Using C API of tesseract 3.02 with ctypes and cv2 in python
ctypes, opencv, python, tesseract
Solution
The default `restype` is `c_int`, and the default argument conversion from an integer is also `c_int`. You'll find examples on the web that assume a 32-bit platform that has `sizeof(int) == sizeof(void *)`. This was never a good assumption to make. To protect a 64-bit pointer from truncation when converted to and from a Python integer, set the function pointer's `argtypes` and `restype`. It's a good idea to do this anyway, since it allows ctypes to raise an `ArgumentError` when the the wrong types or number of arguments are used.
If you'd rather not define the prototypes for every function, then at least set `TessBaseAPICreate.restype` to an opaque pointer type.
The following ctypes definitions are based on the header api/capi.h. For convenience I've packaged the API into a `Tesseract` class.
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')
Example usage:
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()
I tested this on Linux with libtesseract.so.3. Note that `cv2.imread` returns a NumPy array. This has a `ctypes` attribute that includes the `_as_parameter_` hook, set as a `c_void_p` pointer to the the array. Note also that the code shown in the question has the width and height transposed. It should have been `h, w, d = imcv.shape`.
ocrtest.png:
Output:
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:
Problem
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: ``` TESS_API void TESS_CALL TessBaseAPISetImage(TessBaseAPI* handle, const unsigned char* imagedata, int width, int height, int bytes_per_pixel, int bytes_per_line); ``` So far, my code is as follows: ``` 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 ``` The last line return an error code 44, which I can't find anywhere in errcode.h provided by Tesseract. I am not sure what I am doing wrong here. I have found similar question How to recognize data not filename using ctypes and tesseract 3.0.2?, however the question is not resolved. I am also aware of https://code.google.com/p/python-tesseract/, I dig into source code of this project but didn't be able to find the information I need. I can confirm the image in test.bmp is legit and readable by calling `cv2.imshow`. also the same image can be OCR by Tesseract on command line.