Update on convert_grayscale_to_rgb_preserve_range, making it class method

This commit is contained in:
2025-12-16 12:37:34 +02:00
parent dd99a0677c
commit 0e0741d323
2 changed files with 34 additions and 39 deletions

View File

@@ -34,7 +34,7 @@ from PySide6.QtWidgets import (
from src.database.db_manager import DatabaseManager
from src.model.yolo_wrapper import YOLOWrapper
from src.utils.config_manager import ConfigManager
from src.utils.image import Image, convert_grayscale_to_rgb_preserve_range
from src.utils.image import Image
from src.utils.logger import get_logger
@@ -1368,7 +1368,7 @@ class TrainingTab(QWidget):
img_obj = Image(src)
pil_img = img_obj.pil_image
if len(pil_img.getbands()) == 1:
rgb_img = convert_grayscale_to_rgb_preserve_range(pil_img)
rgb_img = img_obj.convert_grayscale_to_rgb_preserve_range()
else:
rgb_img = pil_img.convert("RGB")
rgb_img.save(dst)

View File

@@ -277,6 +277,38 @@ class Image:
"""
return self._channels >= 3
def convert_grayscale_to_rgb_preserve_range(
self,
) -> PILImage.Image:
"""Convert a single-channel PIL image to RGB while preserving dynamic range.
Returns:
PIL Image in RGB mode with intensities normalized to 0-255.
"""
if self._channels == 3:
return self.pil_image
grayscale = self.data
if grayscale.ndim == 3:
grayscale = grayscale[:, :, 0]
original_dtype = grayscale.dtype
grayscale = grayscale.astype(np.float32)
if grayscale.size == 0:
return PILImage.new("RGB", self.shape, color=(0, 0, 0))
if np.issubdtype(original_dtype, np.integer):
denom = float(max(np.iinfo(original_dtype).max, 1))
else:
max_val = float(grayscale.max())
denom = max(max_val, 1.0)
grayscale = np.clip(grayscale / denom, 0.0, 1.0)
grayscale_u8 = (grayscale * 255.0).round().astype(np.uint8)
rgb_arr = np.repeat(grayscale_u8[:, :, None], 3, axis=2)
return PILImage.fromarray(rgb_arr, mode="RGB")
def __repr__(self) -> str:
"""String representation of the Image object."""
return (
@@ -289,40 +321,3 @@ class Image:
def __str__(self) -> str:
"""String representation of the Image object."""
return self.__repr__()
def convert_grayscale_to_rgb_preserve_range(
pil_image: PILImage.Image,
) -> PILImage.Image:
"""Convert a single-channel PIL image to RGB while preserving dynamic range.
Args:
pil_image: Single-channel PIL image (e.g., 16-bit grayscale).
Returns:
PIL Image in RGB mode with intensities normalized to 0-255.
"""
if pil_image.mode == "RGB":
return pil_image
grayscale = np.array(pil_image)
if grayscale.ndim == 3:
grayscale = grayscale[:, :, 0]
original_dtype = grayscale.dtype
grayscale = grayscale.astype(np.float32)
if grayscale.size == 0:
return PILImage.new("RGB", pil_image.size, color=(0, 0, 0))
if np.issubdtype(original_dtype, np.integer):
denom = float(max(np.iinfo(original_dtype).max, 1))
else:
max_val = float(grayscale.max())
denom = max(max_val, 1.0)
grayscale = np.clip(grayscale / denom, 0.0, 1.0)
grayscale_u8 = (grayscale * 255.0).round().astype(np.uint8)
rgb_arr = np.repeat(grayscale_u8[:, :, None], 3, axis=2)
return PILImage.fromarray(rgb_arr, mode="RGB")