feat: publish ocr_utils, vision_sop, ui_detect to public repo

This commit is contained in:
Liang Jiaqing
2026-04-15 00:00:14 +08:00
parent d0a9b5de08
commit 97560a4fba
4 changed files with 289 additions and 0 deletions

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memory/ocr_utils.py Normal file
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"""
本地 OCR 工具
- OCR引擎: rapidocr-onnxruntime (~1s/次, 中英文准确率高, 带bbox)
- 坑(rapid): result[i][2] conf 是 str 不是 float
- 坑(rapid): 无文字时 result 返回 None 而非空列表
- 坑: enhance 放大+高对比度处理,对清晰文字有害,默认关闭
- 坑(远程桌面): ImageGrab/mss 在 RDP 断开后截图全黑,用 ocr_window(hwnd) 代替
"""
import re
from PIL import ImageGrab, Image, ImageEnhance
_LANG = 'zh-Hans-CN'
_rapid_engine = None
def _get_rapid():
global _rapid_engine
if _rapid_engine is None:
from rapidocr_onnxruntime import RapidOCR
_rapid_engine = RapidOCR()
return _rapid_engine
def _preprocess(img, scale=3, contrast=3.0):
img = ImageEnhance.Contrast(img).enhance(contrast)
img = img.resize((img.width * scale, img.height * scale))
return img
def _strip_cjk_spaces(t):
return re.sub(r'(?<=[\u4e00-\u9fff])\s+(?=[\u4e00-\u9fff])', '', t)
def _ocr_rapid(img):
import numpy as np
engine = _get_rapid()
arr = np.array(img)
result, elapse = engine(arr)
if not result:
return {'text': '', 'lines': [], 'details': []}
lines = [r[1] for r in result]
details = [{'bbox': r[0], 'text': r[1], 'conf': float(r[2])} for r in result]
text = _strip_cjk_spaces('\n'.join(lines))
return {'text': text, 'lines': [_strip_cjk_spaces(l) for l in lines], 'details': details}
def ocr_image(image_input, lang=_LANG, enhance=False, engine=None):
"""
对 PIL Image 做 OCR
:param image_input: PIL Image 对象 或 文件路径(str)
:param lang: 保留参数,当前未使用
:param enhance: 预处理
:param engine: 保留参数,当前仅支持 rapid/None
:return: dict {'text': 全文, 'lines': [行文本], 'details': [bbox+conf]}
"""
if isinstance(image_input, str):
image_input = Image.open(image_input)
if enhance:
image_input = _preprocess(image_input)
if engine not in (None, 'rapid'):
raise ValueError("Only rapid OCR is supported")
return _ocr_rapid(image_input)
def ocr_screen(bbox=None, lang=_LANG, enhance=False, engine=None):
"""
截取屏幕区域并 OCR
:param bbox: (x1, y1, x2, y2) 像素坐标None=全屏
:return: dict {'text': 全文, 'lines': [行文本], 'details': [bbox+conf](仅rapid)}
"""
img = ImageGrab.grab(bbox=bbox)
return ocr_image(img, lang, enhance, engine)
def ocr_window(hwnd, lang=_LANG, enhance=False, engine=None):
"""
截取窗口并 OCR (使用 PrintWindow API支持远程桌面断开场景)
:param hwnd: 窗口句柄(int)
:return: dict {'text': 全文, 'lines': [行文本], 'details': [bbox+conf](仅rapid)}
"""
import win32gui, win32ui
from ctypes import windll
l, t, r, b = win32gui.GetWindowRect(hwnd)
w, h = r - l, b - t
hwndDC = win32gui.GetWindowDC(hwnd)
mfcDC = win32ui.CreateDCFromHandle(hwndDC)
saveDC = mfcDC.CreateCompatibleDC()
saveBitMap = win32ui.CreateBitmap()
saveBitMap.CreateCompatibleBitmap(mfcDC, w, h)
saveDC.SelectObject(saveBitMap)
windll.user32.PrintWindow(hwnd, saveDC.GetSafeHdc(), 3)
bmpinfo = saveBitMap.GetInfo()
bmpstr = saveBitMap.GetBitmapBits(True)
img = Image.frombuffer('RGB', (bmpinfo['bmWidth'], bmpinfo['bmHeight']), bmpstr, 'raw', 'BGRX', 0, 1)
win32gui.DeleteObject(saveBitMap.GetHandle())
saveDC.DeleteDC()
mfcDC.DeleteDC()
win32gui.ReleaseDC(hwnd, hwndDC)
return ocr_image(img, lang, enhance, engine)
if __name__ == "__main__":
r = ocr_screen((0, 0, 400, 100))
print(f"识别结果: {r['text']}")
for line in r['lines']:
print(f" 行: {line}")
if 'details' in r:
for d in r['details']:
print(f" [{d['conf']:.3f}] {d['text']}")