Get a GitHub badge TaskDatasetModelMetric NameMetric ValueGlobal RankResultBenchmark Visual Question Answering (VQA) DocVQA test Donut ANLS 0.675 # 29 Compare Key-value Pair Extraction RFUND-EN Donut key-value pair F1 24.54 # 13 Compare Document Image Classification RVL-CDIP Donut Accuracy ...
document classification (image-classification) document parsing (form understanding & information extraction) visual question answering table detection/layout analysis optical character recognition (OCR) Datasets DatasetTaskHugging Face Datasets SROIE document parsing darentang/sroie RVL-CDIP document classification...
Classifying documents into the appropriate category, such as forms, invoices, or letters, is known as document image classification. Classification may use either one or both of the document's image and text. The recent addition of multimodal models that use the visual structure and the unde...
We leverage DiT as the backbone network in a variety of vision-based Document AI tasks, including document image classification, document layout analysis, as well as table detection, where significant improvements and new SOTA results have been achieved. LayoutLMv3 (opens in new tab), a ...
We release a post-OCR text classification (https://github.com/Quicksign/ocrized-text-dataset) that complements the Tobacco3482 and RVL-CDIP ones to encourage researchers to look into multi-modal text/image classification.doi:10.1007/978-3-030-43823-4_35Nicolas Audebert...
ModelPDFImage: JPEG/JPG,PNG,BMP,TIFF,HEIFMicrosoft Office: Word (DOCX), Excel (XLSX), PowerPoint (PPTX), HTML Layout✔✔✔ Input requirements For best results, provide one clear photo or high-quality scan per document. For PDF and TIFF, up to 2,000 pages can be processed (with a...
Text image processed with Document Intelligence Studio and output to MarkDown using Layout model Table image processed with Document Intelligence Studio using Layout model Get started The Document Intelligence Layout model 2024-11-30 (GA) supports the following development options: Document Intelli...
ModelPDFImage: JPEG/JPG,PNG,BMP,TIFF,HEIFMicrosoft Office: Word (DOCX), Excel (XLSX), PowerPoint (PPTX), HTML Read✔✔✔ Layout✔✔✔ General Document✔✔ Prebuilt✔✔ Custom extraction✔✔ Custom classification✔✔✔ ...
. Division boundaries are focused on sentence subject and use significant computational algorithmically complex resources. However, it has the distinct advantage of maintaining semantic consistency within each chunk. It's useful for text summarization, sentiment analysis, and document classification tas...
Get the generated cropped image of specified figure from document analysis constfilePath=path.join(ASSET_PATH,"layout-pageobject.pdf");constbase64Source=fs.readFileSync(filePath,{encoding:"base64"});constinitialResponse=awaitclient.path("/documentModels/{modelId}:analyze","prebuilt-layout").post...