Amazon Sagemaker
Amazon SageMaker is a fully-managed platform that enables developers and data scientists to quickly and easily build, train, and deploy machine learning models at any scale. With Amazon SageMaker, all the barriers and complexity that typically slow down developers who want to use machine learning are removed. The service includes models that can be used together or independently to build, train, and deploy your machine learning models.
Product Overview
Upstage Document OCR (Optical Character Recognition) is designed to efficiently detect and recognize text from a wide range of document images, ensuring high accuracy and versatility across various languages and image qualities.
Key Data
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Type
Model Package
Highlights
Key Features
- Word-Level Coordinate/Transcription Results: Provides word-level bounding box and transcription for easy text processing.
- Robustness on Rotated Documents: Accurately detects and corrects text orientation in rotated documents.
- Multilingual Text Detection: Recognizes texts in multiple languages, including English and CJK (Chinese, Japanese, and Korean).
- Confidence Scores: Outputs word-level confidence scores to assess reliability of extracted text and determine the need for further verification.
Key Applications
- Automated Data Entry: Converts printed or handwritten documents into digital text, streamlining data entry and reducing manual effort.
- Archival and Digitization: Digitizes documents, books, and records, preserving information and making it searchable and accessible.
- Multilingual Document Processing: Handles documents in English and CJK (Chinese, Japanese, Korean), enabling effective international document processing.
Key Tasks
- Text Extraction
- Document Digitization
- Multilingual Document Handling
- Automated Data Entry
- Information Retrieval
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Pricing Information
Use this tool to estimate the software and infrastructure costs based your configuration choices. Your usage and costs might be different from this estimate. They will be reflected on your monthly AWS billing reports.
Contact us to request contract pricing for this product.
Estimating your costs
Choose your region and launch option to see the pricing details. Then, modify the estimated price by choosing different instance types.
Version
Region
Software Pricing
Model Realtime Inference$1.50/hr
running on ml.g5.xlarge
Model Batch Transform$0.00/hr
running on ml.m5.12xlarge
Infrastructure PricingWith Amazon SageMaker, you pay only for what you use. Training and inference is billed by the second, with no minimum fees and no upfront commitments. Pricing within Amazon SageMaker is broken down by on-demand ML instances, ML storage, and fees for data processing in notebooks and inference instances.
Learn more about SageMaker pricing
With Amazon SageMaker, you pay only for what you use. Training and inference is billed by the second, with no minimum fees and no upfront commitments. Pricing within Amazon SageMaker is broken down by on-demand ML instances, ML storage, and fees for data processing in notebooks and inference instances.
Learn more about SageMaker pricing
SageMaker Realtime Inference$1.408/host/hr
running on ml.g5.xlarge
SageMaker Batch Transform$2.765/host/hr
running on ml.m5.12xlarge
Model Realtime Inference
For model deployment as Real-time endpoint in Amazon SageMaker, the software is priced based on hourly pricing that can vary by instance type. Additional infrastructure cost, taxes or fees may apply.InstanceType | Realtime Inference/hr | |
---|---|---|
ml.p3.2xlarge | $1.50 | |
ml.g6.2xlarge | $1.50 | |
ml.g5.xlarge Vendor Recommended | $1.50 | |
ml.g5.2xlarge | $1.50 | |
ml.g4dn.xlarge | $1.50 | |
ml.g6.xlarge | $1.50 |
Usage Information
Model input and output details
Input
Summary
Provide an image file in binary format to the request body.
Input MIME type
image/jpeg, image/png, image/bmpSample input data
Output
Summary
https://developers.upstage.ai/docs/apis/document-ocr#response For detailed schema information, please click the 'Expand all output descriptions' button.
Output MIME type
application/jsonSample output data
Sample notebook
Additional Resources
End User License Agreement
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Support Information
Upstage Document OCR
Contact us for model inquiries.
AWS Infrastructure
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