Fabric Media chief executive/founder Jason Damata led a discussion at NAB with two experts in the field of social media intelligence. Dr. Indraneel Mukherjee founded LiftIgniter, which is “a machine learning personalization, recommendation and discovery engine” for websites and apps to have one-on-one conversations with users. Dr. John Kelly is chief executive at Graphika, which turns “network relationships into dynamic maps of social influence, enabling precision targeting and action to drive business results.” Continue reading NAB 2018: Analytics Scientists Look at Social Media and Bots

Closed captioning isn’t just for the hard-of-hearing anymore. According to Digiday, 85 percent of Facebook video is viewed without sound. That signals a trend of viewers who prefer to watch closed captioning, putting the heat on solutions providers to come up with compliant systems that are also accurate and speedy. With artificial intelligence, says IBM Watson Media senior offering manager David Kulczar, closed captioning can be enhanced to go beyond transcription, and automatically identify background audio descriptions. Continue reading NAB 2018: IBM Watson on Refining AI for Closed Captioning

A panel discussion co-produced by ETC@USC and Google and moderated by ETC director of adaptive production Seth Levenson examined the latest innovations and solutions in the cloud for M&E companies. Google Cloud technical director Jeff Kember opened the discussion by stressing the importance of collaborating with content creation and audiences. “We have products and services to connect the two,” he said. “We run Tier 1 content on our cloud from the studios. Think of Google as a partner in the ecosystem.” Continue reading NAB 2018: ETC, Google Examine Cloud Innovation, Solutions

Although using AI and machine learning tools in production may remain a lofty goal for some, such tools are already in use in some video workflows, from dailies through mastering. Moderated by Netflix coordinator, production technologies Kylee Peña, a panel discussion described the tools available and how they’re being used in real world applications. Google senior cloud solutions architect Adrian Graham described his company’s now-open sourced TensorFlow technology, and how it’s being used by the M&E industry. Continue reading NAB 2018: Machine Intelligence Toolsets in Video Workflows

Tools powered by artificial intelligence and machine learning can also be used in animation and visual effects. Nvidia senior solutions architect Rick Grandy noted that the benefit of such tools is that artists don’t have to replicate their own work. That includes deep learning used for realistic character motion created in real-time via game engines and AI, as well as a phase-functioned neural network for character control, whereby the network can be trained by motion capture or animation. Continue reading NAB 2018: Artificial Intelligence Tools for Animation and VFX

Do Androids dream of making movies? That was the provocative question posed in a conversation at the Future of Cinema conference track at NAB. Universal Pictures head of creative technologies Annie Chang led a discussion with ETC@USC data scientist Yves Bergquist, who is also chief executive of the AI firm Novamente, and IBM Watson Media senior product manager David Kulczar. Bergquist began with the definition of AI: “the design of optimal behavior of agents in known or unknown computable environments.” Continue reading NAB 2018: Potential Impact of AI on Storytelling, Moviemaking

At a conference track on machine learning during the NAB Show in Las Vegas, Amazon Web Services M&E worldwide technical leader Usman Shakeel described his company’s toolsets. Shakeel addressed up front the question of whether machine learning can replace human creativity. “Can content ever create itself?” he asked. He emphasized that, in today’s world, machine-learning (ML) tools are being used to create efficient workflows, and curate and extract massive amounts of metadata. Continue reading NAB 2018: AWS Machine-Learning Tools for Content Creation

USC School of Cinematic Arts professor and editor Norman Hollyn spoke at a conference on machine learning about ML tools available today and those that are imminent for editing film/TV content. Underlying the growing importance of ML-powered tools for editors, Hollyn pointed out that editors who resisted the advent of digital nonlinear editing in the 1990s exited the industry. “AI is bringing things into the post production world and if we don’t start to look at and embrace them, we’ll be ex-editors,” he said. Continue reading NAB 2018: Machine-Learning Tools to Become Vital for Editing

Google News Lab works with journalists and entrepreneurs around the world to drive innovation in the news industry, explained training/development manager Nicholas Whitaker. Established three years ago, the worldwide team focuses on trust and misinformation, local news, inclusive journalism, and emerging technologies. “Building a more informed world will require news organizations and technology companies to work together,” said Whitaker, in an NAB session that revealed some of the work being done. Continue reading NAB 2018: Google News, Journalism 360 on Immersive Media

Location-based entertainment (LBE) is at the forefront of virtual reality and mixed reality content, and an NAB panel took a look at the role that LBE plays in distributing and popularizing this form of entertainment. Phil Lelyveld, ETC@USC’s lead of the Immersive Media Initiative program, noted that LBE represents the high-end of VR/MR storytelling, in contrast to home-based solutions. Technicolor Experience Center lead VR/AR experience producer Brian Frager said the industry adoption of standards will change that. Continue reading NAB 2018: Immersive Media & Location-Based Entertainment

If you want to know what’s on the mind of a post-millennial, the best person to ask is a member of that demographic. At NAB 2018, a 15-year-old high school sophomore did even better than that, presenting the results of her own survey of over 200 members of her age group. Based on a family conversation (that included her father, industry consultant Pete Ludé), Helen Ludé, a student at Lowell High School in San Francisco, decided to poll her friends on cinema attendance, home consumption habits and virtual reality.  Continue reading NAB 2018: Post-Millennial/Gen Z Survey on Cinema, TV, VR

Call them Gen Z, or Plurals or Centennials. But whatever you do, don’t call these 14- to 19-year-olds millennials. During one of NAB’s Future of Cinema sessions, ETC Immersive Media Initiative lead Phil Lelyveld described Gen Z and what makes them distinct from the much more familiar millennials. For starters, he said, they spend only 13.2 hours a week watching TV, the lowest number of any preceding generation. Lelyveld also noted that the exact definition, by age, of Gen Z is undetermined, but behaviors are clear. Continue reading NAB 2018: Distinct Traits of Gen Z, The YouTube Generation

At NAB in Las Vegas, Pew Research Center research associate Mike Barthel looked at “tradition in transition,” or how television news is faring in an increasingly online digital environment. He pointed to a 2012 Pew Research article that predicted that, “in a changing news landscape, even television is vulnerable.” Yet, surprisingly, six years later, more people still get their news from local TV rather than the web. The gap continues to close, however, from 19 points in 2016 to a mere seven-point gap in 2017. Continue reading NAB 2018: Pew Examines Gap Between TV and Online News

At NAB 2018 in Las Vegas, a panel of Hollywood leaders described the progress of high dynamic range (HDR) as part of the motion picture, TV, and home entertainment pipelines. They also revealed some of the pitfalls that continue to bedevil adoption of the new standard, as well as spell out the changes that need to take place for HDR to be fully embraced. Sony Pictures Entertainment senior vice president, technology Bill Baggelaar noted however that, “consumers have a preference for HDR,” underlining its inevitability. Continue reading NAB 2018: Hollywood Pushes HDR Production, Post – Part 1

Much of the spotlight for HDR has been in the theatrical space, but this NAB panel highlighted the move towards high dynamic range in home entertainment. The limited number of HDR hero monitors is only one of the challenges addressed, with the panel also focusing on the issue of judder and several other issues that the industry must address before HDR can become widely adopted. Direct view cinema displays, with true HDR capabilities, are also poised to make an impact. Continue reading NAB 2018: Hollywood Pushes HDR Production, Post – Part 2