要解决Amazon Textract无法读取点击复选框字段的问题,可以尝试以下方法:
以下是使用Python SDK示例代码:
import boto3
def analyze_form(form_bytes):
# 创建Textract客户端
textract = boto3.client('textract')
# 调用StartDocumentAnalysis API启动表单分析任务
response = textract.start_document_analysis(
Document={
'Bytes': form_bytes
},
FeatureTypes=['FORMS']
)
# 获取任务ID
job_id = response['JobId']
# 轮询获取任务状态,直到任务完成
while True:
response = textract.get_document_analysis(JobId=job_id)
# 检查任务状态
status = response['JobStatus']
if status in ['SUCCEEDED', 'FAILED']:
break
# 提取表单字段
form_fields = []
for page in response['Blocks']:
if page['BlockType'] == 'KEY_VALUE_SET':
key = None
value = None
for relation in page['Relationships']:
if relation['Type'] == 'CHILD':
for child_id in relation['Ids']:
child = response['Blocks'][child_id]
if child['BlockType'] == 'KEY_VALUE_SET':
for kv in child['Relationships']:
if kv['Type'] == 'VALUE':
value_id = kv['Ids'][0]
value = response['Blocks'][value_id]['Text']
elif kv['Type'] == 'KEY':
key_id = kv['Ids'][0]
key = response['Blocks'][key_id]['Text']
if key and value:
form_fields.append((key, value))
return form_fields
# 测试代码
with open('form.pdf', 'rb') as file:
form_bytes = file.read()
form_fields = analyze_form(form_bytes)
for field in form_fields:
print(field)
以下是使用Tesseract的示例代码:
import cv2
import pytesseract
def extract_checkbox(image_path):
# 读取图像
image = cv2.imread(image_path)
# 转为灰度图像
gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
# 对图像进行二值化处理
_, binary = cv2.threshold(gray, 150, 255, cv2.THRESH_BINARY_INV)
# 使用Tesseract识别文本
text = pytesseract.image_to_string(binary)
# 提取复选框字段
checkbox_fields = []
lines = text.split('\n')
for line in lines:
if line.lower().startswith('☐') or line.lower().startswith('☑'):
checkbox_fields.append(line[1:].strip())
return checkbox_fields
# 测试代码
image_path = 'form.png'
checkbox_fields = extract_checkbox(image_path)
for field in checkbox_fields:
print(field)
这些方法可以帮助您读取和解析复选框字段,具体使用哪种方法取决于您的需求和数据。