Enhanced Confidence AI Applications in Autonomous Vehicles
Apr 15 2024Reviewed by Lexie Corner
A recent Bar-Ilan University study has reached a watershed moment in the field of artificial intelligence (AI) by answering a fundamental question: Can deep learning systems attain well above-average confidence for a major fraction of inputs while retaining overall average confidence?
The study’s findings give an unequivocal “YES” to this question, indicating a significant improvement in AI’s capacity to recognize and respond to various levels of confidence in classification tasks. By exploiting insights into the confidence levels of deep architectures, the research team has opened up new pathways for real-world applications ranging from autonomous vehicles to healthcare.
A team of researchers led by Prof. Ido Kanter from Bar-Ilan University’s Department of Physics and the Gonda (Goldschmied) Multidisciplinary Brain Research Center published their findings in Physica A.
Understanding the confidence levels of AI systems allows us to develop applications that prioritize safety and reliability. For instance, in the context of autonomous vehicles, when confidence in identifying a road sign is exceptionally high, the system can autonomously make decisions. However, in scenarios where confidence levels are lower, the system prompts for human intervention, ensuring cautious and informed decision-making.
Ella Koresh, Graduate Student, Bar-Ilan University
Improving AI system confidence has far-reaching ramifications, ranging from AI-based writing and image recognition to important decision-making processes in healthcare and autonomous vehicles. This study raises the bar for AI performance and safety by allowing AI systems to make more sophisticated and reliable judgments in the face of ambiguity.
Advanced confidence AI applications in autonomous vehiclesPlay
Advanced confidence AI applications in autonomous vehicles. Video Credit: Bar-Ilan University
Journal Reference:
Meir, Y., et al. (2024) Advanced Confidence Methods in Deep Learning. Physica A. doi:10.1016/j.physa.2024.129758
Source: https://www.biu.ac.il/en
News Related
-
The collision involved a pedestrian and a lorry A MAN IN his 70s has died after he was struck by a lorry in Co Laois. The incident happened this evening at around 4.55pm on Chapel Lane, Mountmellick, Co. Laois. The collision involved a pedestrian and a lorry. The male pedestrian, ...
See Details:
Pedestrian in his 70s dies after being struck by a lorry in Co Laois
-
-
Restaurant critic Grace Dent has told her fellow campmates that her “heart is broken” as she left I’m A Celebrity… Get Me Out Of Here! on medical grounds. The MasterChef star, 50, was pictured at Brisbane Airport hours after ITV announced on Monday morning that she was exiting the reality ...
See Details:
Grace Dent says her ‘heart is broken’ as she exits I’m A Celebrity early
-
Stromer’s ST3 Urban E-Bike Goes Fancy With Minimalist Design, Modern Tech This speed pedelec can be configured with lots of upgrades and accessories. Swiss e-bike brand Stromer has been around for quite some time now. Developing premium, high-quality e-bikes since 2009, the company remains a force to be reckoned with, ...
See Details:
Stromer’s ST3 Urban E-Bike Goes Fancy With Minimalist Design, Modern Tech
-
-
My appearance has changed because of ageing, says Jennifer Lawrence Jennifer Lawrence’s appearance has changed because she’s “ageing” – not because of plastic surgery. The 33-year-old actress acknowledges that her appearance has changed over recent years, but Jennifer insists she hasn’t gone under the knife. The Hollywood star – who ...
See Details:
My appearance has changed because of ageing, says Jennifer Lawrence
-
-
-
-
Children escape without injury after petrol bomb allegedly thrown at house in Cork City A number of children have escaped without injury after a petrol bomb was allegedly thrown at a house on Cork city. The incident happened at a house at Hillview Drive in Onslow Gardens on the city’s ...
See Details:
Child minder’s husband handed eight year sentence for abusing two children
-
-
Children escape without injury after petrol bomb allegedly thrown at house in Cork City A number of children have escaped without injury after a petrol bomb was allegedly thrown at a house on Cork city. The incident happened at a house at Hillview Drive in Onslow Gardens on the city’s ...
See Details:
Mazda CEO Says EVs 'Not Taking Off' In The U.S.—Except Teslas
-
Children escape without injury after petrol bomb allegedly thrown at house in Cork City A number of children have escaped without injury after a petrol bomb was allegedly thrown at a house on Cork city. The incident happened at a house at Hillview Drive in Onslow Gardens on the city’s ...
See Details:
Leitrim locals set up checkpoint to deter asylum seekers
-
Children escape without injury after petrol bomb allegedly thrown at house in Cork City A number of children have escaped without injury after a petrol bomb was allegedly thrown at a house on Cork city. The incident happened at a house at Hillview Drive in Onslow Gardens on the city’s ...
See Details:
Ask A Doctor: Can You Get Shingles More Than Once?
OTHER NEWS
Paul Hosford: Helen McEntee’s future depends on the streets of Dublin remaining peaceful The issue of policing in Dublin has been thrown into sharp focus following the horrific stabbing of ...
Read more »
The collision occurred on Monday morning. (stock image) Five people have been hospitalised following a two vehicle road traffic collision on Monday. Gardaí are appealing for witnesses to the collision, ...
Read more »
Challenge: Try to find the hidden cat in a very old building (Photo: Reproduction/Reddit) Only people with advanced observation skills can identify the hidden cat in this very old building. ...
Read more »
A man has been arrested following a seizure of cocaine with a value of €56,000 in Galway on Sunday evening. Gardaí seized the drugs during a search at a residence ...
Read more »
generic doctor image Overview A chronic and progressive movement disorder that initially causes tremor in one hand, stiffness or slowing of movement. Symptoms If you or someone you know is ...
Read more »
A man who was caught with over €1 million in cocaine in a “sophisticated” operation where the drugs were hidden in a modified compartment in his van has had his ...
Read more »
File image of Fine Gael TD Fergus O’Dowd. FINE GAEL TD Fergus O’Dowd has announced that he will stand down at the next General Election. O’Dowd started his political career ...
Read more »