From 388d3d3ce3acea512195ef325640590de9be2c14 Mon Sep 17 00:00:00 2001 From: Andras Schmelczer Date: Tue, 18 Jun 2024 22:54:55 +0100 Subject: [PATCH] Tune edits --- src/editor/operations/get_colour_lut.ipynb | 6 ++--- src/editor/operations/get_colour_lut.py | 10 ++++---- src/editor/training/random_edit.py | 28 +++++++++++++++------- 3 files changed, 28 insertions(+), 16 deletions(-) diff --git a/src/editor/operations/get_colour_lut.ipynb b/src/editor/operations/get_colour_lut.ipynb index 83a8ce3..61ae352 100644 --- a/src/editor/operations/get_colour_lut.ipynb +++ b/src/editor/operations/get_colour_lut.ipynb @@ -7,7 +7,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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", + "image/png": 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", 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" ] @@ -54,7 +54,7 @@ } ], "source": [ - "from editor.utils import get_random_brightness_lut\n", + "from editor.operations import get_random_brightness_lut\n", "\n", "\n", "plt.figure(figsize=(5, 3))\n", diff --git a/src/editor/operations/get_colour_lut.py b/src/editor/operations/get_colour_lut.py index a65b30c..4db7077 100644 --- a/src/editor/operations/get_colour_lut.py +++ b/src/editor/operations/get_colour_lut.py @@ -16,11 +16,11 @@ def get_random_saturation_per_hue_lut( def get_random_brightness_lut( - variance: float = 0.2, + variance: float = 0.1, count: int = 6, type: INTERPOLATION_TYPE = "linear", - min_spectrum_size: float = 0.6, - max_spectrum_size: float = 1.15, + min_spectrum_size: float = 0.7, + max_spectrum_size: float = 1.1, ) -> List[int]: spectrum_size = np.random.uniform(min_spectrum_size, max_spectrum_size) spectrum_start = np.random.uniform(0, max(0, 1 - spectrum_size)) @@ -29,9 +29,9 @@ def get_random_brightness_lut( spectrum_start, *[ spectrum_start - + i * spectrum_size / (count - 2) + + i * spectrum_size / (count - 1) + np.random.uniform(-variance, variance) - for i in range(1, count - 2) + for i in range(1, count - 1) ], spectrum_start + spectrum_size, ] diff --git a/src/editor/training/random_edit.py b/src/editor/training/random_edit.py index 1ddf6f5..e512631 100644 --- a/src/editor/training/random_edit.py +++ b/src/editor/training/random_edit.py @@ -1,20 +1,32 @@ from PIL import Image, ImageEnhance -from ..utils import random, get_colour_lut, apply_pixel_shader -from ..operations import add_noise, add_random_colour_spill +from ..utils import random +from ..operations import ( + add_noise, + add_random_colour_spill, + get_random_gamma, + adjust_gamma, + apply_pixel_shader, + get_random_brightness_lut, + get_random_saturation_per_hue_lut, +) import numpy as np def random_edit(img: Image, seed: int = 42) -> Image: np.random.seed(seed) - img = add_noise(img, random(0, 0.2)) - img = ImageEnhance.Contrast(img).enhance(random(0.5, 2)) - img = add_random_colour_spill(img, 1.3) + img = img.convert("RGB") + + img = adjust_gamma(img, get_random_gamma()) + img = add_noise(img, random(0, 0.1)) + img = ImageEnhance.Contrast(img).enhance(random(0.5, 1.5)) + img = add_random_colour_spill(img, 0.2) img = img.convert("HSV") - saturation_lut = get_colour_lut(variance=0.3, count=5, type="linear") - brightness_lut = get_colour_lut(variance=0.3, count=5, type="cubic") + saturation_lut = get_random_saturation_per_hue_lut() + brightness_lut = get_random_brightness_lut() img = apply_pixel_shader( - img, lambda h, s, v: (h, saturation_lut[s], brightness_lut[v]) + img, lambda h, s, v: (h, round(s * saturation_lut[h]), brightness_lut[v]) ) img = img.convert("RGB") + return img