Spaces:
Running
on
Zero
Running
on
Zero
File size: 53,170 Bytes
80b841e 117183e 80b841e 117183e cd4d5ac 1f6d8ec ea8a8a0 c7626cc ce88413 117183e 80b841e 117183e 80b841e 117183e 4cd5a6d 117183e 4cd5a6d 117183e 4cd5a6d 117183e |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 |
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 = "<p style='text-align: center'><a href='https://github.com/davidserra9/namedcurves' target='_blank'>NamedCurves: Learned Image Enhancement via Color Naming</a></p>"
#### 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!
<code>
@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}}
</code>
""")
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() |