Adobe, Inc.

Jayant Vaibhav Srivastava

Ashutosh Mehra

Shawn Alan Gaither

Vlad Ion Morariu

Curtis Michael Wigington

Mohit Gupta

Ankit Bal

Uttam Dwivedi

Tushar Tiwari

Punit Singh

Kajal Gupta

Techniques for document decomposition based on determined logical visual layering of document content. The techniques include iteratively identifying a plurality of logical visual layers of a document resulting in each logical visual layer being associated with one or more document content objects of the document. The one or more document content objects associated with each logical visual layer are annotated to be indicative of the associated logical visual layer. The document is then displayed with an indication of one or more of the annotated document objects.

Document decomposition based on determined logical visual layering of document content

Various disclosed embodiments can resolve output inaccuracies produced by many machine learning models. Embodiments use content order as input to machine learning model systems so that they can process documents according to the position or rank of instances in a document or image. In this way, the model is less likely to misclassify or incorrectly detect instances or the ordering between predicted instances. The content order in various embodiments can be used as an additional signal to classify or make predictions.

Machine learning prediction and document rendering improvement based on content order

Techniques described herein implement heading identification and classification for a digital document in a digital medium environment. A document analysis system is leveraged to extract structural features from a digital document, identify heading candidates from among the structural features, validate the headings candidates, and classify validated headings into different headings types. The classified headings are then utilized to generate a sectioned version of the digital document ('sectioned document') that is divided into different sections based on the headings. Further, a document directory is generated that includes the headings and that enables navigation to different sections of the sectioned document.

Heading identification and classification for a digital document

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Noida, India

Jayant Vaibhav Srivastava