How NanoNets OCR Small is Changing Document Processing Forever
What if the future of document processing wasn't just about speed or accuracy, but about achieving both on devices as small as a smartphone? Enter NanoNets OCR Small, a new optical character recognition (OCR) model that redefines what's possible in compact, efficient, and precise text recognition. Built on the robust Quen 2.5VL vision-language framework, this model isn't just another OCR tool—it's a solution tailored for modern needs, from secure document processing to multilingual text recognition. With its open weights and lightweight architecture, NanoNets OCR Small enables organizations to take control of their data processing without relying on heavy computational infrastructure. Imagine extracting structured data from invoices or recognizing complex equations in academic papers—all on a retail-grade GPU or even a smartphone.
This coverage provide by Sam Witteveen offers more insights into the unique features and real-world applications that make NanoNets OCR Small a standout in the OCR landscape. From signature detection for legal documents to watermark extraction for branded content, the model's versatility is unmatched. You'll discover how its compact design doesn't compromise on power, allowing seamless integration into workflows across industries like healthcare, finance, and legal services. But what truly sets it apart? Its ability to handle intricate tasks, such as complex table extraction and handwritten text recognition, with remarkable precision. As you explore its capabilities, you'll see how NanoNets OCR Small is not just a tool but a fantastic step in the evolution of OCR technology—one that prioritizes efficiency, adaptability, and accessibility. Compact &Advanced OCR What Makes NanoNets OCR Small Stand Out?
NanoNets OCR Small is engineered with a focus on efficiency, adaptability, and precision. With just 3 billion parameters, it is lightweight enough to operate seamlessly on smartphones or retail-grade GPUs, yet powerful enough to handle complex tasks. Its open weights allow users to fine-tune the model for specific applications, making sure it meets diverse operational requirements. This balance of high functionality and resource efficiency makes it an ideal choice for users who need advanced OCR capabilities without the need for extensive computational infrastructure.
The model's compact size and adaptability make it particularly appealing for industries that prioritize on-premise deployments or localized solutions, such as healthcare, legal services, and finance. By offering a high degree of customization, NanoNets OCR Small ensures that organizations can tailor its performance to meet their unique needs. Advanced Features for Complex Tasks
NanoNets OCR Small is not limited to basic text recognition. It offers a suite of specialized features designed to handle intricate document processing tasks with precision. These include: Latex Equation Recognition: Perfect for academic, technical, and research documents requiring mathematical notation.
Perfect for academic, technical, and research documents requiring mathematical notation. Image Description: Extracts meaningful context from visual elements, enhancing document comprehension.
Extracts meaningful context from visual elements, enhancing document comprehension. Signature Detection: Ensures authenticity in legal, financial, and administrative documents.
Ensures authenticity in legal, financial, and administrative documents. Watermark Extraction: Identifies and processes protected or branded content effectively.
Identifies and processes protected or branded content effectively. Smart Checkbox Handling: Simplifies the processing of forms, surveys, and checklists.
Simplifies the processing of forms, surveys, and checklists. Complex Table Extraction: Converts intricate tables into structured HTML data for seamless integration into workflows.
These advanced features make the model particularly effective in industries where accuracy and attention to detail are critical. For example, in the financial sector, it can extract structured data from invoices and contracts, while in healthcare, it can streamline the processing of patient forms and medical records. NanoNets OCR-s : Compact OCR Model for Accurate Text Recognition
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Take a look at other insightful guides from our broad collection that might capture your interest in Vision-language models. How Was It Trained?
The exceptional performance of NanoNets OCR Small is the result of rigorous training on a diverse dataset of 250,000 pages. This dataset includes a wide range of document types, such as research papers, financial statements, legal contracts, healthcare forms, receipts, and invoices. Both synthetically generated and manually annotated data were incorporated to ensure the model performs reliably across various scenarios.
The training process emphasized several key tasks, including: Handling and extracting data from complex tables.
Recognizing equations in technical and academic documents.
Detecting signatures and watermarks for verification purposes.
This comprehensive training approach ensures that NanoNets OCR Small excels in structured document processing, even in challenging environments. Its ability to adapt to diverse document types makes it a versatile tool for organizations with varied operational needs. Performance Highlights
NanoNets OCR Small delivers impressive results across multiple dimensions, making it a standout choice for modern OCR applications. Key performance highlights include: Structured Document Extraction: Accurately processes tables, embedded images, and other complex elements.
Accurately processes tables, embedded images, and other complex elements. Multilingual Text Recognition: Handles non-English characters, symbols, and accents, such as umlauts, with precision.
Handles non-English characters, symbols, and accents, such as umlauts, with precision. Global Applicability: Recognizes non-English names and symbols, making it suitable for international use cases.
Recognizes non-English names and symbols, making it suitable for international use cases. Handwritten Text Recognition: Provides limited but functional support for handwritten text in specific scenarios.
Although the model is not explicitly fine-tuned for multilingual tasks, its robust architecture enables it to perform admirably in diverse linguistic environments. This versatility makes it an excellent choice for organizations operating across multiple regions or dealing with multilingual documents. Real-World Applications
NanoNets OCR Small is particularly well-suited for secure, on-premise deployments, offering localized solutions for sensitive document processing. Its compatibility with retrieval-augmented generation (RAG) systems further enhances its utility, allowing intelligent data retrieval and contextual understanding. Key applications include: Processing sensitive documents in secure environments, such as legal contracts or medical records.
Extracting structured data for financial analysis, including invoices and balance sheets.
Streamlining automation in healthcare workflows, such as patient intake forms and insurance claims.
By addressing specific OCR challenges, NanoNets OCR Small provides a reliable and efficient solution for organizations that prioritize data security, accuracy, and operational efficiency. What Lies Ahead?
The release of NanoNets OCR Small reflects a broader trend toward the development of compact, specialized OCR models. As vision-language architectures continue to evolve, future iterations, such as the anticipated Quen 3.0 models, are expected to deliver even greater efficiency, functionality, and adaptability. These advancements promise to make OCR technology more accessible and effective across a wider range of applications, further enhancing its value for industries that rely on precise document processing. Technical Setup: Easy and Accessible
Deploying NanoNets OCR Small is designed to be straightforward and accessible. The model is compatible with T4 GPUs and platforms like Google Colab, making sure minimal setup time and effort. Its compact architecture allows it to run efficiently on smaller devices, such as smartphones or retail-grade GPUs, making it a practical choice for environments with limited computational resources.
This ease of deployment, combined with its advanced features, ensures that NanoNets OCR Small can be quickly integrated into existing workflows, allowing organizations to use its capabilities without significant technical overhead.
Media Credit: Sam Witteveen Filed Under: AI, Top News
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The Nato summit communiqué is focused on the agreement to spend 5 per cent of GDP on defence is an unusually brief 400 words, compared to last year's in Washington that ran to over 5,400. Here is the full text of the draft statement: 1. We, the Heads of State and Government of the North Atlantic Alliance, have gathered in The Hague to reaffirm our commitment to Nato, the strongest alliance in history, and to the transatlantic bond. We reaffirm our ironclad commitment to collective defence as enshrined in Article 5 of the Washington Treaty — that an attack on one is an attack on all. We remain united and steadfast in our resolve to protect our one billion citizens, defend the alliance, and safeguard our freedom and democracy.2. 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John Healey, the defence secretary, has suggested he would not trust leaked intelligence reports that US airstrikes only delayed Iran's nuclear programme by a few months. Asked by Times Radio if he was suggesting that he would put his faith in a US official government report on the damage, he said: 'No, I'm saying that ultimately the best guarantee both of peace and that Iran never develops a nuclear weapon is a diplomatic path and a nuclear settlement, and that's what we're working for.' Rutte said the alliance would try to 'equalise' spending on defence among the members and shift the burden away from the US. 'Yes, there is also an expectation which will be fulfilled today, that the Canadians and the Europeans will speed up their spending, making sure that we not only are able to defend ourselves against the Russians and others, but also to equalise, and this is fair, that we spend the same as the US is spending,' he said. 'What we now will do over the coming years is to bring down, step by step, shift the burden away from the United States, more towards the Europeans and the Canadians, which I think is fair.' America's support for Nato and its mutual defence clause Article 5 is solid if European and Canadian allies increase defence spending, Rutte says. He dismissed concerns after comments from President Trump that appeared to contradict the core principle of the alliance, that the US and others would come to the aid of any member that was attacked. 'For me, there is absolute clarity that the United States is totally committed to Nato, totally committed to Article 5,' he said. Setting one the themes for the summit, Rutte praised Trump for pressuring allies to spend more on defence. 'Would you really think that the seven or eight countries, not at 2 per cent [of GDP] at the beginning of this year, would have reached 2 per cent now if Trump would not have been elected president of the United States?' 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President Trump has attacked US media, responding to leaked intelligence reports that US airstrikes only delayed Iran's nuclear programme. Trump and his defence secretary, Pete Hegseth, have claimed the strikes destroyed Iran's nuclear programme. But the intelligence assessment suggested it had been delayed rather than destroyed, according to CNN, which was the first to publish details of the report, citing two anonymous sources. Israel's main international airport, Ben Gurion, is set to resume normal operations following the ceasefire with Iran. 'Restrictions on the number of incoming and outgoing flights, as well as the number of passengers on each flight, have been lifted,' the Israel Airports Authority said. This will be good news for British tourists who were stranded in Israel when the war with Iran broke out on June 13. Some have already made their way home through neighbouring Jordan. Schools, offices and public transport are set to reopen in Israel after the lifting of restrictions that were imposed during the war with Iran. Residents of Tel Aviv slept through the night without the air raid warnings that had jolted them out of bed and sent them running for shelters from June 13 to June 24. Yet this is not a country at peace: the Israeli military announced today that seven of its soldiers had been killed during fighting in the Gaza Strip. Twenty of the hostages abducted by Hamas in October 2023 are still thought to be alive and there are renewed calls for an end to the fighting there. 'After 12 days and nights during which the people of Israel couldn't sleep because of Iran, we can finally go back to not sleeping because of the hostages,' a hostage family group said. Iran has hanged three men accused of spying for Israel. 'Idris Ali, Azad Shojai and Rasoul Ahmad Rasoul, who attempted to import equipment into the country to carry out assassinations, were arrested and tried for… co-operation favouring the Zionist regime,' Iran's judiciary said on Wednesday. 'The sentence was carried out this morning… and they were hanged.' The executions took place in Urmia, a northwestern city close to the border with Turkey, the judiciary said. It shared photos of the three men in blue prison uniforms. Israel's military said that seven soldiers from the IDF's Combat Engineering Corps were killed in combat in the southern Gaza Strip. They died in an explosion at 6.30pm in Khan Yunis on Tuesday, The Jerusalem Post reported. A soldier was severely injured on Tuesday in a separate incident in southern Gaza. Trump's Middle East envoy, Steve Witkoff, said on Tuesday that talks between the US and Iran were 'promising' and that Washington was hopeful for a long-term peace deal. 'We are already talking to each other, not just directly but also through interlocutors. I think that the conversations are promising. We are hopeful that we can have a long-term peace agreement that resurrects Iran,' Witkoff told Fox News. 'Now it's for us to sit down with the Iranians and get to a comprehensive peace agreement, and I am very confident that we are going to achieve that.' The US airstrikes on Iran did not 'obliterate' Iran's nuclear programme and only set it back a few months, according to a leaked intelligence assessment that drew a furious response from the White House. President Trump has claimed that the American strikes on three sites had 'completely and totally obliterated' Iran's nuclear programme. But an assessment compiled by the Defence Intelligence Agency found that attacks on Iranian nuclear sites at Fordow, Natanz and Isfahan did significant damage without destroying the facilities, it was reported on Tuesday night. The agency found that at least some of Iran's highly enriched uranium needed to create a nuclear bomb was moved before the strikes by US B-2 stealth bombers on Sunday. The White House press secretary, Karoline Leavitt, called the leak 'a clear attempt to demean President Trump and discredit the brave fighter pilots who conducted a perfectly executed mission to obliterate Iran's nuclear programme'. She said: 'Everyone knows what happens when you drop fourteen 30,000lb bombs perfectly on their targets: total obliteration.'
The Sun
an hour ago
- The Sun
Amazon Prime reveals new annual perk for millions of subscribers – but it will only last for 96
AMAZON Prime members are in for treat with the US tech giant set to launch a 96 hour long sale exclusively for paid subscribers. Known as Prime Day, the annual sale will now last for three days, running between July 8 and July 11. 3 3 The sale is the longest in Prime day history This years extended sale makes the event the longest Prime Day in history. Members this year are being offered twice as much time to browse the discounts on offer. Hundreds of thousands of deals will reportedly be offered by the tech firm across its site. Major discounts are set to be offered on big name brands like Lego, Bose, Ninja, CeraVe and more. This years Prime Day will start at 00:01 on July 8 and will last until 23:59 on July 11. Not all of the bargains on offer will last for the whole duration of the sale. If stocks of certain items run low the price cuts will be dropped so shoppers will have to rush if they want to bag a popular item at a discounted rate. Prime Day offers dozens of perks A new curated list called Today's Big Deals will feature a bundle of products only available to Prime Members. A new feature, the New Deal Drop will see prices on specific products crash with new products dropped every day of the Prime Day sale at midnight. Prime members will be getting exclusive access to the deals on offer and free next day delivery on thousands of items. How to access the sale Savvy shoppers will know that Amazon is offering a free 30-day Prime trial. Signing up for the membership for free before the Prime Day deals will get you exclusive access to the deals and discounts on offer at no cost. Even if you have taken on a free 30-day trial for previous Prime Day sales you might be able to pull the same trick again this year. Prime offers shoppers loads of handy perks as well as access to the Prime Day sale. 3 Free audio books to download and keep, access to films and box sets through Prime Video, cloud storage and access to video games all comes included in Prime subscriptions. Amazon offers free trial periods to every customer regularly so it is worth checking if you are eligable. Without a Prime membership customers will have to pay the full retail price on items offered in the Prime Day sale. Customers without a membership will also miss out on free next day delivery. Top Amazon Prime Day picks *If you click on a link in this boxout we will earn affiliate revenue. SUN Savers Editor Lana Clements share her top picks and tips for saving on Amazon Prime Day. Electricals: Major discounts on tech, such as Beats Studio3 Wireless Headphones (£139 from £349.95) and Samsung 55" Smart TV (£369 from £505). Kitchen Gadgets: Deals on popular items like the Tower Dual Basket Air Fryer (£78 from £139.99) and Ninja Temperature Kettle (£67.99 from £99.99). Lego: Great savings on sets for all ages, including Harry Potter Hogwarts Castle (£106.39 from £149.99) and LEGO Minecraft Skeleton Dungeon (£18.97 from £24.99). Beauty: Stock up on skincare and makeup with deals on INKEY List Hyaluronic Acid Serum (£5.94 from £7.99) and Maybelline Sky High Mascara (£7.19 from £12.99). Kids' Toys: Perfect for early Christmas shopping, with Crayola SuperTips Markers (£2.99 from £9.25) and Melissa & Doug Ice Cream Toy Shop (£29.99 from £49.99). Christmas Gifts for Adults: Up to 30% off brands like Pepe Jeans and Levi, and luxury kitchenware from Le Creuset (£199.99 from £339). Everyday Essentials: Discounts on essentials such as Amazon Toilet Roll (£6.49 for 18 rolls) and Whiskas Tasty Mix Pouches (£11.19 for 40). Three ways to save:
