Barcode Reader OCR Python
The Python OCR SDK supports the Barcode Reader API.
Using the sample below, we are going to illustrate how to extract the data that we want using the OCR SDK.
Quick-Start
from mindee import Client, PredictResponse, product
# Init a new client
mindee_client = Client(api_key="my-api-key")
# Load a file from disk
input_doc = mindee_client.source_from_path("/path/to/the/file.ext")
# Load a file from disk and parse it.
# The endpoint name must be specified since it cannot be determined from the class.
result: PredictResponse = mindee_client.parse(product.BarcodeReaderV1, input_doc)
# Print a summary of the API result
print(result.document)
# Print the document-level summary
# print(result.document.inference.prediction)
Output (RST):
########
Document
########
:Mindee ID: f9c48da1-a306-4805-8da8-f7231fda2d88
:Filename: default_sample.jpg
Inference
#########
:Product: mindee/barcode_reader v1.0
:Rotation applied: Yes
Prediction
==========
:Barcodes 1D: Mindee
:Barcodes 2D: https://developers.mindee.com/docs/barcode-reader-ocr
I love paperwork! - Said no one ever
Page Predictions
================
Page 0
------
:Barcodes 1D: Mindee
:Barcodes 2D: https://developers.mindee.com/docs/barcode-reader-ocr
I love paperwork! - Said no one ever
Field Types
Standard Fields
These fields are generic and used in several products.
BaseField
Each prediction object contains a set of fields that inherit from the generic BaseField
class.
A typical BaseField
object will have the following attributes:
- value (
Union[float, str]
): corresponds to the field value. Can beNone
if no value was extracted. - confidence (
float
): the confidence score of the field prediction. - bounding_box (
[Point, Point, Point, Point]
): contains exactly 4 relative vertices (points) coordinates of a right rectangle containing the field in the document. - polygon (
List[Point]
): contains the relative vertices coordinates (Point
) of a polygon containing the field in the image. - page_id (
int
): the ID of the page, alwaysNone
when at document-level. - reconstructed (
bool
): indicates whether an object was reconstructed (not extracted as the API gave it).
Note: A
Point
simply refers to a List of two numbers ([float, float]
).
Aside from the previous attributes, all basic fields have access to a custom __str__
method that can be used to print their value as a string.
StringField
The text field StringField
only has one constraint: its value is an Optional[str]
.
Attributes
The following fields are extracted for Barcode Reader V1:
Barcodes 1D
codes_1d (List[StringField]): List of decoded 1D barcodes.
for codes_1d_elem in result.document.inference.prediction.codes_1d:
print(codes_1d_elem.value)
Barcodes 2D
codes_2d (List[StringField]): List of decoded 2D barcodes.
for codes_2d_elem in result.document.inference.prediction.codes_2d:
print(codes_2d_elem.value)
Questions?
Updated 4 months ago