我正在尝试在python中使用带有ctypes和cv2的Tesseract 3.02。 Tesseract提供了一组暴露的C风格API,其中一个如下:
TESS_API void TESS_CALL TessBaseAPISetImage(TessBaseAPI* handle, const unsigned char* imagedata, int width, int height, int bytes_per_pixel, int bytes_per_line);
到目前为止,我的代码如下:
tesseract = ctypes.cdll.LoadLibrary('libtesseract302.dll')
api = tesseract.TessBaseAPICreate()
tesseract.TessBaseAPIInit3(api, '', 'eng')
imcv = cv2.imread('test.bmp')
w, h, d = imcv.shape
ret = tesseract.TessBaseAPISetImage(api, ctypes.c_char_p(str(imcv.data)), w, h, d, w * d)
#ret = 44 here
最后一行返回错误代码44,我在Tesseract提供的errcode.h中找不到任何地方。我不确定我在这里做错了什么。
我找到了类似问题How to recognize data not filename using ctypes and tesseract 3.0.2?,但问题仍未解决。 我也知道https://code.google.com/p/python-tesseract/,我深入研究了这个项目的源代码,但无法找到我需要的信息。
我可以通过调用cv2.imshow
来确认test.bmp中的图像是否合法且可读。
同样的图像可以通过命令行上的Tesseract进行OCR。
答案 0 :(得分:10)
默认restype
为c_int
,整数的默认参数转换也为c_int
。您将在Web上找到假设具有sizeof(int) == sizeof(void *)
的32位平台的示例。这绝不是一个很好的假设。要在转换为Python整数和从Python整数转换时保护64位指针不被截断,请设置函数指针argtypes
和restype
。无论如何这样做是个好主意,因为它允许ctypes在使用错误类型或数量的参数时引发ArgumentError
。
如果您不想为每个函数定义原型,那么至少将TessBaseAPICreate.restype
设置为不透明的指针类型。
以下ctypes定义基于标题api/capi.h。为方便起见,我已将API打包到Tesseract
类中。
import sys
import cv2
import ctypes
import ctypes.util
if sys.platform == 'win32':
LIBNAME = 'libtesseract302'
else:
LIBNAME = 'tesseract'
class TesseractError(Exception):
pass
class Tesseract(object):
_lib = None
_api = None
class TessBaseAPI(ctypes._Pointer):
_type_ = type('_TessBaseAPI', (ctypes.Structure,), {})
@classmethod
def setup_lib(cls, lib_path=None):
if cls._lib is not None:
return
if lib_path is None:
lib_path = ctypes.util.find_library(LIBNAME)
if lib_path is None:
raise TesseractError('tesseract library not found')
cls._lib = lib = ctypes.CDLL(lib_path)
# source:
# https://github.com/tesseract-ocr/tesseract/
# blob/3.02.02/api/capi.h
lib.TessBaseAPICreate.restype = cls.TessBaseAPI
lib.TessBaseAPIDelete.restype = None # void
lib.TessBaseAPIDelete.argtypes = (
cls.TessBaseAPI,) # handle
lib.TessBaseAPIInit3.argtypes = (
cls.TessBaseAPI, # handle
ctypes.c_char_p, # datapath
ctypes.c_char_p) # language
lib.TessBaseAPISetImage.restype = None
lib.TessBaseAPISetImage.argtypes = (
cls.TessBaseAPI, # handle
ctypes.c_void_p, # imagedata
ctypes.c_int, # width
ctypes.c_int, # height
ctypes.c_int, # bytes_per_pixel
ctypes.c_int) # bytes_per_line
lib.TessBaseAPIGetUTF8Text.restype = ctypes.c_char_p
lib.TessBaseAPIGetUTF8Text.argtypes = (
cls.TessBaseAPI,) # handle
def __init__(self, language='eng', datapath=None, lib_path=None):
if self._lib is None:
self.setup_lib(lib_path)
self._api = self._lib.TessBaseAPICreate()
if self._lib.TessBaseAPIInit3(self._api, datapath, language):
raise TesseractError('initialization failed')
def __del__(self):
if not self._lib or not self._api:
return
if not getattr(self, 'closed', False):
self._lib.TessBaseAPIDelete(self._api)
self.closed = True
def _check_setup(self):
if not self._lib:
raise TesseractError('lib not configured')
if not self._api:
raise TesseractError('api not created')
def set_image(self, imagedata, width, height,
bytes_per_pixel, bytes_per_line=None):
self._check_setup()
if bytes_per_line is None:
bytes_per_line = width * bytes_per_pixel
self._lib.TessBaseAPISetImage(self._api,
imagedata, width, height,
bytes_per_pixel, bytes_per_line)
def get_utf8_text(self):
self._check_setup()
return self._lib.TessBaseAPIGetUTF8Text(self._api)
def get_text(self):
self._check_setup()
result = self._lib.TessBaseAPIGetUTF8Text(self._api)
if result:
return result.decode('utf-8')
使用示例:
if __name__ == '__main__':
imcv = cv2.imread('ocrtest.png')
height, width, depth = imcv.shape
tess = Tesseract()
tess.set_image(imcv.ctypes, width, height, depth)
text = tess.get_text()
print text.strip()
我在Linux上用libtesseract.so.3测试了这个。请注意cv2.imread
返回NumPy数组。它有一个ctypes
属性,包含_as_parameter_
钩子,设置为指向数组的c_void_p
指针。另请注意,问题中显示的代码具有转置的宽度和高度。应该是h, w, d = imcv.shape
。
<强> ocrtest.png:强>
<强>输出:强>
I am trying to use Tesseract 3.02 with ctypes and cv2 in python. Tesseract
provides a DLL exposed set of C style APIs, one of them is as following: