr.Slider(0, 1, label="B-P8", interactive=True) red_blue_p9 = gr.Slider(0, 1, label="B-P9", interactive=True) red_blue_p10 = gr.Slider(0, 1, label="B-P10", interactive=True) with gr.Tab(label="Green", id=4) as green_curves_tab: green_curves = gr.Image(label="Green Curves", type="pil") with gr.Tabs() as channel_tabs: with gr.Tab(label="R", id=0) as green_red_curves_tab: green_red_p0 = gr.Slider(0, 1, label="R-P0", interactive=True) green_red_p1 = gr.Slider(0, 1, label="R-P1", interactive=True) green_red_p2 = gr.Slider(0, 1, label="R-P2", interactive=True) green_red_p3 = gr.Slider(0, 1, label="R-P3", interactive=True) green_red_p4 = gr.Slider(0, 1, label="R-P4", interactive=True) green_red_p5 = gr.Slider(0, 1, label="R-P5", interactive=True) green_red_p6 = gr.Slider(0, 1, label="R-P6", interactive=True) green_red_p7 = gr.Slider(0, 1, label="R-P7", interactive=True) green_red_p8 = gr.Slider(0, 1, label="R-P8", interactive=True) green_red_p9 = gr.Slider(0, 1, label="R-P9", interactive=True) green_red_p10 = gr.Slider(0, 1, label="R-P10", interactive=True) with gr.Tab(label="G", id=1) as green_green_curves_tab: green_green_p0 = gr.Slider(0, 1, label="G-P0", interactive=True) green_green_p1 = gr.Slider(0, 1, label="G-P1", interactive=True) green_green_p2 = gr.Slider(0, 1, label="G-P2", interactive=True) green_green_p3 = gr.Slider(0, 1, label="G-P3", interactive=True) green_green_p4 = gr.Slider(0, 1, label="G-P4", interactive=True) green_green_p5 = gr.Slider(0, 1, label="G-P5", interactive=True) green_green_p6 = gr.Slider(0, 1, label="G-P6", interactive=True) green_green_p7 = gr.Slider(0, 1, label="G-P7", interactive=True) green_green_p8 = gr.Slider(0, 1, label="G-P8", interactive=True) green_green_p9 = gr.Slider(0, 1, label="G-P9", interactive=True) green_green_p10 = gr.Slider(0, 1, label="G-P10", interactive=True) with gr.Tab(label="B", id=2) as green_blue_curves_tab: green_blue_p0 = gr.Slider(0, 1, label="B-P0", interactive=True) green_blue_p1 = gr.Slider(0, 1, label="B-P1", interactive=True) green_blue_p2 = gr.Slider(0, 1, label="B-P2", interactive=True) green_blue_p3 = gr.Slider(0, 1, label="B-P3", interactive=True) green_blue_p4 = gr.Slider(0, 1, label="B-P4", interactive=True) green_blue_p5 = gr.Slider(0, 1, label="B-P5", interactive=True) green_blue_p6 = gr.Slider(0, 1, label="B-P6", interactive=True) green_blue_p7 = gr.Slider(0, 1, label="B-P7", interactive=True) green_blue_p8 = gr.Slider(0, 1, label="B-P8", interactive=True) green_blue_p9 = gr.Slider(0, 1, label="B-P9", interactive=True) green_blue_p10 = gr.Slider(0, 1, label="B-P10", interactive=True) with gr.Tab(label="Blue", id=5) as blue_curves_tab: blue_curves = gr.Image(label="Blue Curves", type="pil") with gr.Tabs() as channel_tabs: with gr.Tab(label="R", id=0) as blue_red_curves_tab: blue_red_p0 = gr.Slider(0, 1, label="R-P0", interactive=True) blue_red_p1 = gr.Slider(0, 1, label="R-P1", interactive=True) blue_red_p2 = gr.Slider(0, 1, label="R-P2", interactive=True) blue_red_p3 = gr.Slider(0, 1, label="R-P3", interactive=True) blue_red_p4 = gr.Slider(0, 1, label="R-P4", interactive=True) blue_red_p5 = gr.Slider(0, 1, label="R-P5", interactive=True) blue_red_p6 = gr.Slider(0, 1, label="R-P6", interactive=True) blue_red_p7 = gr.Slider(0, 1, label="R-P7", interactive=True) blue_red_p8 = gr.Slider(0, 1, label="R-P8", interactive=True) blue_red_p9 = gr.Slider(0, 1, label="R-P9", interactive=True) blue_red_p10 = gr.Slider(0, 1, label="R-P10", interactive=True) with gr.Tab(label="G", id=1) as blue_green_curves_tab: blue_green_p0 = gr.Slider(0, 1, label="G-P0", interactive=True) blue_green_p1 = gr.Slider(0, 1, label="G-P1", interactive=True) blue_green_p2 = gr.Slider(0, 1, label="G-P2", interactive=True) blue_green_p3 = gr.Slider(0, 1, label="G-P3", interactive=True) blue_green_p4 = gr.Slider(0, 1, label="G-P4", interactive=True) blue_green_p5 = gr.Slider(0, 1, label="G-P5", interactive=True) blue_green_p6 = gr.Slider(0, 1, label="G-P6", interactive=True) blue_green_p7 = gr.Slider(0, 1, label="G-P7", interactive=True) blue_green_p8 = gr.Slider(0, 1, label="G-P8", interactive=True) blue_green_p9 = gr.Slider(0, 1, label="G-P9", interactive=True) blue_green_p10 = gr.Slider(0, 1, label="G-P10", interactive=True) with gr.Tab(label="B", id=2) as blue_blue_curves_tab: blue_blue_p0 = gr.Slider(0, 1, label="B-P0", interactive=True) blue_blue_p1 = gr.Slider(0, 1, label="B-P1", interactive=True) blue_blue_p2 = gr.Slider(0, 1, label="B-P2", interactive=True) blue_blue_p3 = gr.Slider(0, 1, label="B-P3", interactive=True) blue_blue_p4 = gr.Slider(0, 1, label="B-P4", interactive=True) blue_blue_p5 = gr.Slider(0, 1, label="B-P5", interactive=True) blue_blue_p6 = gr.Slider(0, 1, label="B-P6", interactive=True) blue_blue_p7 = gr.Slider(0, 1, label="B-P7", interactive=True) blue_blue_p8 = gr.Slider(0, 1, label="B-P8", interactive=True) blue_blue_p9 = gr.Slider(0, 1, label="B-P9", interactive=True) blue_blue_p10 = gr.Slider(0, 1, label="B-P10", interactive=True) with gr.Column(): out_image = gr.Image(type="pil", label="Output") recompute_btn = gr.Button("Recompute") run_btn.click( process_img, inputs=[image], outputs=[oby_curves, oby_red_p0, oby_green_p0, oby_blue_p0, oby_red_p1, oby_green_p1, oby_blue_p1, oby_red_p2, oby_green_p2, oby_blue_p2, oby_red_p3, oby_green_p3, oby_blue_p3, oby_red_p4, oby_green_p4, oby_blue_p4, oby_red_p5, oby_green_p5, oby_blue_p5, oby_red_p6, oby_green_p6, oby_blue_p6, oby_red_p7, oby_green_p7, oby_blue_p7, oby_red_p8, oby_green_p8, oby_blue_p8, oby_red_p9, oby_green_p9, oby_blue_p9, oby_red_p10, oby_green_p10, oby_blue_p10, achro_curves, achro_red_p0, achro_green_p0, achro_blue_p0, achro_red_p1, achro_green_p1, achro_blue_p1, achro_red_p2, achro_green_p2, achro_blue_p2, achro_red_p3, achro_green_p3, achro_blue_p3, achro_red_p4, achro_green_p4, achro_blue_p4, achro_red_p5, achro_green_p5, achro_blue_p5, achro_red_p6, achro_green_p6, achro_blue_p6, achro_red_p7, achro_green_p7, achro_blue_p7, achro_red_p8, achro_green_p8, achro_blue_p8, achro_red_p9, achro_green_p9, achro_blue_p9, achro_red_p10, achro_green_p10, achro_blue_p10, pink_purple_curves, pp_red_p0, pp_green_p0, pp_blue_p0, pp_red_p1, pp_green_p1, pp_blue_p1, pp_red_p2, pp_green_p2, pp_blue_p2, pp_red_p3, pp_green_p3, pp_blue_p3, pp_red_p4, pp_green_p4, pp_blue_p4, pp_red_p5, pp_green_p5, pp_blue_p5, pp_red_p6, pp_green_p6, pp_blue_p6, pp_red_p7, pp_green_p7, pp_blue_p7, pp_red_p8, pp_green_p8, pp_blue_p8, pp_red_p9, pp_green_p9, pp_blue_p9, pp_red_p10, pp_green_p10, pp_blue_p10, red_curves, red_red_p0, red_green_p0, red_blue_p0, red_red_p1, red_green_p1, red_blue_p1, red_red_p2, red_green_p2, red_blue_p2, red_red_p3, red_green_p3, red_blue_p3, red_red_p4, red_green_p4, red_blue_p4, red_red_p5, red_green_p5, red_blue_p5, red_red_p6, red_green_p6, red_blue_p6, red_red_p7, red_green_p7, red_blue_p7, red_red_p8, red_green_p8, red_blue_p8, red_red_p9, red_green_p9, red_blue_p9, red_red_p10, red_green_p10, red_blue_p10, green_curves, green_red_p0, green_green_p0, green_blue_p0, green_red_p1, green_green_p1, green_blue_p1, green_red_p2, green_green_p2, green_blue_p2, green_red_p3, green_green_p3, green_blue_p3, green_red_p4, green_green_p4, green_blue_p4, green_red_p5, green_green_p5, green_blue_p5, green_red_p6, green_green_p6, green_blue_p6, green_red_p7, green_green_p7, green_blue_p7, green_red_p8, green_green_p8, green_blue_p8, green_red_p9, green_green_p9, green_blue_p9, green_red_p10, green_green_p10, green_blue_p10, blue_curves, blue_red_p0, blue_green_p0, blue_blue_p0, blue_red_p1, blue_green_p1, blue_blue_p1, blue_red_p2, blue_green_p2, blue_blue_p2, blue_red_p3, blue_green_p3, blue_blue_p3, blue_red_p4, blue_green_p4, blue_blue_p4, blue_red_p5, blue_green_p5, blue_blue_p5, blue_red_p6, blue_green_p6, blue_blue_p6, blue_red_p7, blue_green_p7, blue_blue_p7, blue_red_p8, blue_green_p8, blue_blue_p8, blue_red_p9, blue_green_p9, blue_blue_p9, blue_red_p10, blue_green_p10, blue_blue_p10, out_image], ) recompute_btn.click( process_img_with_sliders, inputs=[image, oby_red_p0, oby_green_p0, oby_blue_p0, oby_red_p1, oby_green_p1, oby_blue_p1, oby_red_p2, oby_green_p2, oby_blue_p2, oby_red_p3, oby_green_p3, oby_blue_p3, oby_red_p4, oby_green_p4, oby_blue_p4, oby_red_p5, oby_green_p5, oby_blue_p5, oby_red_p6, oby_green_p6, oby_blue_p6, oby_red_p7, oby_green_p7, oby_blue_p7, oby_red_p8, oby_green_p8, oby_blue_p8, oby_red_p9, oby_green_p9, oby_blue_p9, oby_red_p10, oby_green_p10, oby_blue_p10, achro_red_p0, achro_green_p0, achro_blue_p0, achro_red_p1, achro_green_p1, achro_blue_p1, achro_red_p2, achro_green_p2, achro_blue_p2, achro_red_p3, achro_green_p3, achro_blue_p3, achro_red_p4, achro_green_p4, achro_blue_p4, achro_red_p5, achro_green_p5, achro_blue_p5, achro_red_p6, achro_green_p6, achro_blue_p6, achro_red_p7, achro_green_p7, achro_blue_p7, achro_red_p8, achro_green_p8, achro_blue_p8, achro_red_p9, achro_green_p9, achro_blue_p9, achro_red_p10, achro_green_p10, achro_blue_p10, pp_red_p0, pp_green_p0, pp_blue_p0, pp_red_p1, pp_green_p1, pp_blue_p1, pp_red_p2, pp_green_p2, pp_blue_p2, pp_red_p3, pp_green_p3, pp_blue_p3, pp_red_p4, pp_green_p4, pp_blue_p4, pp_red_p5, pp_green_p5, pp_blue_p5, pp_red_p6, pp_green_p6, pp_blue_p6, pp_red_p7, pp_green_p7, pp_blue_p7, pp_red_p8, pp_green_p8, pp_blue_p8, pp_red_p9, pp_green_p9, pp_blue_p9, pp_red_p10, pp_green_p10, pp_blue_p10, red_red_p0, red_green_p0, red_blue_p0, red_red_p1, red_green_p1, red_blue_p1, red_red_p2, red_green_p2, red_blue_p2, red_red_p3, red_green_p3, red_blue_p3, red_red_p4, red_green_p4, red_blue_p4, red_red_p5, red_green_p5, red_blue_p5, red_red_p6, red_green_p6, red_blue_p6, red_red_p7, red_green_p7, red_blue_p7, red_red_p8, red_green_p8, red_blue_p8, red_red_p9, red_green_p9, red_blue_p9, red_red_p10, red_green_p10, red_blue_p10, green_red_p0, green_green_p0, green_blue_p0, green_red_p1, green_green_p1, green_blue_p1, green_red_p2, green_green_p2, green_blue_p2, green_red_p3, green_green_p3, green_blue_p3, green_red_p4, green_green_p4, green_blue_p4, green_red_p5, green_green_p5, green_blue_p5, green_red_p6, green_green_p6, green_blue_p6, green_red_p7, green_green_p7, green_blue_p7, green_red_p8, green_green_p8, green_blue_p8, green_red_p9, green_green_p9, green_blue_p9, green_red_p10, green_green_p10, green_blue_p10, blue_red_p0, blue_green_p0, blue_blue_p0, blue_red_p1, blue_green_p1, blue_blue_p1, blue_red_p2, blue_green_p2, blue_blue_p2, blue_red_p3, blue_green_p3, blue_blue_p3, blue_red_p4, blue_green_p4, blue_blue_p4, blue_red_p5, blue_green_p5, blue_blue_p5, blue_red_p6, blue_green_p6, blue_blue_p6, blue_red_p7, blue_green_p7, blue_blue_p7, blue_red_p8, blue_green_p8, blue_blue_p8, blue_red_p9, blue_green_p9, blue_blue_p9, blue_red_p10, blue_green_p10, blue_blue_p10], outputs=[oby_curves, oby_red_p0, oby_green_p0, oby_blue_p0, oby_red_p1, oby_green_p1, oby_blue_p1, oby_red_p2, oby_green_p2, oby_blue_p2, oby_red_p3, oby_green_p3, oby_blue_p3, oby_red_p4, oby_green_p4, oby_blue_p4, oby_red_p5, oby_green_p5, oby_blue_p5, oby_red_p6, oby_green_p6, oby_blue_p6, oby_red_p7, oby_green_p7, oby_blue_p7, oby_red_p8, oby_green_p8, oby_blue_p8, oby_red_p9, oby_green_p9, oby_blue_p9, oby_red_p10, oby_green_p10, oby_blue_p10, achro_curves, achro_red_p0, achro_green_p0, achro_blue_p0, achro_red_p1, achro_green_p1, achro_blue_p1, achro_red_p2, achro_green_p2, achro_blue_p2, achro_red_p3, achro_green_p3, achro_blue_p3, achro_red_p4, achro_green_p4, achro_blue_p4, achro_red_p5, achro_green_p5, achro_blue_p5, achro_red_p6, achro_green_p6, achro_blue_p6, achro_red_p7, achro_green_p7, achro_blue_p7, achro_red_p8, achro_green_p8, achro_blue_p8, achro_red_p9, achro_green_p9, achro_blue_p9, achro_red_p10, achro_green_p10, achro_blue_p10, pink_purple_curves, pp_red_p0, pp_green_p0, pp_blue_p0, pp_red_p1, pp_green_p1, pp_blue_p1, pp_red_p2, pp_green_p2, pp_blue_p2, pp_red_p3, pp_green_p3, pp_blue_p3, pp_red_p4, pp_green_p4, pp_blue_p4, pp_red_p5, pp_green_p5, pp_blue_p5, pp_red_p6, pp_green_p6, pp_blue_p6, pp_red_p7, pp_green_p7, pp_blue_p7, pp_red_p8, pp_green_p8, pp_blue_p8, pp_red_p9, pp_green_p9, pp_blue_p9, pp_red_p10, pp_green_p10, pp_blue_p10, red_curves, red_red_p0, red_green_p0, red_blue_p0, red_red_p1, red_green_p1, red_blue_p1, red_red_p2, red_green_p2, red_blue_p2, red_red_p3, red_green_p3, red_blue_p3, red_red_p4, red_green_p4, red_blue_p4, red_red_p5, red_green_p5, red_blue_p5, red_red_p6, red_green_p6, red_blue_p6, red_red_p7, red_green_p7, red_blue_p7, red_red_p8, red_green_p8, red_blue_p8, red_red_p9, red_green_p9, red_blue_p9, red_red_p10, red_green_p10, red_blue_p10, green_curves, green_red_p0, green_green_p0, green_blue_p0, green_red_p1, green_green_p1, green_blue_p1, green_red_p2, green_green_p2, green_blue_p2, green_red_p3, green_green_p3, green_blue_p3, green_red_p4, green_green_p4, green_blue_p4, green_red_p5, green_green_p5, green_blue_p5, green_red_p6, green_green_p6, green_blue_p6, green_red_p7, green_green_p7, green_blue_p7, green_red_p8, green_green_p8, green_blue_p8, green_red_p9, green_green_p9, green_blue_p9, green_red_p10, green_green_p10, green_blue_p10, blue_curves, blue_red_p0, blue_green_p0, blue_blue_p0, blue_red_p1, blue_green_p1, blue_blue_p1, blue_red_p2, blue_green_p2, blue_blue_p2, blue_red_p3, blue_green_p3, blue_blue_p3, blue_red_p4, blue_green_p4, blue_blue_p4, blue_red_p5, blue_green_p5, blue_blue_p5, blue_red_p6, blue_green_p6, blue_blue_p6, blue_red_p7, blue_green_p7, blue_blue_p7, blue_red_p8, blue_green_p8, blue_blue_p8, blue_red_p9, blue_green_p9, blue_blue_p9, blue_red_p10, blue_green_p10, blue_blue_p10, out_image], ) if __name__ == "__main__": demo.launch()