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Improving AI-generated images, pixel by pixel

The issue is caused by the way the AI models are built. This is part of what gives the models their seemingly magical ability to generate the images you describe in seconds. “As a result, you can’t easily control specific parts of the images you generate.” Reimagining image generation at the pixel level Luo’s lab and collaborators at the AI infrastructure company NVIDIA were one of the first teams to develop a model that trades the latent space for the pixel space, dubbed PixelDiT. The team has since created an even more powerful model, PixelDiT2, that implements pixel space diffusion in an efficient way to achieve almost the same performance as the state-of-the-art latent space models but providing controllability over individual pixels.

Eskasoni School Board drops facial-scanning technology that tracked teacher attendance

The president of the Eskasoni Teachers' Union says he's happy the local school board has stopped using facial recognition technology to track teacher attendance. Cox said members have no issues with their attendance being tracked. "They felt it was necessary to begin tracking attendance and to deal with whatever issues they were aware of," said Cox. The Eskasoni School Board did not respond to a request from CBC News for comment. Under the Mi'kmaq Education Act, Eskasoni's band council controls its school board.

Facial Recognition Experts Can Identify You by … Your Ears?

When investigators are working to solve a criminal case, they sometimes rely on experts who identify faces. Testing Forensic Facial Examiners Until fairly recently, the justice system and law enforcement lacked ways to test how skilled an examiner was. One of our efforts in response was to research the accuracy of forensic facial examiners. A second group is the forensic facial examiners who do this professionally. Facing the Future I’m now working on future research projects to help us better understand different aspects of how forensic facial examiners work.

AI Chatbots Answer Gastric Cancer Questions but Struggle to Spot It in Endoscopy Images

Large language models including ChatGPT, DeepSeek, Gemini and Grok can answer written clinical questions about early gastric cancer with reasonable quality, but they perform poorly and inconsistently when asked to recognise the disease in static endoscopic images, according to a study published in BMC Gastroenterology. For the text evaluation, they developed 40 clinical questions on early gastric cancer together with 50 single-choice questions based on clinical guidelines. These results indicate that, for guideline-based clinical questions, the leading chatbots already produce answers that human raters judge to be largely accurate, relevant and understandable to both clinicians and patients. The authors conclude that large language models show potential in addressing clinical questions related to early gastric cancer, but their ability to recognise the disease in static multimodal endoscopy images is limited and their effectiveness is inconsistent. Comparison of large language models in answering early gastric cancer clinical problems and recognizing multimodal endoscopic images.

IDS And IPAI Partner On AI-Based Image Processing

IDS Imaging Development Systems GmbH has joined the IPAI network in Heilbronn, bringing expertise in computer vision and edge AI. Collaboration on computer vision and AI IPAI brings together specialists from different fields to explore and develop new ideas. These include the AI Vision Circle, where IPAI members can discuss and develop applications for AI-based image processing, as well as a Vision Readiness Check and computer vision hackathons. Testing AI-based image processing Participants can borrow IDS cameras for projects and receive advice on their use Participants can borrow IDS cameras for projects and receive advice on their use. The company intends to use insights from the partnership when developing future cameras and computer vision components.

Check Out This Pollination Robot Designed for Tomato Growers

Biobest has announced the market introduction of Polly, a pollination robot designed for tomato growers. “Arugga’s pollination robots are designed to work alongside bumblebees,” explains Jorden van de Walle, Product Manager for Pollination at Biobest. At the same time, they can enhance overall pollination performance, helping growers maximize their yield potential and improve profitability.” Bumblebees are highly effective pollinators, but certain environmental conditions can limit their activity and affect pollination performance. First, we have significantly increased the robot’s operating speed, meaning that just one Polly robot is now sufficient to cover one hectare.

Residents divided as live facial recognition cameras return to town centre

Suffolk Constabulary will deploy the technology across three Suffolk town centres in November, with Ipswich visited on Thursday, November 5, following operations in Lowestoft and Bury St Edmunds earlier that week. The system uses live camera feeds to compare people's faces against a watchlist of individuals police are seeking to locate. The force says images of anybody who does not appear on the list are automatically deleted. Another questioned why police publicised deployments in advance, arguing wanted individuals could simply avoid the town centre while cameras were operating. Sergeant Anthony Welford, of the County Partnership Prevention Hub, said: “Live Facial Recognition is an effective tool that helps us locate wanted individuals, safeguard vulnerable people and enhance public safety.”

Your Selfie Could Become A Medical Metric: Mass General Brigham’s AI Face-Scanning Breakthrough

A team of researchers at Mass General Brigham says it could at least provide a set of powerful new clues. The technology represents a move in facial recognition towards prognostic medicine and offers an intriguing glimpse into the intersection of digital health, consumer tech and oncology. The study found that lifestyle factors, especially smoking, heavy alcohol use and drug use, heavily skew biological age older than chronological age. Combining the biological age metric with the direct survival score yielded an even more accurate model fit, the researchers state. The AI identifies statistical patterns linked to poorer health outcomes, but it does not explain the biological mechanisms driving them.

AKA, Tibs murder trial: Defence questions detective’s facial recognition skills

South African Police Service (SAPS) technical detective Rajen Sanders was grilled by defence lawyers over his lack of expertise in facial recognition. Sanders had been testifying on the more than three hours of CCTV footage he collected following the killing of rapper Kiernan “AKA” Forbes and his friend, celebrity chef Tebello “Tibz” Motsoane. ALSO READ: More CCTV footage to be presented when AKA, Tibz murder trial resumes Court sees CCTV footage of AKA being tracked on day of murder Alleged hitman followed AKA throughout the day before killing him, court told AKA, Tibz murder trial: Gwabini identified as one of the spotters on CCTV The pair was shot outside Wish Restaurant on Durban’s Florida Road on 10 February 2023. During his evidence-in-chief, SAPS technical detective Rajen Sanders positively identified two of the accused suspects from the CCTV footage. Defence lawyer Musa Mzelemu questioned Sanders over whether he had the required expertise to make the positive identification.

EXCLUSIVE: Face Recognition Fails on iPhone Duo for Kookmin Bank App

Facial recognition is failing to work properly on Apple's first foldable smartphone, the iPhone Duo, when users try to obtain KB Kookmin Bank's mobile certificate, according to industry sources. Some customers attempting to issue a KB Kookmin certificate through the KB Star Banking app on the iPhone Duo cannot complete the authentication process because of facial recognition errors, financial industry sources said on the 27th. Complaints have piled up on online communities since the iPhone Duo launched on the 23rd. Kookmin Bank is investigating the cause. "We have secured a device and are running tests, but the exact cause has not yet been identified," a Kookmin Bank official said.

Vadzo Imaging Validates Onboard ISP on Falcon-521CRS: Onsemi AR0521 Color 5MP Low-Noise USB 3.2 Gen1 Camera for On Camera Image Processing

An Embedded Image Processing USB Camera that handles these tasks in hardware keeps the picture steady while the host runs its application. In this form the module is an AR0521 On-board ISP USB 3.2 Gen 1 Camera and a 5MP On-board ISP Camera, and it is also an AR0521 On-board ISP USB Camera for teams that search by that name. The same logic makes it an AR0521 Auto Exposure Camera, a 5MP Auto Exposure USB 3.2 Gen 1 Camera, an AR0521 Auto White Balance Camera, and a 5MP AWB USB 3.2 Gen 1 Camera. The Falcon-521CRS 5MP Low-Noise USB 3.2 Gen1 Camera built on the Onsemi AR0521 sensor is available now for evaluation and production orders. Browse the full range of USB camera options at Vadzo's website or discuss OEM integration requirements for security, retail, and medical device programs.

AI-Generated Tree Images Aid Recognition When Real Data Are Scarce, Study Finds

AI-generated images improved the performance of a standard image-recognition model when real training photographs were limited, according to a peer-reviewed computational modeling study by researchers at North Carolina State University. The experiments focused on 20 common North American tree species and combined synthetic images with photographs from iNaturalist and the Auto Arborist Dataset. The researchers trained a standard image-recognition model using different combinations of real and AI-generated tree images, then assessed its ability to identify the species represented in the training data. Real photographs also capture variation that generated images may miss, including leaf shape, bark texture and growth form. Subject of Research: Computational testing of synthetic tree imagery for training species-recognition models with limited real-image data Article Title: Study suggests AI-generated images could support conservation, but real-world data remains essential Article References: Study suggests AI-generated images could support conservation, but real-world data remains essential.

French police to use facial recognition to identify suspects in protest related violence

French authorities plan to use facial recognition technology, mobile phone geolocation, and telephone interception to investigate violence and looting following demonstrations on 17 October 2026. Darmanin also announced plans to use facial recognition capabilities associated with the Traitement d’antécédents judiciaires (TAJ), France’s police records database, to compare facial images with those circulating on social media. Social media content and geolocation information are also being used to reconstruct incidents and identify individuals potentially involved in criminal activity. Its inspections did not establish operational use of real-time facial recognition in public spaces by the police or gendarmerie. The use of facial recognition technology alongside social media intelligence raises specific questions about how publicly available images can be repurposed for biometric identification.

Angels Third-Round Pick Earns MLB Pipeline Recognition After Powerful Debut

The Los Angeles Angels may have found another promising power hitter in the third round of this year's MLB Draft. MLB Pipeline named Grahovac the Angels' top-performing player from their 2026 draft class, highlighting his impressive debut with Single-A Rancho Cucamonga. Los Angeles selected Grahovac out of Texas A&M with the 81st overall pick in July. He returned healthy in 2026 and hit 22 home runs during his junior season, helping restore his standing among MLB draft prospects. MLB Pipeline gave Grahovac a 60 power grade, underscoring the offensive potential he demonstrated during his professional debut.

Trapped in the Pearl: Vermeer’s Optical Projections and the Mechanics of the Sustained Attentional Loop

ASIN:B0HNL8WH8J Abstract This article investigates the relationship between optical representation, visual attention and cognitive autonomy through Johannes Vermeer’s Girl with a Pearl Earring. A more productive account treats sustained attention as a relationship whose meaning depends on the agency and purposes of the participant. Recognising that asymmetry is the first condition of protecting autonomy without condemning the pleasures of sustained attention itself. Karlsson, H. (2025) ‘Almost anything you give sustained attention to will begin to loop on itself and bloom’, Escaping Flatland, 4 September. (2026) ‘Sustained attention is more closely related to long-term memory than to attentional control’, Journal of Cognitive Neuroscience, 38(7), pp.

'Didn’t even take five minutes': Man uses ChatGPT to find lost earbud hidden in gravel

After spending approximately 10 minutes searching without success, the man began to lose hope. However, he soon came up with an alternative approach: using ChatGPT to help identify the missing earbud. The Reddit user, who said he regularly relies on the AI chatbot for various tasks, uploaded photographs of the gravel-covered area and asked it to locate the device. According to his account, ChatGPT requested more closely cropped images to examine the ground in greater detail. ChatGPT found my lost earbud by u/Just_a_fungi893 in ChatGPT The man was astonished by the result, claiming that the entire process took less than five minutes.

Apple tests Face ID for iPhone Duo 2 after criticism of $2,000 foldable

Gurman previously reported that Apple was prioritizing two major hardware improvements for future generations of its foldable iPhone: Face ID and a dedicated telephoto camera. Like certain iPad models, the current iPhone Duo uses Touch ID rather than Face ID for biometric authentication. Nearly $2,000 price intensifies criticism over missing Face ID On online forums, particularly Reddit, users have frequently identified the lack of Face ID as one of the iPhone Duo's biggest weaknesses. Some users argue that Face ID offers faster and more convenient authentication than Touch ID in everyday situations. If the iPhone Duo 2 eventually includes both Face ID and a telephoto camera, Apple could significantly strengthen the device's competitive position.

Police using facial recognition tech make one arrest for every 15,600 scans

Data from Hampshire Constabulary shows live facial recognition technology was led to roughly one arrest for every 15,600 faces scanned across multiple deployments. Officers used the technology in Southampton, Portsmouth, Winchester, Basingstoke, Eastleigh, Andover, Aldershot and Southsea between December 2025 and October 2026. Across those operations, 406,001 faces were scanned and officers received 69 confirmed alerts, leading to 26 arrests. She said: "Live facial recognition vans are a great resource in our efforts to catch and charge wanted criminals. Hampshire Constabulary said it would continue using facial recognition technology across Hampshire and the Isle of Wight.

Development of an automated method for audiometric data extraction and analysis using voting optical character recognition

However, audiometric data are often stored in formats that hinder efficient data utilization. To overcome these limitations, we develop in the present study an automated data collection program that extracts table-formatted audiometric data from audiometric report images stored in EMR systems. The proposed approach thus enables the efficient collection and analysis of audiometric data in otorhinolaryngology, enhancing data utilization in future research and clinical applications and ultimately improving the quality of patient care. In the present study, we propose a VOCR method for the automated extraction of otolaryngology audiometric data. This increase in the data extraction efficiency may contribute to higher-quality patient care and enable the development of more personalized treatment plans.