Apple's Beats brand in April unveiled the Powerbeats Pro, a redesigned wire-free version of its popular fitness-oriented Powerbeats earbuds.
Apple Says 'Hey Siri' Detection Briefly Becomes Extra Sensitive If Your First Try Doesn't Work
A new entry in Apple's Machine Learning Journal provides a closer look at how hardware, software, and internet services work together to power the hands-free "Hey Siri" feature on the latest iPhone and iPad Pro models.
Specifically, a very small speech recognizer built into the embedded motion coprocessor runs all the time and listens for "Hey Siri." When just those two words are detected, Siri parses any subsequent speech as a command or query.
The detector uses a Deep Neural Network to convert the acoustic pattern of a user's voice into a probability distribution. It then uses a temporal integration process to compute a confidence score that the phrase uttered was "Hey Siri."
If the score is high enough, Siri wakes up and proceeds to complete the command or answer the query automatically.
If the score exceeds Apple's lower threshold but not the upper threshold, however, the device enters a more sensitive state for a few seconds, so that Siri is much more likely to be invoked if the user repeats the phrase—even without more effort.
"This second-chance mechanism improves the usability of the system significantly, without increasing the false alarm rate too much because it is only in this extra-sensitive state for a short time," said Apple.
To reduce false triggers from strangers, Apple invites users to complete a short enrollment session in which they say five phrases that each begin with "Hey Siri." The examples are saved on the device.
For many more technical details about how "Hey Siri" works, be sure to read Apple's full article on its Machine Learning Journal.
Specifically, a very small speech recognizer built into the embedded motion coprocessor runs all the time and listens for "Hey Siri." When just those two words are detected, Siri parses any subsequent speech as a command or query.
The detector uses a Deep Neural Network to convert the acoustic pattern of a user's voice into a probability distribution. It then uses a temporal integration process to compute a confidence score that the phrase uttered was "Hey Siri."
If the score is high enough, Siri wakes up and proceeds to complete the command or answer the query automatically.
If the score exceeds Apple's lower threshold but not the upper threshold, however, the device enters a more sensitive state for a few seconds, so that Siri is much more likely to be invoked if the user repeats the phrase—even without more effort.
"This second-chance mechanism improves the usability of the system significantly, without increasing the false alarm rate too much because it is only in this extra-sensitive state for a short time," said Apple.
To reduce false triggers from strangers, Apple invites users to complete a short enrollment session in which they say five phrases that each begin with "Hey Siri." The examples are saved on the device.
We compare the distances to the reference patterns created during enrollment with another threshold to decide whether the sound that triggered the detector is likely to be "Hey Siri" spoken by the enrolled user.Apple also says it created "Hey Siri" recordings both close and far in various environments, such as in the kitchen, car, bedroom, and restaurant, based on native speakers of many languages around the world.
This process not only reduces the probability that "Hey Siri" spoken by another person will trigger the iPhone, but also reduces the rate at which other, similar-sounding phrases trigger Siri.
For many more technical details about how "Hey Siri" works, be sure to read Apple's full article on its Machine Learning Journal.
Tags: Siri Guide, machine learning
[ 92 comments ]
Top Rated Comments
(View all)
23 months ago
There's a lot going on behind the scenes with Siri. I don't think we give her enough credit.
My biggest problem with Siri is not any of the silly one-off bugs that get memed to death on the internet.My biggest problem was described beautifully in a recent article I read somewhere. About how a voice assistant with 10 possible working commands is great. And one with unlimited working commands is great. But one with hundreds of working commands is terrible, because the user will never know what all those commands are. They will just use the core few that they know. And if they try a command and it isn't one of those hundreds, it causes confusion and doubt.
23 months ago
Soon enough Siri is going to be smarter than Apple executives realizing that the MacMini needs an update ASAP.
23 months ago
There's a lot going on behind the scenes with Siri. I don't think we give her enough credit.
23 months ago
Everything about Siri is amazing, and far beyond any competition.
Except her ability to do stuff.
Except her ability to do stuff.
23 months ago
I just had a quick check on the Mac to see if anything's changed...
Me: "How many files have I opened today?"
Siri: "on the internet I found 'how big is Allah.'"
maybe next year
Me: "How many files have I opened today?"
Siri: "on the internet I found 'how big is Allah.'"
maybe next year
23 months ago
There has to be something new going on with regards to it’s understanding. After initiating Hey Siri in the car, her comprehension through the Bluetooth system has been notably better for me during the past year. I was wondering if the 7 was doing some machine learning locally, or if the cloud was parsing my questions better with this device. My 5S still struggles with my voice, though it could also be the mics on that device too.
Apple would help Siri’s reputation a lot, by keeping an active Wiki going for the service, and what commands it will respond to. Because many people have tried to use Siri once for a specific task, found it didn’t work, and since given up. It is really hard for a general user to discover new tricks.
Places like iMore do a decent job of documenting, but, it would be AWESOME if the source had a good manual for it..
My biggest problem with Siri is not any of the silly one-off bugs that get memed to death on the internet.
My biggest problem was described beautifully in a recent article I read somewhere. About how a voice assistant with 10 possible working commands is great. And one with unlimited working commands is great. But one with hundreds of working commands is terrible, because the user will never know what all those commands are. They will just use the core few that they know. And if they try a command and it isn't one of those hundreds, it causes confusion and doubt.
Apple would help Siri’s reputation a lot, by keeping an active Wiki going for the service, and what commands it will respond to. Because many people have tried to use Siri once for a specific task, found it didn’t work, and since given up. It is really hard for a general user to discover new tricks.
Places like iMore do a decent job of documenting, but, it would be AWESOME if the source had a good manual for it..
23 months ago
“It then uses a temporal integration process to compute a confidence score”
But won’t the tachyons interfere with the marzipan regulators when they do this?
But won’t the tachyons interfere with the marzipan regulators when they do this?
23 months ago
If only Apple's ears got into a more "sensitive state" when they hear the phrase "we want a headphone jack".
23 months ago
"Always listening" ha.... first thing in the morning? Nope, won't work until I open my phone. It seems to stop 'listening' for me after about 2 hours of inactivity on my phone. And yes I have the always listening turned on.
[ Read All Comments ]
After a busy few weeks of news and rumors, things slowed down a little bit this week, but there were still some major stories worth highlighting. Those include our first hands-on look at dummy models...
For this week's giveaway, we've teamed up with Reolink to offer MacRumors readers a chance to win an Argus 2 wire-free rechargeable home camera and a solar panel for charging it up outdoors.
...
Apple Music has renamed its "The A-List: Hip-Hop" playlist to "Rap Life."
Ebro Darden, global editorial head of hip-hop and R&B at Apple Music, will host a companion...
Samsung is believed to be Apple's exclusive supplier of OLED displays for iPhones, but it may have company soon.
In a research note shared with MacRumors, Barclays analysts said fellow...
1Password has restored the option for customers who originally purchased its iOS app to create a local vault during setup, after users queued up online to voice their frustrations with the fact that...
Apple is planning to open an office in highly desired location in Vancouver, Canada reports Bloomberg. The company has leased space in a 24-story office building at 400 West Georgia owned by...
Elevation Lab, known for its line of popular iPhone charging docks, today released the FamilyCharger, a multi-charging setup designed to allow you to charge all of your devices in one place.
The...
Apple today seeded the third beta of an upcoming macOS Catalina update to its public beta testing group, two weeks after seeding the second public beta and a day after seeding the fourth developer...
