Author Archives: John G. Doe

Visualizing Sound Effects

At YouTube, we understand the power of video to tell stories, move people, and leave a lasting impression. One part of storytelling that many people take for granted is sound, yet sound adds color to the world around us. Just imagine not being able to hear music, the joy of a baby laughing, or the roar of a crowd. But this is often a reality for the 360 million people around the world who are deaf and hard of hearing. Over the last decade, we have been working to change that.

The first step came over ten years ago with the launch of captions. And in an effort to scale this technology, automated captions came a few years later. The success of that effort has been astounding, and a few weeks ago we announced that the number of videos with automatic captions now exceeds 1 billion. Moreover, people watch videos with automatic captions more than 15 million times per day. And we have made meaningful improvements to quality, resulting in a 50 percent leap in accuracy for automatic captions in English, which is getting us closer and closer to human transcription error rates.

But there is more to sound and the enjoyment of a video than words. In a joint effort between YouTube, Sound Understanding, and Accessibility teams, we embarked on the task of developing the first ever automatic sound effect captioning system for YouTube. This means finding a way to identify and label all those other sounds in the video without manual input.

We started this project by taking on a wide variety of challenges, such as how to best design the sound effect recognition system and what sounds to prioritize. At the heart of the work was utilizing thousands of hours of videos to train a deep neural network model to achieve high quality recognition results. There are more details in a companion post here.

As a result, we can now automatically detect the existence of these sound effects in a video and transcribe it to appropriate classes or sound labels. With so many sounds to choose from, we started with [APPLAUSE], [MUSIC] and [LAUGHTER], since these were among the most frequent manually captioned sounds, and they can add meaningful context for viewers who are deaf and hard of hearing.

So what does this actually look like when you are watching a YouTube video? The sound effect is merged with the automatic speech recognition track and shown as part of standard automatic captions.


Click the CC button to see the sound effect captioning system in action

We are still in the early stages of this work, and we are aware that these captions are fairly simplistic. However, the infrastructural backend to this system will allow us to expand and easily apply this framework to other sound classes. Future challenges might include adding other common sound classes like ringing, barking and knocking, which present particular problems -- for example, with ringing we need to be able to decipher if this is an alarm clock, a door or a phone as described here.

Since the addition of sound effect captions presented a number of unique challenges on both the machine learning end as well as the user experience, we continue to work to better understand the effect of the captioning system on the viewing experience, how viewers use sound effect information, and how useful it is to them. From our initial user studies, two-thirds of participants said these sound effect captions really enhance the overall experience, especially when they added crucial “invisible” sound information that people cannot tell from the visual cues. Overall, users reported that their experience wouldn't be impacted by the system making occasional mistakes as long as it was able to provide good information more often than not.

We are excited to support automatic sound effect captioning on YouTube, and we hope this system helps us make information useful and accessible for everyone.

Noah Wang, software engineer, recently watched "The Expert (Short Comedy Sketch)."

Improving VR videos

At YouTube, we are focused on enabling the kind of immersive and interactive experiences that only VR can provide, making digital video as immersive as it can be. In March 2015, we launched support for 360-degree videos shortly followed by VR (3D 360) videos. In 2016 we brought 360 live streaming and spatial audio and a dedicated YouTube VR app to our users.

Now, in a joint effort between YouTube and Daydream, we're adding new ways to make 360 and VR videos look even more realistic.

360 videos need a large numbers of pixels per video frame to achieve a compelling immersive experience. In the ideal scenario, we would match human visual acuity which is 60 pixels per degree of immersive content. We are however limited by user internet connection speed and device capabilities. One way to bridge the gap between these limitations and the human visual acuity is to use better projection methods.

Better Projections

A Projection is the mapping used to fit a 360-degree world view onto a rectangular video surface. The world map is a good example of a spherical earth projected on a rectangular piece of paper. A commonly used projection is called equirectangular projection. Initially, we chose this projection when we launched 360 videos because it is easy to produce by camera software and easy to edit.

However, equirectangular projection has some drawbacks:

  • It has high quality at the poles (top and bottom of image) where people don’t look as much – typically, sky overhead and ground below are not that interesting to look at.
  • It has lower quality at the equator or horizon where there is typically more interesting content.
  • It has fewer vertical pixels for 3D content.
  • A straight line motion in the real world does not result in a straight line motion in equirectangular projection, making videos hard to compress.




Drawbacks of equirectangular (EQ) projection

These drawbacks made us look for better projection types for 360-degree videos. To compare different projection types we used saturation maps. A saturation map shows the ratio of video pixel density to display pixel density. The color coding goes from red (low) to orange, yellow, green and finally blue (high). Green indicates optimal pixel density of near 1:1. Yellow and orange indicate insufficient density (too few video pixels for the available display pixels) and blue indicates wasted resources (too many video pixels for the available display pixels). The ideal projection would lead to a saturation map that is uniform in color. At sufficient video resolution it would be uniformly green.

We investigated cubemaps as a potential candidate. Cubemaps have been used by computer games for a long time to display the skybox and other special effects.

eqr_saturation.png


Equirectangular projection saturation map

cubemap_saturation.png


Cubemap projection saturation map

In the equirectangular saturation map the poles are blue, indicating wasted pixels. The equator (horizon) is orange, indicating an insufficient number of pixels. In contrast, the cubemap has green (good) regions nearer to the equator, and the wasteful blue regions at the poles are gone entirely. However, the cubemap results in large orange regions (not good) at the equator because a cubemap samples more pixels at the corners than at the center of the faces.

We achieved a substantial improvement using an approach we call Equi-angular Cubemap or EAC. The EAC projection’s saturation is significantly more uniform than the previous two, while further improving quality at the equator:

eac_saturation.png


Equi-angular Cubemap - EAC

As opposed to traditional cubemap, which distributes equal pixels for equal distances on the cube surface, equi-angular cubemap distributes equal pixels for equal angular change.

The saturation maps seemed promising, but we wanted to see if people could tell the difference. So we asked people to rate the quality of each without telling them which projection they were viewing. People generally rated EAC as higher quality compared to other projections. Here is an example comparison:

EAC vs EQ


Creating Industry Standards

We’re just beginning to see innovative new projections for 360 video. We’ve worked with Equirectangular and Cube Map, and now EAC. We think a standardized way to represent arbitrary projections will help everyone innovate, so we’ve developed a Projection Independent Mesh.

A Projection Independent Mesh describes the projection by including a 3D mesh along with its texture mapping in the video container. The video rendering software simply renders this mesh as per the texture mapping specified and does not need to understand the details of the projection used. This gives us infinite possibilities. We published our mesh format draft standard on github inviting industry experts to comment and are hoping to turn this into a widely agreed upon industry standard.

Some 360-degree cameras do not capture the entire field of view. For example, they may not have a lens to capture the top and bottom or may only capture a 180-degree scene. Our proposal supports these cameras and allows replacing the uncaptured portions of the field of view by a static geometry and image. Our proposal allows compressing the mesh using deflate or other compression. We designed the mesh format with compression efficiency in mind and were able to fit EAC projection within a 4 KB payload.

The projection independent mesh allows us to continue improving on projections and deploy them with ease since our renderer is now projection independent.

Spherical video playback on Android now benefits from EAC projection streamed using a projection independent mesh and it will soon be available on IOS and desktop. Our ingestion format continues to be based on equirect projection as mentioned in our upload recommendations.

Anjali Wheeler, Software Engineer, recently watched "Disturbed - The Sound Of Silence."

Step into the games with new VR videos

YouTube’s become a global destination for people who love watching gaming videos. And we want to take gamers’ viewing experience a step further by exploring how VR videos can put them right at the center of the action. That’s why we partnered with gaming creators and publishers to experiment with the production of 360 and VR videos. What’s come out of those experiments, from “League of Legends” to “Minecraft,” was pretty exciting.

From Let's Play to trailers, there’s a really wide range of gaming content on YouTube, and a lot of these different style videos are now also becoming available in VR. You can check out gameplay from global creators as well as gaming-themed live action videos celebrating games like “Call of Duty.”

Game publishers are also getting involved in VR gaming videos in a big way, from the immensely popular “Clash of Clans” 360-degree video by Supercell to documentaries uploaded by “World of Tanks” publisher Wargaming. Even eSports organizations are producing content for VR, uploading 360-degree content from top events like the “League of Legends” World Championship Finals.

But what if you just want to chill and watch some gaming-themed entertainment content? We got you covered with videos ranging from the classic “Red vs. Blue” series to Stampy’s “Wonder Quest.”


To give you a taste of gaming experience in VR, check out the playlist above for some of our favorite videos so far. It’s a good cross section of the kind of gaming videos we offer in VR, many of which can make you feel like you’re standing inside the game itself. You can watch these videos using the YouTube VR app available on Daydream or with Google Cardboard. If you don’t have a headset, don’t worry, you can still get the 360-degree video experience on your mobile phone or desktop.

Ryan Wyatt, Head of Gaming Content, recently watched “Clash of Clans: Hog Rider 360°.”

Source: YouTube Blog


Celebrating inspirational women around the world: #HerVoiceisMyVoice



At YouTube, we believe that voices matter. We’re committed to fostering a community where everyone’s voice can be heard. These voices inspire millions, and for so many, these stories are more than just words. From Lilly Singh on the power of girls and women supporting each other, to Kumamiki on confidence and perseverance, to Dina Tokio on embracing her identity, the more we listen to and share each other’s stories, the more we can help empower women’s voices everywhere.

That’s why, this International Women’s Day, we’re turning up the volume on female voices and honoring the impact they have on all of us. #HerVoiceIsMyVoice is a moment to celebrate and share the voices of inspirational women from around the world.


Every day around the world, women are sharing their stories, wisdom and inspiration. These everyday and extraordinary moments are at the heart of YouTube, and you can find more of them here.

Today, we invite you to share a video of a woman whose voice speaks to you. Let’s use our favorite brave, bold, or downright beautiful stories to remind our communities and ourselves just what we’re capable of. Happy International Women’s Day!

Danielle Tiedt, Chief Marketing Officer at YouTube, recently watched these amazing women.

Source: YouTube Blog


Finally, live TV made for you

There’s no question that people love TV, from live sports to breaking news to sitcoms and dramas. But the truth is, there are a lot of limitations in how to watch TV today. Unlike online video, people can't watch TV when they want, on any screen and on their terms, without commitments. Consumers have made it clear that they want live TV without all the hassle. They don’t want to worry about their DVR filling up. They don't want to miss a great game or their favorite show because they’re on the go. They tell us they want TV to be more like YouTube.

Well, we’ve got some good news! We’re bringing the best of the YouTube experience to live TV. To do this, we’ve worked closely with our network and affiliate partners to evolve TV for the way we watch today.

Meet YouTube TV. It’s live TV designed for the YouTube generation—those who want to watch what they want, when they want, how they want, without commitments.

Here’s what YouTube TV offers:
  • Live TV streaming from ABC, CBS, FOX, NBC, ESPN, regional sports networks and dozens of popular cable networks. YouTube TV gives you the best of live TV, from must-see broadcast shows like “Empire,” “The Voice,” “The Big Bang Theory” and “Scandal,” to the live sports you want. YouTube TV includes major sports networks like ESPN and regional sports networks like Fox Sports Networks and Comcast SportsNet, so you can watch your favorite NBA or MLB teams. We’ve also partnered with local TV stations, so you’ll also get sports and local news based on where you live. And YouTube TV offers dozens of additional cable channels, so you won’t miss out on the latest news from MSNBC or Fox News, popular shows and movies from USA or FX, kids programming from the Disney Channel or Sprout, or reality TV from E! or Bravo. You can also add Showtime, or Fox Soccer Plus to your networks for an additional charge. In total, YouTube TV gives you access to more than 40 networks, listed below.
  • A cloud DVR, with no storage limits. With YouTube TV, you’ll be able to record live TV and never run out of storage. Your cloud DVR can record as many shows as you want, simultaneously, without using precious data or space on your phone and we’ll store each of your recordings for nine months.
  • A service that works great on all your screens. You can watch YouTube TV on any screen—mobile, tablet or computer—and you can easily stream to your TV with a Google Chromecast or Chromecast built-in TV. YouTube TV works on both Android and iOS. And your cloud DVR goes with you, so you can stream your recordings on any device, whenever and wherever you want.
  • YouTube Red Originals. With a YouTube TV membership, you can watch all of our YouTube Red Original series and movies right on the new YouTube TV app.
  • Six accounts, one price. Every YouTube TV membership comes with six accounts, each with its own unique recommendations and personal DVR with no storage limits. You can watch up to three concurrent streams at a time.
  • Half the cost of cable with zero commitments. A YouTube TV membership is only $35 a month and there are no commitments—you can cancel anytime.
YouTube TV will be available soon in the largest U.S. markets and will quickly expand to cover more cities across the country. Visit tv.youtube.com and sign up to find out when we’ll launch in your market.

With so much great content available on TV, we’re thrilled to build an experience that lets you enjoy it as easily as you watch YouTube. We can't wait for you to tune in.

YTTV_05_Blog.png

Christian Oestlien, Product Management Director, recently used YouTube TV to watch “The Oscars” live on ABC.

Source: YouTube Blog


You know what’s cool? A billion hours

A few years back, we made a big decision at YouTube. While everyone seemed focused on how many views a video got, we thought the amount of time someone spent watching a video was a better way to understand whether a viewer really enjoyed it. It wasn’t an easy call, but we thought it would help us make YouTube a more engaging place for creators and fans. And last year, we hit a big milestone on that journey: people around the world are now watching a billion hours of YouTube’s incredible content every single day!

Let’s put that in perspective. If you were to sit and watch a billion hours of YouTube, it would take you over 100,000 years. 100,000 years ago, our ancestors were crafting stone tools and migrating out of Africa while mammoths and mastodons roamed the Earth. If you spent 100,000 years traveling at the speed of light, you could travel from one end of the Milky Way to the other (and you wouldn’t age a day!). And if you searched for 100,000 years on YouTube, you’d find a really killer KISS track.

That’s the great thing about this milestone. It represents the enjoyment of the fantastically diverse videos that creative people make every single day. Around the world, people are spending a billion hours every day rewarding their curiosity, discovering great music, keeping up with the news, connecting with their favorite personalities, or catching up with the latest trend.

We’ve worked hard behind the scenes to make that billion-hour journey possible, but this isn’t just our milestone. It belongs to all of you, too—the global audience that tunes in every day and the creators whose videos have made YouTube the original, surprising and limitless source of entertainment it is. From all of us here at YouTube, please accept our heartfelt thanks.

Cristos Goodrow, VP of engineering at YouTube, recently watched “Secret Billionaire: The Chuck Feeney Story.”

Source: YouTube Blog


A conversation with Manny Gutierrez, the trailblazer and YouTube makeup maven

Growing up in a traditional Mormon household in San Diego, Calif., Manny Gutierrez was not always the glamazon and social media maven his fans (aka Mannyacs) know today. At 25 years old, he is now Maybelline’s first male ambassador and has over 2 million subscribers to his YouTube channel but that’s only part of his story. We spoke to Manny about his decision to not go to medical school, being a trailblazer … and of course, the celeb he’d most love to glam:

Q: How did you initially get your start on YouTube?
Manny: I started on YouTube because my followers on Instagram were asking for it! I was like, wait, you want me to make longer videos than the ones on Instagram? So when I hit 50K followers on Instagram, I started my channel.

Q: You were planning to go to medical school but decided to pursue makeup artistry full-time … was that a scary decision to make?
Manny: YES, that was an extremely scary decision to make. Whatever I did I wanted to be the best at it and be successful, and I thought I needed to go to med school and be a doctor to be successful ... so once I decided to stop pursuing that dream and plunged into makeup, it was like jumping into a black hole. I had no idea what to expect but luckily I was met with open and caring arms in the beauty community.

Q: Your coming-out story has been viewed more than a million times on YouTube! What do you hope others take from your story whether they are struggling with something similar or not?
Manny: I think that what people can take from my story is that I haven't always had it "easy." I still don't! I struggled when I was younger finding who I was, and it wasn't until much later on that I became comfortable in my own skin. I wanted to convey the message that it doesn't matter what other people think of you; what matters is how you view yourself.

Q: It's not easy to be a trailblazer and break stereotypes … we even saw your dad come to your defense recently with someone trolling you. Was there ever a time when you questioned whether being a trailblazer was worth it? What got you through?
Manny: Honestly, I never really thought of myself as a trailblazer. I just thought, hey, I'm doing what I'm doing ‘cause I love it and I have some awesome supporters ... until recently it's blown up so much I'm actually like, whoa ... maybe I really am helping pave the way for other boys in the beauty world or breaking down gender norms in general. I have never thought of stopping or quitting. I am a go-getter, and once I find something I love, I am going to see it through to its fullest potential and I won't let anyone stand in the way of that.

Courtesy: MannyMUA733 (Instagram)


Q: What has been the value of YouTube for you?
Manny: The value is indescribable, to be honest. I have no words. I can support myself and my family and reach millions of people and touch their lives DAILY! There really are no words, the value is immeasurable.

Courtesy: MannyMUA733 (Instagram)


Q: Who is your ultimate beauty icon?
Manny: My mother is my ultimate beauty icon.


Manny and his mom
Courtesy: MannyMUA733 (Instagram)


Q: If you could do any celebrity's makeup, who would it be and why?
Manny: Honestly, it would probably be Lady Gaga ... 'cause I want to meet her SO BAD!

Q: Do people still recognize you when you aren't glammed up?
Manny: ALL THE TIME, and I love it! Makeup is what I love and what I do, but it's not ALL of me. I don't mind not being glam at all! I love my skin in and out of glam.

Courtesy: MannyMUA733 (Instagram)

Source: YouTube Blog


YouTube goes to the movies

The Oscars are just days away—which means movie fans are locking in their predictions, nominees are putting the finishing touches on their red-carpet looks, and we’re ready to name the most popular movie trailer on YouTube.

May we have the envelope, please ...

Our special-edition YouTube Movie Trailers Leaderboard ranks the top performing Best Picture nominee trailers, including both studio channels and popular aggregators. This year, the nine trailers are all blockbusters, racking up 3M hours of watch time.1 That’s the equivalent of about 25M viewings of the Oscar-nominated animated short, “Borrowed Time.”

The most popular trailer came right down to the wire. And the winner is … “La La Land,” which took home the #1 spot on our Leaderboard, followed closely by “Arrival” and “Hacksaw Ridge.”1 Head over to Think with Google to see how the other Best Picture nominees fared.

The movie space on YouTube

While the best picture nominees span a variety of genres, superhero trailers are the most viewed according to new research on the movie space on YouTube from third party researcher Pixability. Superhero trailers have the highest average number of views per video,2 and superhero, animated, and science fiction trailers make up 74 of the top 100 most viewed trailers.2

Pixability also found that while trailers are the most popular type of movie content on YouTube,2 songs (both official clips and covers by fans) are actually the most engaging type of movie content.3 Movie musicals like “La La Land” are certainly having their day in the sun—and YouTube viewers are singing right along.

Case in point: “La La Land” is running away with the competition for YouTube views among the nominees for Best Original Score, with over 1 billion views of its music, both in clips of the movie and covers by fans.4



Google News Lab looked at trailer trends from another angle entirely: geography. Think you can guess which movie trailers were most popular on the coasts? West Texas? The Pacific Northwest? Take a look.

Before the winner is crowned on Sunday, pop some popcorn and don’t forget to take a spin through all the top Best Picture trailers over at Think with Google.

Meredith Argeris, YouTube Marketing, recently watched “La La Land (2016 Movie) Official Trailer – 'Dreamers'.”

Sources
1 The YouTube Movie Trailers Leaderboard includes views on videos from some of the most popular trailer aggregators as part of our count. Ranking is determined by an algorithm that factors in paid views, organic views, and audience retention (how much of a video people watched) through 2/13/17. Trailers must be for movies nominated for Best Picture and included the top performing trailer for each nominee. YouTube global data, 1/1/16-2/13/17.
2 Pixability, “Movies on YouTube,” February 2017. “Most popular” is based on number of videos and views.
3 Pixability, “Movies on YouTube,” February 2017. “Most engaging” is based on total likes, comments, and shares. Songs refers to music and lyric videos of either full movie soundtracks or songs attributed to a top movie.
4 YouTube data, 1/1/16–2/1/17.

Source: YouTube Blog


Tune in and turn it up: Watch the BRITs feat. Katy Perry, Ed Sheeran, Skepta and Little Mix LIVE on YouTube

What do Madonna, Liam Gallagher and Robbie Williams have in common? They all made a scene (and global headlines) at the BRITs. The BRIT Awards with MasterCard has given us some of the most memorable moments in music history. Scrap that, in pop culture history. So it is with some joy that we are able to bring you all of this year’s action LIVE on YouTube. For the fourth year running, you can watch the full show live in fabulous, star-studded, rock ’n’ rolling glory if you’re based outside of Great Britain (and if you’re based in GB, catch up on performances after the show). Just tune in at youtube.com/Brits on whatever screen you find yourself closest to: mobile, tablet or TV.



Famous YouTube funnyman Caspar Lee will bring you top gossip from the event on the official BRITs channel. And just who might Caspar be rubbing shoulders with? ROYALTY. Pop royalty, that’s who. This year’s bill is topped by Brit legends and international superstars and includes performances from Ed Sheeran, Katy Perry, Bruno Mars, Robbie Williams, Emeli Sandé, Little Mix, The 1975 and U.K. sensation Skepta. And given it’s the BRITs, you just know there’s going to be a whole lot more magic beyond the awards and performances themselves.

As Geoff Taylor, Chief Exec of The BPI and BRIT Awards says: “It’s really exciting for us that so many people around the world will get the chance to celebrate the U.K.’s biggest night in music live as it happens.” Well said, Geoff, couldn’t agree more.

After the live show, you’ll find performances from the artists on their own YouTube channels for you to relive again and again, plus there will be catch-up content on the BRITs channel itself. So, tune in to the official BRITs channel on February 22 at 2.30 p.m. ET and enjoy yourselves a Britpop bonanza.

Azi Eftekhari, Head of Music Partnerships at YouTube in EMEA, just relived Pharell’s impersonation of Skepta (“You Get Me?) on BBC Radio 1.

Source: YouTube Blog


One billion captioned videos

I envision a future where everything will be captioned, so the more than 300 million people who are deaf or hard of hearing like me will be able to enjoy videos like everyone else. When I was growing up in Costa Rica, there were no closed captions in my first language, and only English movies had Spanish subtitles. I felt I was missing out because I often had to guess at what was happening on the screen or make up my own version of the story in my head. That was where the dream of a system that could just automatically generate high quality captions for any video was born.

Today I am lucky to be making my dream a reality as part of a team at YouTube exploring innovative ways to make captions more available for everyone. Over the years we have made great strides both in terms of the numbers of videos with captions and also in the accuracy of those captions.

Google first launched video captions back in 2006. Three years later these efforts were taken to a whole new level with automated captions on YouTube. This was a big leap forward to help us keep up with YouTube’s growing scale. Fast forward to today, and the number of videos with automatic captions now exceeds a staggering 1 billion. Moreover, people watch video with automatic captions more than 15 million times per day.

One of the ways that we were able to scale the availability of captions was by combining Google's automatic speech recognition (ASR) technology with the YouTube caption system to offer automatic captions for videos. There were limitations with the technology that underscored the need to improve the captions themselves. Results were sometimes less than perfect, prompting some creators to have a little fun at our expense!

A major goal for the team has been improving the accuracy of automatic captions -- something that is not easy to do for a platform of YouTube’s size and diversity of content. Key to the success of this endeavor was improving our speech recognition, machine learning algorithms, and expanding our training data. All together, those technological efforts have resulted in a 50 percent leap in accuracy for automatic captions in English, which is getting us closer and closer to human transcription error rates.

Automatic captions example from our previous model
Automatic captions example from our current model

Continuing to improve the accuracy of captions remains an important goal going forward, as does the need to keep growing beyond 1 billion automatic captions. We also want to extend that work to all of our ten supported languages. But we can’t do it alone. We count on the amazing YouTube community of creators and viewers everywhere. Ideally, every video would have an automatic caption track generated by our system and then reviewed and edited by the creator. With the improvements we’ve made to the automated speech recognition, this is now easier than ever.

I know from firsthand experience that if you build with accessibility as a guiding force, you make technology work for everyone.

Liat Kever, product manager, recently watched "27 Things You Might Not Know about Star Wars - mental_floss List Show Ep. 450" with automatic caption track.

Source: YouTube Blog