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grasping reflective objects robotics

From glass to metal: Japanese scientists invent new vision system that enables robots reliably grasp hard-to-see objects

March 31, 2026 by Sam Francis

Scientists in Japan say they have developed a new approach – dubbed ‘HEAPGrasp’ – that improves robots’ grasping success rate for transparent and shiny objects, beyond reducing handling time, using only RGB camera

The fields of manufacturing, logistics, and even restaurants are increasingly moving toward automation, with robots being employed for a wide range of tasks.

One of the most critical applications of robots is material handling, where grippers are used to move objects, such as automotive parts, logistics packages, food ingredients, and restaurant dishes. This reduces the burden on human workers while lowering the risk of accidents, thereby improving workplace safety.

For robots to handle objects autonomously, they must first accurately measure the three-dimensional (3D) shape of the scene using cameras and then plan how to grasp and move each object. [Read more…] about From glass to metal: Japanese scientists invent new vision system that enables robots reliably grasp hard-to-see objects

Filed Under: Features, Robotics News, Science Tagged With: 3D object reconstruction robotics, automation news, autonomous robot grasping, grasping reflective objects robotics, HEAPGrasp method, IEEE robotics automation letters, industrial robot vision challenges, robot grasping transparent objects, robot perception systems, robot vision RGB camera, robotic manipulation vision systems, robotic material handling automation, robotics and automation, robotics and automation news, robotics research Japan, semantic segmentation robotics, shape from silhouette robotics

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Latest news

  • The Hardware Powering the Hybrid Industrial Workforce
  • How to Choose a Robot Vacuum and Mop That Actually Fits Your Home
  • How Modern Software Helps Construction Companies in Qatar Work Smarter and Safer
  • Antivirus vs malware: Why antivirus alone is no longer enough
  • X Square Robot builds a full-stack approach to embodied AI and general-purpose robotics
  • AGIBOT debuts A3 humanoid robot in Europe and launches UK Robot-as-a-Service model
  • What Are the Biggest Challenges in Modern Electronics Manufacturing?
  • What Are the Best AI Tools for Creating Content Faster in 2026?
  • Why Does Quality Wiring Matter More Than Ever in Modern Electronic Devices?
  • Why Are Custom Harness Solutions Essential for Next Generation Technology?

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