Summary: Researchers developed a single-chip device that mimics the human eye’s capacity to capture, process, and store visual data.
This groundbreaking innovation, fueled by a thin layer of doped indium oxide, could be a significant leap towards applications like self-driving cars that require quick, complex decision-making abilities. Unlike traditional systems that need external, energy-intensive computation, this device encapsulates sensing, information processing, and memory retention in one compact unit.
As a result, it enables real-time decision-making without being hampered by processing extraneous data or being delayed by transferring information to separate processors.
Key Facts:
- The neuromorphic device uses a single layer of doped indium oxide, which is thousands of times thinner than a human hair, to mimic the human eye’s ability to capture, process, and store visual information.
- The device can retain information for more extended periods without the need for frequent electric signals to refresh the memory, significantly reducing energy consumption and improving performance.
- The scientists behind the device envisage a wide range of applications, from self-driving cars to bionic vision and advanced forensics. Future work includes extending the technology for visible and infrared light detection.
Source: RMIT University
Researchers have created a small device that ‘sees’ and creates memories in a similar way to humans, in a promising step towards one day having applications that can make rapid, complex decisions such as in self-driving cars.
The neuromorphic invention is a single chip enabled by a sensing element, doped indium oxide, that’s thousands of times thinner than a human hair and requires no external parts to operate.
RMIT University engineers in Australia led the work, with contributions from researchers at Deakin University and the University of Melbourne.
The team’s research demonstrates a working device that captures, processes and stores visual information. With precise engineering of the doped indium oxide, the device mimics a human eye’s ability to capture light, pre-packages and transmits information like an optical nerve, and stores and classifies it in a memory system like the way our brains can.
Collectively, these functions could enable ultra-fast decision making, the team says.
Team leader Professor Sumeet Walia said the new device can perform all necessary functions – sensing, creating and processing information, and retaining memories – rather than relying on external energy-intensive computation, which prevents real-time decision making.
“Performing all of these functions on one small device had proven to be a big challenge until now,” said Walia from RMIT’s School of Engineering.
“We’ve made real-time decision making a possibility with our invention, because it doesn’t need to process large amounts of irrelevant data and it’s not being slowed down by data transfer to separate processors.”
What did the team achieve and how does the technology work?
The new device was able to demonstrate an ability to retain information for longer periods of time, compared to previously reported devices, without the need for frequent electrical signals to refresh the memory. This ability significantly reduces energy consumption and enhances the device’s performance.
Their findings and analysis are published in Advanced Functional Materials.
First author and RMIT PhD researcher Aishani Mazumder said the human brain used analog processing, which allowed it to process information quickly and efficiently using minimal energy.
“By contrast, digital processing is energy and carbon intensive, and inhibits rapid information gathering and processing,” she said.
“Neuromorphic vision systems are designed to use similar analog processing to the human brain, which can greatly reduce the amount of energy needed to perform complex visual tasks compared with today’s technologies
What are the potential applications?
The team used ultraviolet light as part of their experiments, and are working to expand this technology even further for visible and infrared light – with many possible applications such as bionic vision, autonomous operations in dangerous environments, shelf-life assessments of food and advanced forensics.
“Imagine a self-driving car that can see and recognise objects on the road in the same way that a human driver can or being able to able to rapidly detect and track space junk. This would be possible with neuromorphic vision technology.”
Walia said neuromorphic systems could adapt to new situations over time, becoming more efficient with more experience.
“Traditional computer vision systems – which cannot be miniaturised like neuromorphic technology – are typically programmed with specific rules and can’t adapt as easily,” he said.
“Neuromorphic robots have the potential to run autonomously for long periods, in dangerous situations where workers are exposed to possible cave-ins, explosions and toxic air.”
The human eye has a single retina that captures an entire image, which is then processed by the brain to identify objects, colours and other visual features.
The team’s device mimicked the retina’s capabilities by using single-element image sensors that capture, store and process visual information on one platform, Walia said.
“The human eye is exceptionally adept at responding to changes in the surrounding environment in a faster and much more efficient way than cameras and computers currently can,” he said.
“Taking inspiration from the eye, we have been working for several years on creating a camera that possesses similar abilities, through the process of neuromorphic engineering.”
Support for the research
The team used the Micro Nano Research Facility and the Microscopy and Microanalysis Research Facility at RMIT.
Funding: The work was also supported by the Australian Research Council and the National Computational Infrastructure.
News
Inside the Nano-Universe: New 3D X-Ray Imaging Transforms Material Science
A cutting-edge X-ray method reveals the 3D orientation of nanoscale material structures, offering fresh insights into their functionality. Researchers at the Swiss Light Source (SLS) have developed a groundbreaking technique called X-ray linear dichroic orientation tomography [...]
X-chromosome study reveals hidden genetic links to Alzheimer’s disease
Despite decades of research, the X-chromosome’s impact on Alzheimer’s was largely ignored until now. Explore how seven newly discovered genetic loci could revolutionize our understanding of the disease. Conventional investigations of the genetic contributors [...]
The Unresolved Puzzle of Long COVID: 30% of Young People Still Suffer After Two Years
A UCL study found that 70% of young people with long Covid recovered within 24 months, but recovery was less likely among older teenagers, females, and those from deprived backgrounds. Researchers emphasized the need [...]
Needle-Free: New Nano-Vaccine Effective Against All COVID-19 Variants
A new nano-vaccine developed by TAU and the University of Lisbon offers a needle-free, room-temperature-storable solution against COVID-19, targeting all key variants effectively. Professor Ronit Satchi-Fainaro’s lab at Tel Aviv University’s Faculty of Medical and [...]
Photoacoustic PDA-ICG Nanoprobe for Detecting Senescent Cells in Cancer
A study in Scientific Reports evaluated a photoacoustic polydopamine-indocyanine green (PDA-ICG) nanoprobe for detecting senescent cells. Senescent cells play a role in tumor progression and therapeutic resistance, with potential adverse effects such as inflammation and tissue [...]
How Dysregulated Cell Signaling Causes Disease
Cell signaling is crucial for cells to communicate and function correctly. Disruptions in these pathways, caused by genetic mutations or environmental factors, can lead to uncontrolled cell growth, improper immune responses, or errors in [...]
Scientists Develop Super-Strong, Eco-Friendly Plastic That Bacteria Can Eat
Researchers at the Weizmann Institute have developed a biodegradable composite material that could play a significant role in addressing the global plastic waste crisis. Billions of tons of plastic waste clutter our planet. Most [...]
Building a “Google Maps” for Biology: Human Cell Atlas Revolutionizes Medicine
New research from the Human Cell Atlas offers insights into cell development, disease mechanisms, and genetic influences, enhancing our understanding of human biology and health. The Human Cell Atlas (HCA) consortium has made significant [...]
Bioeconomic Potential: Scientists Just Found 140 Reasons to Love Spider Venom
Researchers at the LOEWE Centre for Translational Biodiversity Genomics (TBG) have discovered a significant diversity of enzymes in spider venom, previously overshadowed by the focus on neurotoxins. These enzymes, found across 140 different families, [...]
Quantum Algorithms and the Future of Precision Medicine
Precision medicine is reshaping healthcare by tailoring treatments to individual patients based on their unique genetic, environmental, and lifestyle factors. At the forefront of this revolution, the integration of quantum computing and machine learning [...]
Scientists Have Discovered a Simple Supplement That Causes Prostate Cancer Cells To Self-Destruct
Menadione, a vitamin K precursor, shows promise in slowing prostate cancer in mice by disrupting cancer cell survival processes, with potential applications for human treatment and myotubular myopathy therapy. Prostate cancer is a quiet [...]
Scientists reveal structural link for initiation of protein synthesis in bacteria
Within a cell, DNA carries the genetic code for building proteins. To build proteins, the cell makes a copy of DNA, called mRNA. Then, another molecule called a ribosome reads the mRNA, translating it [...]
Vaping Isn’t Safe: Scientists Uncover Alarming Vascular Risks
Smoking and vaping impair vascular function, even without nicotine, with the most significant effects seen in nicotine-containing e-cigarettes. Researchers recommend avoiding both for better health. Researchers have discovered immediate impacts of cigarette and e-cigarette [...]
Twice-Yearly Lenacapavir for PrEP Reduces HIV Infections by 96%
Twice-yearly injections of the capsid inhibitor drug lenacapavir can prevent the vast majority of HIV infections, according to a Phase 3 clinical trial published Wednesday in the New England Journal of Medicine. HIV pre-exposure [...]
Did Social Distancing Begin 6,000 Years Ago? Neolithic Villagers May Have Invented It
Social distancing may have roots 6,000 years ago, as research shows Neolithic villages like Nebelivka used clustered layouts to control disease spread. The phrase “social distancing” became widely recognized in recent years as people [...]
Decoding Alzheimer’s: The Arctic Mutation’s Role in Unusual Brain Structures
Researchers have uncovered how certain genetic mutations lead to unique spherical amyloid plaques in inherited forms of Alzheimer’s, offering insights that could advance our understanding of the disease and improve therapeutic strategies. An international collaboration [...]