GPS News  
ROBO SPACE
Less than meets the eye
by Staff Writers
Rehovot, Israel (SPX) Mar 18, 2016


A small change in images at the minimal recognizable configurations (MIRC) level can cause a large drop in human recognition rate. MIRCs (top) and corresponding sub-MIRCs (bottom); numbers under each image indicate the human recognition rate. Image courtesy Weizmann Institute of Science. For a larger version of this image please go here.

We do not merely recognize objects - our brain is so good at this task that we can automatically supply the concept of a cup when shown a photo of a curved handle or identify a face from just an ear or nose. Neurobiologists, computer scientists, and robotics engineers are all interested in understanding how such recognition works - in both human and computer vision systems.

New research by scientists at the Weizmann Institute of Science and the Massachusetts Institute of Technology (MIT) suggests that there is an "atomic" unit of recognition - a minimum amount of information an image must contain for recognition to occur.

The study's findings, which recently appeared in the Proceedings of the National Academy of Sciences (PNAS), imply that current models need to be adjusted, and they have implications for the design of computer and robot vision.

In the field of computer vision, for example, the ability to recognize an object in an image has been a challenge for computer and artificial intelligence researchers. Prof. Shimon Ullman and Dr. Daniel Harari, together with Liav Assif and Ethan Fetaya, wanted to know how well current models of computer vision are able to reproduce the capacities of the human brain.

To this end they enlisted thousands of participants from Amazon's Mechanical Turk and had them identify series of images. The images came in several formats: Some were successively cut from larger images, revealing less and less of the original. Others had successive reductions in resolution, with accompanying reductions in detail.

When the scientists compared the scores of the human subjects with those of the computer models, they found that humans were much better at identifying partial- or low-resolution images.

The comparison suggested that the differences were also qualitative: Almost all the human participants were successful at identifying the objects in the various images, up to a fairly high loss of detail - after which, nearly everyone stumbled at the exact same point. The division was so sharp, the scientists termed it a "phase transition."

"If an already minimal image loses just a minute amount of detail, everybody suddenly loses the ability to identify the object," says Ullman. "That hints that no matter what our life experience or training, object recognition is hardwired and works the same in all of us."

The researchers suggest that the differences between computer and human capabilities lie in the fact that computer algorithms adopt a "bottom-up" approach that moves from simple features to complex ones. Human brains, on the other hand, work in "bottom-up" and "top-down" modes simultaneously, by comparing the elements in an image to a sort of model stored in their memory banks.

The findings also suggest there may be something elemental in our brains that is tuned to work with a minimal amount - a basic "atom" - of information. That elemental quantity may be crucial to our recognition abilities, and incorporating it into current models could improve their sensitivity. These "atoms of recognition" could prove valuable tools for further research into the workings of the human brain and for developing new computer and robotic vision systems. For more on "atoms of recognition," visit the website.


Thanks for being here;
We need your help. The SpaceDaily news network continues to grow but revenues have never been harder to maintain.

With the rise of Ad Blockers, and Facebook - our traditional revenue sources via quality network advertising continues to decline. And unlike so many other news sites, we don't have a paywall - with those annoying usernames and passwords.

Our news coverage takes time and effort to publish 365 days a year.

If you find our news sites informative and useful then please consider becoming a regular supporter or for now make a one off contribution.
SpaceDaily Contributor
$5 Billed Once


credit card or paypal
SpaceDaily Monthly Supporter
$5 Billed Monthly


paypal only


.


Related Links
Weizmann Institute of Science
All about the robots on Earth and beyond!






Comment on this article via your Facebook, Yahoo, AOL, Hotmail login.

Share this article via these popular social media networks
del.icio.usdel.icio.us DiggDigg RedditReddit GoogleGoogle

Previous Report
ROBO SPACE
Amputee feels texture with a bionic fingertip
Lausanne, Switzerland (SPX) Mar 16, 2016
An amputee was able to feel smoothness and roughness in real-time with an artificial fingertip that was surgically connected to nerves in his upper arm. Moreover, the nerves of non-amputees can also be stimulated to feel roughness, without the need of surgery, meaning that prosthetic touch for amputees can now be developed and safely tested on intact individuals. The technology to deliver ... read more


ROBO SPACE
French MPs slash 'Nutella tax' after Indonesia, Malaysia protest

Hindu cow activists drink pesticide in India, one dies

Mongolia herders face disaster: Red Cross

Sorghum: Not so ho-hum

ROBO SPACE
Overlooked resistance may inflate estimates of organic-semicon performance

Protected Majorana states for quantum information

DNA 'origami' could help build faster, cheaper computer chips

Magnetic chips could dramatically increase energy efficiency of computers

ROBO SPACE
Lockheed Closes in On Mach 6 Hypersonic Aircraft Technology

High G-force training system on way for fighter pilots

12 dead in Indonesian military chopper crash

Canadian Coast Guard receives final Bell 429 helicopter

ROBO SPACE
Industry calls for fast lane for self-driving cars

US unveils emergency braking deal with automakers

VW dealers in Germany not obliged to take back diesel cars, court rules

Investors sue VW in Germany for more than 3 bn euros

ROBO SPACE
Japan exports to China rise in February, boosted by post holiday demand

'Forced labour' for thousands of maids in Hong Kong: report

Australian logistics giant Asciano broken up in $6.8 bn joint takeover

China's Anbang in huge US hotel buying spree

ROBO SPACE
No logging at protected Tasmanian forest: Australia

Regenerating forests create important carbon sinks in the Philippines

Guatemalan conservation group denounces activist's death

New technique tracks 'heartbeat' of hundreds of wetlands

ROBO SPACE
Russia Prepared to Offer Launch Options for Morocco's Satellite

Jason-3 Begins Mapping Oceans, Sees Ongoing El Nino

Satellites to help check unauthorised construction at monuments

Improving farm and water management with DMC constellation

ROBO SPACE
ASRC professor leads study on reconfigurable magnetic nanopatterns

Atomic vibrations in nanomaterials

NIST invents fleet and fast test for nanomanufacturing quality control

Building a better mouse trap, from the atoms up









The content herein, unless otherwise known to be public domain, are Copyright 1995-2024 - Space Media Network. All websites are published in Australia and are solely subject to Australian law and governed by Fair Use principals for news reporting and research purposes. AFP, UPI and IANS news wire stories are copyright Agence France-Presse, United Press International and Indo-Asia News Service. ESA news reports are copyright European Space Agency. All NASA sourced material is public domain. Additional copyrights may apply in whole or part to other bona fide parties. All articles labeled "by Staff Writers" include reports supplied to Space Media Network by industry news wires, PR agencies, corporate press officers and the like. Such articles are individually curated and edited by Space Media Network staff on the basis of the report's information value to our industry and professional readership. Advertising does not imply endorsement, agreement or approval of any opinions, statements or information provided by Space Media Network on any Web page published or hosted by Space Media Network. General Data Protection Regulation (GDPR) Statement Our advertisers use various cookies and the like to deliver the best ad banner available at one time. All network advertising suppliers have GDPR policies (Legitimate Interest) that conform with EU regulations for data collection. By using our websites you consent to cookie based advertising. If you do not agree with this then you must stop using the websites from May 25, 2018. Privacy Statement. Additional information can be found here at About Us.