A camera system to collect data and advance self-driving car technology developed by Toyota's subsidiary Woven Planet is seen atop an autonomous test vehicle in San Francisco, US. Reuters
A camera system to collect data and advance self-driving car technology developed by Toyota's subsidiary Woven Planet is seen atop an autonomous test vehicle in San Francisco, US. Reuters
A camera system to collect data and advance self-driving car technology developed by Toyota's subsidiary Woven Planet is seen atop an autonomous test vehicle in San Francisco, US. Reuters
A camera system to collect data and advance self-driving car technology developed by Toyota's subsidiary Woven Planet is seen atop an autonomous test vehicle in San Francisco, US. Reuters

Toyota follows Tesla's lead in developing self-driving technology with low-priced cameras


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Toyota Motor unit Woven Planet is following the lead of Tesla in trying to advance self-driving technology with low-cost cameras.

Woven Planet said it was able to use cameras to collect data and effectively train its self-driving system, a "breakthrough" that it hoped would help to drive down costs and scale up the technology.

Gathering diverse driving data using a massive fleet of cars is critical to developing a strong self-driving car system, but it is costly and not scalable to test autonomous vehicles with expensive sensors, it said.

Woven Planet still uses data collected from other sensors such as radars and lidars for training as well as long-term use.

Tesla has been betting on cameras to collect data from more than one million vehicles on the road to develop its automated driving technology, while Alphabet's Waymo and other self-driving car firms added expensive sensors such as lidars to a small number of vehicles.

"We need a lot of data. And it's not sufficient to just have a small amount of data that can be collected from a small fleet of very expensive autonomous vehicles," said Michael Benisch, vice president of engineering at Woven Planet.

"Rather, we're trying to demonstrate that we can unlock the advantage that Toyota and a large auto maker would have, which is access to a huge corpus of data but with a much lower fidelity."

Mr Benisch, is a former engineering director at Lyft's self-driving division, which Toyota acquired last year.

Woven Planet uses cameras that are 90 per cent cheaper than sensors that it used before and can be easily installed in fleets of passenger cars.

It said using most data from low-cost cameras increased its system's performance to a level similar to when the system was trained exclusively on high-cost sensor data.

But Toyota would still use several sensors such as lidars and radars for robotaxis and other autonomous vehicles to be sent on the road, as this seemed to be the best, safest approach to developing robotaxis, Mr Benisch said.

Toyota is also in a partnership with Aurora in testing an autonomous ride-hailing fleet based on the Toyota Sienna minivans, equipped with lidars, radars and cameras.

"But in many, many years, it's entirely possible that camera type technology can catch up and overtake some of the more advanced sensors," Mr Benisch said.

"The question may be more about when and how long it will take to reach a level of safety and reliability. I don't believe we know that yet."

Tesla's chief executive Elon Musk said it could achieve full autonomy with cameras this year after missing earlier targets several times.

The specs

AT4 Ultimate, as tested

Engine: 6.2-litre V8

Power: 420hp

Torque: 623Nm

Transmission: 10-speed automatic

Price: From Dh330,800 (Elevation: Dh236,400; AT4: Dh286,800; Denali: Dh345,800)

On sale: Now

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Profile

Company: Justmop.com

Date started: December 2015

Founders: Kerem Kuyucu and Cagatay Ozcan

Sector: Technology and home services

Based: Jumeirah Lake Towers, Dubai

Size: 55 employees and 100,000 cleaning requests a month

Funding:  The company’s investors include Collective Spark, Faith Capital Holding, Oak Capital, VentureFriends, and 500 Startups. 

Museum of the Future in numbers
  •  78 metres is the height of the museum
  •  30,000 square metres is its total area
  •  17,000 square metres is the length of the stainless steel facade
  •  14 kilometres is the length of LED lights used on the facade
  •  1,024 individual pieces make up the exterior 
  •  7 floors in all, with one for administrative offices
  •  2,400 diagonally intersecting steel members frame the torus shape
  •  100 species of trees and plants dot the gardens
  •  Dh145 is the price of a ticket
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The specs

Engine: 1.5-litre turbo

Power: 181hp

Torque: 230Nm

Transmission: 6-speed automatic

Starting price: Dh79,000

On sale: Now

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How to come clean about financial infidelity
  • Be honest and transparent: It is always better to own up than be found out. Tell your partner everything they want to know. Show remorse. Inform them of the extent of the situation so they know what they are dealing with.
  • Work on yourself: Be honest with yourself and your partner and figure out why you did it. Don’t be ashamed to ask for professional help. 
  • Give it time: Like any breach of trust, it requires time to rebuild. So be consistent, communicate often and be patient with your partner and yourself.
  • Discuss your financial situation regularly: Ensure your spouse is involved in financial matters and decisions. Your ability to consistently follow through with what you say you are going to do when it comes to money can make all the difference in your partner’s willingness to trust you again.
  • Work on a plan to resolve the problem together: If there is a lot of debt, for example, create a budget and financial plan together and ensure your partner is fully informed, involved and supported. 

Carol Glynn, founder of Conscious Finance Coaching

Hales' batting career

Tests 11; Runs 573; 100s 0; 50s 5; Avg 27.38; Best 94

ODIs 58; Runs 1,957; 100s 5; 50s 11; Avg 36.24; Best 171

T20s 52; Runs 1,456; 100s 1; 50s 7; Avg 31.65; Best 116 not out

Updated: April 08, 2022, 4:30 AM