from materialyoucolor.dislike.dislike_analyzer import DislikeAnalyzer from materialyoucolor.hct import Hct from materialyoucolor.quantize import ImageQuantizeCelebi from materialyoucolor.utils.math_utils import sanitize_degrees_int class Score: TARGET_CHROMA = 48.0 WEIGHT_PROPORTION = 0.7 WEIGHT_CHROMA_ABOVE = 0.3 WEIGHT_CHROMA_BELOW = 0.1 CUTOFF_CHROMA = 5.0 CUTOFF_EXCITED_PROPORTION = 0.01 def __init__(self): pass @staticmethod def score(colors_to_population: dict, filter_enabled: bool = False) -> Hct: colors_hct = [] hue_population = [0] * 360 population_sum = 0 for rgb, population in colors_to_population.items(): hct = Hct.from_int(rgb) colors_hct.append(hct) hue = int(hct.hue) hue_population[hue] += population population_sum += population hue_excited_proportions = [0.0] * 360 for hue in range(360): proportion = hue_population[hue] / population_sum for i in range(hue - 14, hue + 16): neighbor_hue = int(sanitize_degrees_int(i)) hue_excited_proportions[neighbor_hue] += proportion # Score colours scored_hct = [] for hct in colors_hct: hue = int(sanitize_degrees_int(round(hct.hue))) proportion = hue_excited_proportions[hue] if filter_enabled and (hct.chroma < Score.CUTOFF_CHROMA or proportion <= Score.CUTOFF_EXCITED_PROPORTION): continue proportion_score = proportion * 100.0 * Score.WEIGHT_PROPORTION chroma_weight = Score.WEIGHT_CHROMA_BELOW if hct.chroma < Score.TARGET_CHROMA else Score.WEIGHT_CHROMA_ABOVE chroma_score = (hct.chroma - Score.TARGET_CHROMA) * chroma_weight score = proportion_score + chroma_score scored_hct.append({"hct": hct, "score": score}) scored_hct.sort(key=lambda x: x["score"], reverse=True) # Get primary colour primary = None for cutoff in range(20, -1, -1): for item in scored_hct: if item["hct"].chroma > cutoff and item["hct"].tone > cutoff * 3: primary = item["hct"] break if primary: break return DislikeAnalyzer.fix_if_disliked(primary) if primary else Score.score(colors_to_population, False) def score(image: str) -> Hct: return Score.score(ImageQuantizeCelebi(image, 1, 128))