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Chinese researchers develop MEgoVista to turn ego video into 4D data for robots - RobotHOT

Chinese researchers develop MEgoVista to turn ego video into 4D data for robots

Chinese researchers said they have developed MEgoVista, a framework that converts first-person, or ego, video into 4D motion data for training embodied AI models, addressing a gap between the growing supply of ego video and the precise motion data robots need. The paper was produced by Maniformer Technology, Northwestern Polytechnical University and Xi’an Jiaotong University. Ego video has become an important source of pretraining data because it can be captured in homes, workplaces and other real environments rather than specialized laboratories. But recording an action does not automatically produce usable 4D data, meaning three-dimensional motion over time. Systems must identify the wearer’s hands, reconstruct finger poses and measure how far the hands move in space. MEgoVista is designed as an...

Maniformer launches Mifengpai, world's first all-category physical AI data crowdsourcing platform, turning ordinary users into robot trainers - RobotHOT

Maniformer launches Mifengpai, world's first all-category physical AI data crowdsourcing platform, turning ordinary users into robot trainers

SHANGHAI, Sept 23 – Maniformer Chairman and CEO Yao Maoqing launched Mifengpai, which the company calls the world’s first full-category, high-quality physical AI data crowdsourcing service platform, at a global launch event in Shanghai. Mifengpai opens physical AI data collection tasks to the public. Users take tasks through the Mifengpai app, wear MEgo devices to perform designated operations in real scenarios such as retail, warehousing, manufacturing and homes, and receive payment based on the duration of validated effective data, becoming “robot trainers.” “The best teacher of physical AI is everyone who lives life earnestly,” Yao said. Mifengpai aims to turn real operating experience scattered across daily life and industries into data that robots can learn, train on and reuse, he...

China
Maniformer to launch body-free embodied data crowdsourcing platform in Shanghai - RobotHOT

Maniformer to launch body-free embodied data crowdsourcing platform in Shanghai

Maniformer will hold its largest launch event since its founding in Shanghai on Sept 23, unveiling “Maniformer Pai” globally and formally launching a body-free embodied data crowdsourcing platform for the general public. Maniformer Pai converts everyday human actions into training data for robots, the company said, allowing ordinary people without professional backgrounds to use spare time to participate in embodied intelligence data collection and earn income. The platform is intended to move robot training data collection from specialized work to broader social collaboration, the company said.

China

Maniformer showcases AI robotics tools to create new job roles for people with disabilities

The 2026 China International Fair for Trade in Services (CIFTIS) opened in Beijing on Tuesday. Maniformer has featured at a special booth hosted by the Beijing Disabled Persons’Federation, themed “Digital Intelligence for Disability Assistance, Skills for a Better Life”. The display demonstrates new opportunities for people with disabilities to take part in robot training and gain income in daily life. At the exhibition booth, visitors with disabilities completed a series of tasks using two embodied intelligence data collection products, MEgo View and MEgo Gripper. Their movements are converted into datasets to train embodied AI models, unlocking a new occupation: robotics trainer.

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Maniformer Wins IFA 2026 Global Tech Innovation Award for Bodiless AI Data‑Capture Hardware - RobotHOT

Maniformer Wins IFA 2026 Global Tech Innovation Award for Bodiless AI Data‑Capture Hardware

Maniformer, a Shanghai-based physical AI data platform, won the All-Scenario Data Collection Technology Innovation Award at the Global Product Technology Innovation Awards during the IFA 2026 consumer electronics fair here, marking the first time a Chinese physical AI data infrastructure company has received recognition at the century-old exhibition. The awards, established in 2014 by International Data Group (IDG) and the German Chamber of Commerce and Industry (DIHK) with annual support from IFA, recognise product technology innovation and industrial application value. Other winners this year include Samsung, Sony, LG, Siemens and Dyson. Maniformer addresses what the industry sees as a critical bottleneck: as robots accelerate from labs to factories, commercial spaces and homes, scaling embodied AI models requires massive, high-quality real-world...

China

Building data base, Maniformer joins robotics standards push

During the 2026 China International Big Data Industry Expo, the Shanghai Robotics Industrial Technology Research Institute, together with Maniformer and other industry leaders, issued a joint initiative on data quality and standards for the robotics sector, aiming to improve data quality, refine industry norms, and foster a shared ecosystem. The initiative targets key challenges in embodied intelligence and humanoid robotics, rallying consensus around three pillars: establishing unified data standards, sharing compliant high-quality data resources, and driving innovative commercial applications.

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Maniformer hits 20k MEgo units, 1m hrs of data in industry first

Maniformer on Aug 31 rolled out its 20,000th MEgo untethered data‑collection unit, the industry’s first mass‑production milestone, while also surpassing 1 million hours of high‑quality untethered data, making it the first data‑service provider to commercially sell such a dataset at that scale.

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