How do you handle poor document quality using Intelligent Document Processing?
If ever there was a field that seems to defy Moore’s Law—computing power doubles every two years or so—it’s AI. AI has rapidly moved from recurrent neural networks (RNN) to convolutional neural networks (CNN) to transformers. So rapidly in fact that you barely wrap your brain around a technology when a new one takes its place!
Intelligent Document Processing or IDP combines these AI techniques, including machine learning and NLP, with tools like optical character recognition (OCR) to automate data extraction, analysis, and processing.
Not so long ago, IDP relied on accurate and high-quality data. Unstructured data found in documents—incomplete, inconsistent, or erroneous documents—had a big impact on the accuracy of IDP solutions.
No more!
Today, with the availability of models like transformers with their end-to-end object detection and learning capabilities, really, well, transformed AI. Irrespective of the shape or form of your data, transformers can help you make sense of it.
Despite the use of RNNs, CNNs, and transformers, document quality can significantly impact the performance of IDP systems.
Poor document quality may include low-resolution images, noise, artifacts, poor lighting, skewed or distorted text, and other challenges that make it difficult for the models to extract information accurately.
How do you mitigate the impact of poor document quality in IDP systems?
Multiple strategies include preprocessing techniques to enhance the document images, data augmentation, transfer learning, ensemble modeling, active learning, human-in-the-loop approaches, and continuous evaluation to address document quality issues and improve the overall performance of the IDP system.
Data preprocessing
Data preprocessing can enhance the quality of the documents. Here are some techniques that help you do this:
By modifying the brightness and contrast level of document images, you can enhance the legibility of text and improve the overall quality of the image.
Applying a Gaussian filter to document images can help reduce random noise and smooth out image irregularities, resulting in cleaner and clearer document
representations.
Rescaling or resizing document images to a standardized resolution or aspect ratio can ensure consistent input for the IDP pipeline. It helps reduce potential distortions during subsequent processing steps.
Applying histogram equalization to document images redistributes pixel intensities, enhancing the contrast and making the text more distinguishable from the background.
Correcting the skew or slant of document images helps align the text horizontally, improving OCR accuracy.
Applying adaptive thresholding can separate the foreground text from the background in document images, removing unwanted elements and improving text extraction accuracy. This is done by converting the document images to binary form.
Data augmentation
This powerful technique increases the diversity and volume of training data by applying various transformations to the existing samples. It can compensate for limited training data and improve the generalization and robustness of models by
simulating various quality issues that may arise during interference.
Here are some data augmentation techniques that you should consider:
Apply random rotations within a certain angle range of -10 to 10 degrees to simulate documents that may be skewed or tilted during scanning or capturing processes.
Perform random translations by shifting the document image horizontally and vertically. This replicates scenarios where documents may not be perfectly aligned or centered within the image.
Introduce distortions to document images by applying random transformations such as perspective transforms, barrel distortions, or elastic deformations. This emulates documents that may have undergone physical deformations or distortions during
handling or scanning.
Inject random noise into document images, such as Gaussian or salt-and-pepper noise. This emulates documents with artifacts or imperfections caused by factors like low-quality scanning devices or compression.
Apply blurring techniques like Gaussian blurring or motion blurring to document images. This replicates scenarios where document images are captured with motion blur or have low focus.
Perform random rescaling or cropping operations on document images. This simulates documents that may vary in size and aspect ratio or have uneven margins.
Alter the brightness, contrast, or gamma of document images randomly. This accounts for variations in lighting conditions during document capture, ensuring models are more robust to different illumination levels.
Transfer learning
Transfer learning is a technique that involves leveraging knowledge gained from pre- trained models on large-scale datasets or related tasks and applying that knowledge to a specific target task with a limited amount of data.
Pre-trained models, like CNNs or transformers, can provide a significant advantage in handling poor document quality.
– Pre-trained CNNs and transformers are widely used architectures in document processing because they capture visual and sequential patterns.
– Pre-trained CNNs excel at capturing visual features and can be beneficial for tasks like document image classification, quality assessment, or object detection within documents.
– Pre-trained transformers are effective for tasks like text extraction, entity recognition, or sentiment analysis within documents containing textual
information.
– Start by initializing the pre-trained model’s weights using the learned parameters from the large-scale dataset. This will be a good starting point for training on the target document processing task.
– Fine-tune the pre-trained model using your specific document dataset. This involves training the model on your task-specific data while updating the weights of certain layers to adapt to the target domain.
Ensemble models involve training multiple models with different architectures, such as RNNs, CNNs, and Transformers, and combining their predictions to improve the overall performance.
– Each model captures different aspects of the document’s quality and information. RNNs are suitable for sequential data, such as text extraction and structure analysis. CNNs excel in extracting visual features from document images, while Transformers effectively capture long-range dependencies in textual information.
– Each model learns to extract features and make predictions based on its specific architecture and strengths when trained on the same document dataset.
– Combine the predictions from individual models using an ensemble approach. Several techniques for combining predictions include voting,
averaging, or weighted averaging.
Human-in-the-loop
When the system presents uncertain or low-confidence predictions, implement a human-in-the-loop approach for verification and correction.
With human experts, you can address document quality issues that the models struggle with, ensuring higher accuracy.
Continuous evaluation and feedback loop
Monitor the performance of your IDP system and gather feedback from users and reviewers continuously. Identify common document quality issues, iteratively update your models, and refine the preprocessing techniques based on the feedback received.
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