document analytics

Photo to Text

VIN Tags: Text Segmentation Examples

original photo

text appears in both clear and shadowed areas

text extraction

text extraction invariant to intensity

original photo

text appears in variable background

text extraction

text extraction invariant to intensity

VIN reading using online OCR services

original photo

photo shows a vin number tag behind a car's windscreen

text segmentation

vin characters & numbers segmented

ocr on raw photo

The ocr result on the raw vin tag photo using ocr.com shown at the bottom reads:

UM28E17N200148047~

ocr on enhanced photo

The ocr result on the enhanced vin tag photo using ocr.com shown at the bottom reads:

JMZSE17N200148047~

Odometer reading segmentation

Barcode segmentation (video & image)

barcode detection

barcode detection and reading from real time video feeds

barcode/text reading

barcode and text segmentation and reading from mobile phone photos

Scanned Text Optimization

using hyper-connected attribute filters

Background suppression in document processing using hyper-connected attribute filters. All images are from the following article:

Georgios K. Ouzounis and Michael H. F. Wilkinson. "Hyperconnected Attribute Filters Based on k-Flat Zones", IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume: 33 , Issue: 2 , Pages: 224 - 239, Feb. 2011. DOI: 10.1109/TPAMI.2010.74