#optical-character-recognition
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thepastisalreadywritten · 7 days ago
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AI Tool Reproduces Ancient Cuneiform Characters with High Accuracy
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ProtoSnap, developed by Cornell and Tel Aviv universities, aligns prototype signs to photographed clay tablets to decode thousands of years of Mesopotamian writing.
Cornell University researchers report that scholars can now use artificial intelligence to “identify and copy over cuneiform characters from photos of tablets,” greatly easing the reading of these intricate scripts​.
The new method, called ProtoSnap, effectively “snaps” a skeletal template of a cuneiform sign onto the image of a tablet, aligning the prototype to the strokes actually impressed in the clay​.
By fitting each character’s prototype to its real-world variation, the system can produce an accurate copy of any sign and even reproduce entire tablets​.
"Cuneiform, like Egyptian hieroglyphs, is one of the oldest known writing systems and contains over 1,000 unique symbols​.
Its characters change shape dramatically across different eras, cultures and even individual scribes so that even the same character… looks different across time,” Cornell computer scientist Hadar Averbuch-Elor explains​.
This extreme variability has long made automated reading of cuneiform a very challenging problem.
The ProtoSnap technique addresses this by using a generative AI model known as a diffusion model.
It compares each pixel of a photographed tablet character to a reference prototype sign, calculating deep-feature similarities.
Once the correspondences are found, the AI aligns the prototype skeleton to the tablet’s marking and “snaps” it into place so that the template matches the actual strokes​.
In effect, the system corrects for differences in writing style or tablet wear by deforming the ideal prototype to fit the real inscription.
Crucially, the corrected (or “snapped”) character images can then train other AI tools.
The researchers used these aligned signs to train optical-character-recognition models that turn tablet photos into machine-readable text​.
They found the models trained on ProtoSnap data performed much better than previous approaches at recognizing cuneiform signs, especially the rare ones or those with highly varied forms.
In practical terms, this means the AI can read and copy symbols that earlier methods often missed.
This advance could save scholars enormous amounts of time.
Traditionally, experts painstakingly hand-copy each cuneiform sign on a tablet.
The AI method can automate that process, freeing specialists to focus on interpretation.
It also enables large-scale comparisons of handwriting across time and place, something too laborious to do by hand.
As Tel Aviv University archaeologist Yoram Cohen says, the goal is to “increase the ancient sources available to us by tenfold,” allowing big-data analysis of how ancient societies lived – from their religion and economy to their laws and social life​.
The research was led by Hadar Averbuch-Elor of Cornell Tech and carried out jointly with colleagues at Tel Aviv University.
Graduate student Rachel Mikulinsky, a co-first author, will present the work – titled “ProtoSnap: Prototype Alignment for Cuneiform Signs” – at the International Conference on Learning Representations (ICLR) in April.
In all, roughly 500,000 cuneiform tablets are stored in museums worldwide, but only a small fraction have ever been translated and published​.
By giving AI a way to automatically interpret the vast trove of tablet images, the ProtoSnap method could unlock centuries of untapped knowledge about the ancient world.
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queerliblib · 6 months ago
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So the question about books not available on Libby raised another question in my mind. If one of us following you on social media has one of those books that’s unavailable on Libby could we scan it and submit it to you as a PDF somehow so others could access it? I don’t have the several hundred dollar book that was mentioned, and I know this could be dipping my toes into copyright law territory, but it could be beneficial to try and crowd source some of our history, Zine style
ah. okay, love the crowdsource-y punk vibes. however we are NOT in a position to play fast and loose with copyright laws. we can’t even take pdf’s directly from the authors! we have formal non-profit status* and for us, it’s really important that we maintain access nationwide to as many folks as possible, for as many books as we can (and we’re still buying more as fast as our budgets allow - we’re not close to being done yet!)
we’ve got lots of plans to keep growing and expanding our catalogue, but what you’re suggesting is not one of the feasible options for us.
in the meantime, some other great options are to keep requesting queer books from your local public libraries, to use InterLibrary Loan if you (or a friend) has access to a university system, and explore some (legal) Open Access or Public Domain projects that are out there (queer zine archive project, directory of open access books, project gutenberg, etc..)
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time4hemp · 6 months ago
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A most unusual Christmas to entertain the eyes during the holidays. Please share if you like this.
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datascienceunicorn · 2 years ago
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teachablr-moment · 4 months ago
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My Chemical Romance?
No, comrade! Our Chemical Romance.
so like I said, I work in the tech industry, and it's been kind of fascinating watching whole new taboos develop at work around this genAI stuff. All we do is talk about genAI, everything is genAI now, "we have to win the AI race," blah blah blah, but nobody asks - you can't ask -
What's it for?
What's it for?
Why would anyone want this?
I sit in so many meetings and listen to genuinely very intelligent people talk until steam is rising off their skulls about genAI, and wonder how fast I'd get fired if I asked: do real people actually want this product, or are the only people excited about this technology the shareholders who want to see lines go up?
like you realize this is a bubble, right, guys? because nobody actually needs this? because it's not actually very good? normal people are excited by the novelty of it, and finance bro capitalists are wetting their shorts about it because they want to get rich quick off of the Next Big Thing In Tech, but the novelty will wear off and the bros will move on to something else and we'll just be left with billions and billions of dollars invested in technology that nobody wants.
and I don't say it, because I need my job. And I wonder how many other people sitting at the same table, in the same meeting, are also not saying it, because they need their jobs.
idk man it's just become a really weird environment.
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iboontechnologies · 25 days ago
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Optical Character Recognition (OCR) technology has revolutionized our interaction with printed and handwritten text. It enables seamless digitization and automation. However, while the technology is widely used for English text, its adoption for regional languages like Hindi and Gujarati is unique and brings more opportunities. Hence, in this post, we will learn what OCR technology is, how it works, its advantages, disadvantages, benefits, and its role in operating in different languages.
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ho2k-com · 2 months ago
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nickmarksblog · 7 months ago
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What is ANPR Based Vehicle Access Control System?
ANPR based vehicle access control system refers to the use of Automatic Number Plate Recognition (ANPR) technology to manage and automate vehicle entry and exit in restricted areas. By capturing and reading vehicle license plates in real-time, the system determines whether a vehicle is authorized to access a particular zone (e.g., parking facilities, gated communities, toll roads, or secure premises). This modern approach replaces or supplements traditional methods of access control, allowing for seamless and automated management of vehicle movements.
Definition of Vehicle Access Control Using ANPR Technology
ANPR based vehicle access control systems employ high-resolution cameras to capture the license plates of vehicles approaching an entry point. Using Optical Character Recognition (OCR), the system extracts the license plate number and compares it against a pre-approved database or watchlist. If the plate is recognized as authorized, the system automatically grants access by opening gates or barriers. This eliminates the need for physical credentials like RFID tags, access cards, or manual inspections by security personnel.
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piazzaconsultinggroup · 7 months ago
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OCR & AI: Powering Smart Document Processing.
Hey there, document wranglers and data tamers! Tired of drowning in paperwork and digital files? Well, buckle up, because we're diving into how Optical Character Recognition (OCR) and Artificial Intelligence (AI) are teaming up to revolutionize document management.
Imagine having a super-smart, tireless assistant who can read, organize, and make sense of your documents faster than you can say "Where did I put that file?" That's exactly what the powerful combo of OCR and AI brings to the table. This dynamic duo is giving traditional document management a major upgrade, automating tasks, boosting accuracy, and slashing costs.
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Tech Progress in OCR.
The move from extracting data by hand to automating it kicked off with OCR tech. originally, this was just for turning printed words into digital ones, but wow, it’s come a long way! Now it can handle all sorts of document formats like business cards, invoices, receipts, & even complex documents that take up multiple pages.
This change has made OCR super important for going digital. It lets businesses turn their paper files into editable & search-friendly digital formats quickly. Picture a company that used to stack files in cabinets; now they can convert all that into digital form! This makes finding & managing documents way easier. Plus, it saves time and clears up space.
The Key Role of AI in Document Management.
While OCR lays the groundwork for text conversion, AI kicks it up a notch in document management. It goes beyond just recognizing text by diving into the context & grabbing useful info from messy or partly organized documents.
With tech like machine learning & natural language processing, systems can learn from what they see, spot patterns, and even make smart decisions. This cuts down on how much humans need to be involved in processing documents. For instance, an AI can look at past invoices to guess future billing trends, helping finance teams keep cash flow in check.
Boosting Skills with OCR and AI Together.
Mixing OCR with AI creates a strong base for smart document processing—here are some highlights:
Better Accuracy: AI's advanced ability to spot patterns tackles issues with various document formats & layouts that OCR faces. This means way fewer mistakes when pulling out text! Businesses end up trusting their data more—better choices happen here.
Automated Data Pull: These smart processing systems use AI models to automatically pull out data from documents. This smoothens workflows and cuts back on manual entry errors big time! Employees then get to focus on important tasks instead of boring data entries.
Instant Document Classification: Thanks to AI, these systems can quickly sort and send documents where they need to go. Think big organizations where invoices go directly to finance or contracts head straight to legal—this makes sure everything lands in the right inbox without making anyone wait.
Strong Security Measures: By adding AI into the mix, smart document software can crank up security measures like encrypted storage and multi-factor authentication—keeping sensitive info safe from prying eyes & cyber risks is crucial today when data breaches are so common.
Detailed Audit Trails: These systems keep track of every action related to documents too! This is super important for staying clear & accountable while following regulations. Organizations have an easy way to see who looked at what info and when—great for compliance audits!
Various Industry Uses.
The combo of OCR and AI is beneficial across tons of sectors:
Finance: Automating loan processes or spotting fraud helps banks run smoother & stay secure while handling compliance docs like KYC checks.
Healthcare: Piling up those patient records or processing insurance claims becomes simpler—leading to better patient care and smoother operations.
Retail: Judging by how purchase orders, invoices, & inventory records get managed easily makes audits a breeze while boosting overall efficiency.
Legal: Speeding up case file management or checking contracts helps law firms save time while cutting down on errors in vital actions.
Immigration: Making application processes faster helps improve accuracy—all super important for timely decisions!
Conclusion:
The mix of OCR and AI doesn't just tidy up document handling; it brings real precision & efficiency that can change how businesses operate. As industries continue their digital journeys, using smart document processing will be key. By leaning into these technologies, organizations can become more agile, comply better with regulations, and keep customers happy too! These tech tools are not just about upgrades—they’re about gaining an edge in today’s business landscape!
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knowledgegraphs · 8 months ago
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cubicpopcorn · 8 months ago
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ipassmena · 8 months ago
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How to Select the Right KYC Verification Service for Your Business?
It has always been crucial to know who your consumers are, whether it is related to online marketplaces, banking institutions, or almost any other organisation that needs to identify its clientele. KYC verification protects the business against fraud and guarantees that you are in compliance with laws. Finding the finest KYC verification service is important, though, as there are numerous options accessible.
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the-chibi-devil · 11 months ago
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Anyone who says AI is the future has never run OCR on a document.
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updateterbaruterkini · 1 year ago
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Rekomendasi Layanan Optical Character Recognition (OCR) Terbaik dari Verihubs
Kita telah memasuki era di mana digitalisasi menjadi kunci untuk efisiensi operasional. Dan teknologi Optical Character Recognition (OCR) telah muncul sebagai salah satu sarana yang sangat berguna bagi perusahaan, untuk mengelola arsip perusahaan dengan lebih mudah, aman, akurat serta efisien. Dengan kemampuannya untuk mengubah teks yang tercetak atau ditulis tangan menjadi teks yang dapat…
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meontechnologies0 · 1 year ago
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Optical character recognition online
Discover the convenience of optical character recognition online with Mobility Master. Our cutting-edge service transforms scanned documents into editable text, saving you time and effort. How accurate is our OCR technology compared to traditional methods?
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