Fixing grayscale conversion

This commit is contained in:
2025-12-11 15:15:38 +02:00
parent e4ce882a18
commit 8eb1cc8c86
3 changed files with 56 additions and 33 deletions

View File

@@ -10,7 +10,7 @@ import torch
from PIL import Image
import tempfile
import os
import numpy as np
from src.utils.image import convert_grayscale_to_rgb_preserve_range
from src.utils.logger import get_logger
@@ -234,38 +234,20 @@ class YOLOWrapper:
try:
with Image.open(source_path) as img:
if len(img.getbands()) == 1:
grayscale = np.array(img)
if grayscale.ndim == 3:
grayscale = grayscale[:, :, 0]
original_dtype = grayscale.dtype
grayscale = grayscale.astype(np.float32)
rgb_img = convert_grayscale_to_rgb_preserve_range(img)
else:
rgb_img = img.convert("RGB")
if np.issubdtype(original_dtype, np.integer):
dtype_info = np.iinfo(original_dtype)
denom = float(max(dtype_info.max, 1))
else:
max_val = (
float(grayscale.max()) if grayscale.size else 0.0
)
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)
rgb_img = Image.fromarray(rgb_arr, mode="RGB")
suffix = source_path.suffix or ".png"
tmp = tempfile.NamedTemporaryFile(
suffix=suffix, delete=False
)
tmp_path = tmp.name
tmp.close()
rgb_img.save(tmp_path)
cleanup_path = tmp_path
logger.info(
f"Converted single-channel image {source_path} to RGB for inference at {tmp_path}"
)
return tmp_path, cleanup_path
suffix = source_path.suffix or ".png"
tmp = tempfile.NamedTemporaryFile(suffix=suffix, delete=False)
tmp_path = tmp.name
tmp.close()
rgb_img.save(tmp_path)
cleanup_path = tmp_path
logger.info(
f"Converted image {source_path} to RGB for inference at {tmp_path}"
)
return tmp_path, cleanup_path
except Exception as convert_error:
logger.warning(
f"Failed to preprocess {source_path} as RGB, continuing with original file: {convert_error}"