扩展friederbluemle解决方案，下载pngcrush，然后如果你在多个png文件上运行它，就像这样使用代码

path =r"C:\\project\\project\\images" # path to all .png images
import os

png_files =[]

for dirpath, subdirs, files in os.walk(path):
    for x in files:
        if x.endswith(".png"):
            png_files.append(os.path.join(dirpath, x))

file =r'C:\\Users\\user\\Downloads\\pngcrush_1_8_9_w64.exe' #pngcrush file 


for name in png_files:
    cmd = r'{} -ow -rem allb -reduce {}'.format(file,name)
    os.system(cmd)

这里所有与项目相关的PNG文件都在一个文件夹中。

扩展friederbluemle解决方案，下载pngcrush，然后如果你在多个png文件上运行它，就像这样使用代码

path =r"C:\\project\\project\\images" # path to all .png images
import os

png_files =[]

for dirpath, subdirs, files in os.walk(path):
    for x in files:
        if x.endswith(".png"):
            png_files.append(os.path.join(dirpath, x))

file =r'C:\\Users\\user\\Downloads\\pngcrush_1_8_9_w64.exe' #pngcrush file 


for name in png_files:
    cmd = r'{} -ow -rem allb -reduce {}'.format(file,name)
    os.system(cmd)

这里所有与项目相关的PNG文件都在一个文件夹中。

一些背景信息:

libpng 1.6+版本中的一些更改导致它发出警告或 甚至不能与原始HP/MS sRGB配置文件正确工作，领先 到以下stderr: libpng警告:iCCP:已知错误的sRGB 旧的配置文件使用D50白点，其中D65是标准的。 这个配置文件并不少见，虽然Adobe Photoshop正在使用 默认情况下，它没有嵌入到图像中。

(来源:https://wiki.archlinux.org/index.php/Libpng_errors)

Error detection in some chunks has improved; in particular the iCCP chunk reader now does pretty complete validation of the basic format. Some bad profiles that were previously accepted are now rejected, in particular the very old broken Microsoft/HP sRGB profile. The PNG spec requirement that only grayscale profiles may appear in images with color type 0 or 4 and that even if the image only contains gray pixels, only RGB profiles may appear in images with color type 2, 3, or 6, is now enforced. The sRGB chunk is allowed to appear in images with any color type.

(来源:https://forum.qt.io/topic/58638/solved-libpng-warning-iccp-known-incorrect-srgb-profile-drive-me-nuts/16)

在Windows中使用IrfanView图像查看器，我简单地重新保存了PNG图像，这纠正了问题。

当我训练yolo时，warninglibpng警告:iCCP:已知不正确的sRGB配置文件发生每个纪元。然后我使用bash找到png，然后使用python3和opencv(cv2)重写png文件。因此，警告只在重写时出现。步骤如下:

步骤1。创建一个python文件:

# rewrite.py
import cv2, sys, os
fpath = sys.argv[1]
if os.path.exists(fpath):
    cv2.imwrite(fpath, cv2.imread(fpath))

步骤2。在bash中运行:

# cd your image dir
# then find and rewrite png file
find . -iname "*.png" | xargs python3 rewrite.py

一些建议的答案使用pngcrush和-rem allb选项，文档说这就像“用电锯做手术”。该选项删除了许多块。为了防止“iCCP:已知错误的sRGB配置文件”警告，删除iCCP块就足够了，如下所示:

pngcrush -ow -rem iCCP filename.png