Learning from Imperfections: Building Datasets with Probabilistic Alignment of Handwritten Text - Georgia
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The word images must be able to be described by parameters extracted from a Con-volutional Neural Network (CNN). This to determine what words look similar. The similarity of word images is what is used to create an alignment. The algorithm finds words that are common in the text and identifies these by the shape of the word image and its position on the page. It uses the features it creates for each image to return an alignment, linking words in the transcript to word images given the similarity of reoc-curring words in the text. These words are added as labelled images to a data set. A…mehr

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Produktbeschreibung
The word images must be able to be described by parameters extracted from a Con-volutional Neural Network (CNN). This to determine what words look similar. The similarity of word images is what is used to create an alignment. The algorithm finds words that are common in the text and identifies these by the shape of the word image and its position on the page. It uses the features it creates for each image to return an alignment, linking words in the transcript to word images given the similarity of reoc-curring words in the text. These words are added as labelled images to a data set. A labelled data set of word images subsequently grows with each page shown to the algo-rithm and is used to facilitate better alignments on future pages. This yields not only a probable alignment of words to word images on a page but also a data set of labelled words.
Autorenporträt
Georgia Pie is a distinguished oncologist and researcher dedicated to advancing knowledge and care in pancreatic cancer. Dr. Pie's profound expertise and commitment drive her advocacy for improved understanding and treatment of this challenging disease. As an author, Dr. Pie brings clarity and compassion to her work. Her book, "Pancreatic Cancer: Hidden Threat," emerges from years of clinical experience and deep engagement with patients and families affected by pancreatic cancer. This vital resource fills a critical gap in public understanding, offering insights that empower patients and caregivers to navigate the complexities of diagnosis, treatment, and support. Dr. Pie's narrative is both informative and empathetic, illuminating the nuances of pancreatic cancer and the multifaceted journey it entails. She emphasizes the importance of early detection, providing clear guidance on recognizing symptoms and accessing appropriate medical care. Through detailed discussions of treatment options, including innovative therapies and clinical trials, Dr. Pie equips readers with essential knowledge to make informed decisions. Beyond medical facts, Dr. Pie addresses the emotional and practical dimensions of living with pancreatic cancer. Her book offers invaluable support for caregivers, emphasizing the importance of holistic care and community resources. Dr. Pie's holistic approach extends to advocacy for increased research funding and public awareness, aiming to improve outcomes and quality of life for all affected by this disease. "Pancreatic Cancer: Hidden Threat" reflects Dr. Pie's unwavering dedication to patient-centered care and her belief in the transformative power of knowledge. It is a testament to her mission to demystify pancreatic cancer, providing hope and empowerment to those facing its challenges. Through her writing and clinical practice, Dr. Pie continues to inspire positive change and progress in the field of oncology.