Artificial intelligence and machine learning are driving improvements in accuracy and decreasing latency of automated captioning for broadcast content.
The technologies supporting automated captioning have improved significantly over the last few years while dropping in costs, making it possible for broadcasters to more economically caption their content than relying on human captioners alone. The trend toward using hybrid and cloud models rather than only on-prem for the captioning portion of the workflow continues.
Vendors say the benefits of using automated captioning and transcription services extends beyond meeting regulatory requirements and makes it easier for people in noisy environments, such as bars, to enjoy content, because it makes content searchable and therefore more useful to the broadcaster and prepares it for translation or translates it verbatim on the fly with minimal latency.
Improving technologies have managed to overcome some of the issues that made accurate and fast automated captioning difficult.
Auto-transcription, auto-translation and natural language processing are the main tools we have today, and they are helping us in a big way, says Sana Afsar, engineering manager at Interra Systems.
In the last few years, these technologies have improved dramatically while becoming more affordable, she says. Languages are evolving, and machines are getting better and better, but they are not 100% accurate.
Things like background noises, dialect and slang can lower accuracy, as can switching languages in mid-speech, which might happen when words are adopted from one language into another, Afsar says.
Even with these challenges, the companys Baton Captions automated captioning still works well, and machine-assisted review processes can flag sections of the captioning where confidence is low in the accuracy, she says.
Matt McEwen, VP of product management for TVU Networks, says accuracy of speech to text can depend on many factors.
AI [artificial intelligence] engines are getting better at detecting accents and different languages, he says. Theyre learning engines, getting better and better. Its amazing to me in the time weve been doing this, how much its improved.
TVU Transcriber is an independent microservice that can be added to any TVU Networks product, McEwen says. It is available in the cloud on a pay-by-the-minute model, although the module started out on-prem in a TVU hardware box, he says. TVU Transcriber can automatically detect if a stream has captions, then add captioning when they are not present, he says.
Some customers use us just for captioning, he says.
Background noise can be a factor, so ENCOs enCaption tool focuses on the vocal range and ignores sounds outside the vocal range, Bill Bennett, media solutions and accounts manager for ENCO, says. Its all about accuracy. But its also all about speed. Theyre intertwined, he says.
Bennet calls enCaption a solution that is cost effective and as accurate as humans in traditional live situation and faster than humans for file-based captioning. We have been honing the technology for almost two decades to get it to a sweet spot where both live and file-based workflows are handled by a single product, he says.
EnCaption started out on-prem, but ENCO has been evolving to meet the move toward hybrid and cloud workflows, Bennett says.
Were growing a native cloud version of our enCaption product, he says. Its completely being rebuilt from the ground up.
Voice Interactions Audimus.Media uses deep neural networks and machine learning algorithms along with a large amount of data to be able transcribe speech to text automatically, Voice Interaction CEO Joo P. Neto says.
Audimus.Media can produce live English-to-Spanish translation.
Transcribing content creates time stamps of certain words in a video, making it easier to search and index the content, Neto says.
We are getting very accurate results, which is much better than a manual operator who might have more errors, deletions and dropped words or sections of content, he says.
Latency still persists, however. He says even with a fast engine that transcribes from speech to text, latency can be necessary as the engine waits to gather enough context to determine what the speaker said to provide an accurate transcription, he says. Low latency, he says, is two to three seconds between spoken words and the output of the words on closed captioning.
Russell Vijayan, Digital Nirvanas director of product, says a number of different technologies, like natural language processing algorithms and speech to text, are the foundation of captioning tools.
All the technologies combined is what helps broadcasters produce quality captions, he says.
User interface for Digital Nirvanas Trance captioning software.
Ed Hauber, director of business development at Digital Nirvana, says, The machine-generated process can produce a highly accurate transcript, meaning 90% or greater in terms of accuracy.
Incorporating quality automated speech to text technology helps broadcasters in two fundamental ways by reducing costs and time, he adds.
Vijayan says using a hybrid or cloud-based system for automated captioning provides the ability to update dictionaries when names or words such as COVID Omicron are not spelled properly but says an on-prem only system cannot be updated in the same way.
The first time, it will get Omicron wrong, but the cloud communicates to the system on-prem, so next time, on the fly, it will give you an accurate spelling, he says.
Digital Nirvanas Trance is a web-enabled enterprise-class tool that Hauber calls a DIY self-service captioning tool
It enables operators to do the work themselves. They have the staff and workflow to produce the media, he says.
Caption Services is a turnkey version of Trance that delivers the captioned content back to the client.
ENCOs enCaption5 HTML5 Web browser interface showing in-browser editing and viewing of automation schedule for Word Model loading, and encoder and speech engine control.
Matt Mello, technical sales manager at EEG, an Ai Media company, says that human captioning will remain an option but that the technology behind automatic captioning is getting better all the time and costs are going down for it.
Ai Medias Lexi is an automated closed captioning system, while Smart Lexi adds human intervention.
With Lexi, you can also add custom words, phrases, peoples names, teach it what it should be listening for, Mello says.
Mello anticipates that broadcasters will need to caption all OTT content, saying regulations in place now are somewhat vague in how they related to closed captioning for OTT.
Broadcasters are starting to add closed captioning into workflows that are different to what they do live, he says.
And that means more demand for closed captioning.
Bennett says that captions do more than help broadcasters meet FCC regulations.
When captions exist for video, they can find the nugget they are looking for directly in that video, making it searchable, he says.
That helps viewers as well as producers and editors, he says.
Additionally, he says, captioning does more than serve the audience of hard of hearing and deaf people. Its useful in noisy environments or where the video may be muted
If you dont caption your content, you miss getting in touch with your audience, Bennett says.
And transcribed is just a short step away from translated.
In early July, ENCO bought TranslateTV as part of its drive toward real-time translation between multiple languages
Its a form of universal translator. You feed in English words and get English text and Spanish text and ultimately the other way around as well, and far more languages in the future, he says. Were a multi-language, multinational world now.
Read the original post:
Automated Captioning Rises To The Cloud - TV News Check - TV News Check
- Trance (2013) - IMDb [Last Updated On: June 10th, 2016] [Originally Added On: June 10th, 2016]
- Trance music - Wikipedia, the free encyclopedia [Last Updated On: June 14th, 2016] [Originally Added On: June 14th, 2016]
- Trance Around The World with Above & Beyond playlists and ... [Last Updated On: June 16th, 2016] [Originally Added On: June 16th, 2016]
- Trance | Define Trance at Dictionary.com [Last Updated On: June 19th, 2016] [Originally Added On: June 19th, 2016]
- Trance - Wikipedia, the free encyclopedia [Last Updated On: June 19th, 2016] [Originally Added On: June 19th, 2016]
- The Force Factor - Trance and Hard Trance Podcast [Last Updated On: June 21st, 2016] [Originally Added On: June 21st, 2016]
- Trance 27.5 1 (2014) | Giant Bicycles | United States [Last Updated On: July 14th, 2016] [Originally Added On: July 14th, 2016]
- Trance (2013 film) - Wikipedia, the free encyclopedia [Last Updated On: September 10th, 2016] [Originally Added On: September 10th, 2016]
- A State of Trance - Wikipedia, the free encyclopedia [Last Updated On: September 22nd, 2016] [Originally Added On: September 22nd, 2016]
- Trance Wikipdia, a enciclopdia livre [Last Updated On: September 29th, 2016] [Originally Added On: September 29th, 2016]
- Trance Top 100 - Beatport [Last Updated On: October 8th, 2016] [Originally Added On: October 8th, 2016]
- Urban Dictionary: trance [Last Updated On: October 8th, 2016] [Originally Added On: October 8th, 2016]
- Trance - Simple English Wikipedia, the free encyclopedia [Last Updated On: October 8th, 2016] [Originally Added On: October 8th, 2016]
- A State Of Trance - YouTube [Last Updated On: October 8th, 2016] [Originally Added On: October 8th, 2016]
- N-Trance - Wikipedia [Last Updated On: October 27th, 2016] [Originally Added On: October 27th, 2016]
- Trance music - Wikipedia [Last Updated On: October 31st, 2016] [Originally Added On: October 31st, 2016]
- Trance - Wikipedia [Last Updated On: October 31st, 2016] [Originally Added On: October 31st, 2016]
- Goa trance - Wikipedia [Last Updated On: November 29th, 2016] [Originally Added On: November 29th, 2016]
- Trance (muziek) - Wikipedia [Last Updated On: November 30th, 2016] [Originally Added On: November 30th, 2016]
- Trance Sample Packs, Loops & Construction Kits | Producer Loops [Last Updated On: January 14th, 2017] [Originally Added On: January 14th, 2017]
- Psychedelic trance - Wikipedia [Last Updated On: January 22nd, 2017] [Originally Added On: January 22nd, 2017]
- Urban Dictionary: Trance Music [Last Updated On: February 2nd, 2017] [Originally Added On: February 2nd, 2017]
- Armin van Buuren offers first glimpse of new A State Of Trance studio - DJ Mag [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Scream at a Wall: UNEARTHLY TRANCE Bring a Heavy Sense of Doom - Nerdist [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- What We Like || Tech Trance - EDM Identity (blog) [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Pastor called as pupils fall in trance - Chronicle [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- 6 Artists to watch out for at Vh1 Supersonic - Trance Hub (satire) (press release) (blog) [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Armin van Buuren records 800th A State Of Trance radio show from new studio: Listen - DJ Mag [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Pastor called as pupils fall in trance - Nehanda Radio [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- 6 Indian Acts to watch out for at Vh1 Supersonic - Trance Hub (satire) (press release) (blog) [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Does Trance need to be saved? - Trance Hub (satire) (press release) (blog) [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Arty Revives Trance Project Alpha 9 with the Inspiring The Night Is Ours - EDM Sauce [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- W&W Looks to be Returning to Trance for Ultra Miami Some Shade is Thrown - EDM Sauce [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- [Speculation] Are W&W Returning To Trance At Ultra Miami? | EDM ... - EDM Identity (blog) [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Andrew Bayer & Ilan Bluestone Drop Massive Heater: Trance Fans Rejoice - EDM Sauce [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Maidstone: DJ Nathan Martin starts trance event at Social Chill Bar in Week Street - Kent Online [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Evian Christ's Trance Party tours UK with Laurel Halo, MssingNo - FACT [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- What Happens When A Bass Head Interviews Armin Van Buuren About Trance [Exclusive] - Your EDM [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- 15 Trance Melodies for Your Valentine - Trance Hub (satire) (press release) (blog) [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- Dance, trance and get your yoga on at Blue Lotus - Ruidoso News [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Arctic Moon Premieres New Powerful Trance Anthem on Future Sound of Egypt - EDM Sauce [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- ARMADA Music Announces debut ARMADA Night China Tour - Trance Hub (satire) (press release) (blog) [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- A State of Trance on Youtube LIVE Every Thursday at 2P.M. EST - exstreamal [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- GAIA to play closing act at this massive Trance festival - Trance Hub (satire) (press release) (blog) [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- Voices on wellness: Hypnosis and the trance of everyday life - Richmond News [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- Music Review: Psychedelic Trance - The Point News [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- Andrew Rayel Announces 'Moments' Album & World Tour - Trance Hub (satire) (press release) (blog) [Last Updated On: February 19th, 2017] [Originally Added On: February 19th, 2017]
- Black Country driver tasered by police during diabetic trance after ... - Halesowen News [Last Updated On: February 20th, 2017] [Originally Added On: February 20th, 2017]
- In a slot machine trance - Castanet.net [Last Updated On: February 20th, 2017] [Originally Added On: February 20th, 2017]
- Investors in a Trance as Stocks Shuffle Higher - MarketPulse - MarketPulse (blog) [Last Updated On: February 20th, 2017] [Originally Added On: February 20th, 2017]
- 'Trump Trance'? Media Sure It 'Heard' Sweden Comment Trump Never Said - PJ Media [Last Updated On: February 22nd, 2017] [Originally Added On: February 22nd, 2017]
- There is a rhythm in her stories - The Hindu - The Hindu [Last Updated On: February 23rd, 2017] [Originally Added On: February 23rd, 2017]
- Cy and David's Picks: Musical Notes from Native California, Trance Blues, and Bell X1's High-Flying Pop - KQED [Last Updated On: February 24th, 2017] [Originally Added On: February 24th, 2017]
- Unearthly Trance Premieres Pre-Release Full-Album Stream Of Upcoming New Album "Stalking The Ghost" - Metal Underground [Last Updated On: February 24th, 2017] [Originally Added On: February 24th, 2017]
- Under 2500: Will Vance Puts Listeners In A Trance With New Tune Days Go By - EDM Sauce [Last Updated On: February 24th, 2017] [Originally Added On: February 24th, 2017]
- Trance-fusion festival Camp Bisco to return to Pavilion at Montage Mountain - Wilkes Barre Times-Leader [Last Updated On: February 24th, 2017] [Originally Added On: February 24th, 2017]
- Try 'Orb' to experience Psychedelic Trance genre - The Ionian [Last Updated On: February 24th, 2017] [Originally Added On: February 24th, 2017]
- Brixton Trance Underworld The Return - BrixtonBuzz [Last Updated On: February 25th, 2017] [Originally Added On: February 25th, 2017]
- Is Mat Zo making a return to trance? - EARMILK (blog) [Last Updated On: February 25th, 2017] [Originally Added On: February 25th, 2017]
- Trance | Electronic Dance Music | EDM | Free Downloads [Last Updated On: February 25th, 2017] [Originally Added On: February 25th, 2017]
- Borscht Diez's Coral Orgy With Animal Collective Lured Audiences Into a Trippy Trance - Miami New Times [Last Updated On: February 26th, 2017] [Originally Added On: February 26th, 2017]
- Trance-fusion festival Camp Bisco to return to Pavilion at Montage ... - The Weekender [Last Updated On: February 28th, 2017] [Originally Added On: February 28th, 2017]
- Stalking the Ghost - PopMatters [Last Updated On: February 28th, 2017] [Originally Added On: February 28th, 2017]
- Album Review: UNEARTHLY TRANCE Stalking The Ghost - Metal Injection.net [Last Updated On: February 28th, 2017] [Originally Added On: February 28th, 2017]
- Meet Pioneer's new DJM-250MK2 mixer - Trance Hub (satire) (press release) (blog) [Last Updated On: March 1st, 2017] [Originally Added On: March 1st, 2017]
- Preview W&W's New Trance Collab with Armin Van Buuren Under ... - EDM Sauce [Last Updated On: March 1st, 2017] [Originally Added On: March 1st, 2017]
- Interview with Luminosity Events founder Bo van Eck | Trance Hub - Trance Hub (satire) (press release) (blog) [Last Updated On: March 1st, 2017] [Originally Added On: March 1st, 2017]
- The 40 Best Trance Songs Ever - EDM Sauce [Last Updated On: March 1st, 2017] [Originally Added On: March 1st, 2017]
- The Necks and Battle Trance offer two different takes on experimental music - PGH City Paper [Last Updated On: March 1st, 2017] [Originally Added On: March 1st, 2017]
- 'Poker was like being in a trance': readers' experiences of problem gambling - The Guardian [Last Updated On: March 1st, 2017] [Originally Added On: March 1st, 2017]
- Do Slot Machines Lull Gamblers into a Trance? - God is a Geek [Last Updated On: March 2nd, 2017] [Originally Added On: March 2nd, 2017]
- Smith entered 'trance' in captain's ton - The West Australian [Last Updated On: March 4th, 2017] [Originally Added On: March 4th, 2017]
- Trance Arena: A New Beginning For Trance in Chicago (Event Review) - EDM Chicago (blog) [Last Updated On: March 4th, 2017] [Originally Added On: March 4th, 2017]
- DMNW Selects: Uplifting Trance For The Broken Heart - Dance Music Northwest [Last Updated On: March 5th, 2017] [Originally Added On: March 5th, 2017]
- Unearthly Trance : Stalking the Ghost - Treble [Last Updated On: March 7th, 2017] [Originally Added On: March 7th, 2017]
- INcoming Artist Corner: Darin Epilson - Trance Hub (satire) (press release) (blog) [Last Updated On: March 7th, 2017] [Originally Added On: March 7th, 2017]
- INcoming Artist Corner: Darin Epsilon - Trance Hub (satire) (press release) (blog) [Last Updated On: March 8th, 2017] [Originally Added On: March 8th, 2017]
- 10 Vocalists Above & Beyond Should Collaborate With | Trance Hub - Trance Hub (satire) (press release) (blog) [Last Updated On: March 9th, 2017] [Originally Added On: March 9th, 2017]
- The 5th Holi Reloaded festival will feature trance legends Above ... - Gizmodo India [Last Updated On: March 9th, 2017] [Originally Added On: March 9th, 2017]
- First Look: 2017 Giant Trance 1 - Singletrack [Last Updated On: March 11th, 2017] [Originally Added On: March 11th, 2017]