Sony Pixel Power calrec Sony

How TF1 is exploring an AI-driven future with Moments Lab

26/06/2024

Olivier Penin, director of innovation at TF1 and Moments Labs head of science, Yannis Tevissen, outline some of the findings from an ongoing research project into AI in the media

By Matthew Corrigan

Published: June 25, 2024 Updated: June 26, 2024

Olivier Penin, director of innovation at TF1 and Moments Lab's head of science, Yannis Tevissen, outline some of the findings from an ongoing research project into AI in the media

target=_blank title=Share on LinkedIn class=share-linkedin> Olivier Penin, director of innovation at TF1 and Moments Lab's head of science, Yannis Tevissen, outline some of the findings from an ongoing research project into AI in the media

https://www.tvbeurope.com/features/how-tf1-is-exploring-an-ai-driven-future-with-moments-lab title=Share via Email class=share-email>

In what ways is TF1 already using AI in its processes and workflows? Olivier Penin: TF1 has been using AI for many years via our content recommendation algorithm, automatic thumbnail identification on our TF1 streaming platform. The former was developed internally by a dedicated AI and data scientist team, and the latter comes from a technology partnership that is also helping us improve the advertising experience through identifying ad break moments in our content with AI.

The release of ChatGPT in November 2022 opened up a new range of opportunities in terms of AI, especially GenAI (generative artificial intelligence). TF1 has been working on identifying where GenAI can have the greatest impact and conducting proof-of-concepts (PoCs) with the aim of industrialising the AI use cases that have proven to be successful.

Olivier Penin, director of innovation, TF1 There are several AI areas that we want to concentrate on to unlock maximum value, including improving our audience user experience (i.e. making it easier for our users to navigate on TF1 and find the content they want), enhancing our production and content management processes and gaining efficiency (i.e. bringing automation to daily repetitive tasks within TF1 and notably the media supply chain).

To address the first AI objective of improving the audience experience, we've recently introduced the Synchro service on our TF1 video streaming platform. Synchro allows users to easily find the content they want to watch when several people are in front of the TV screen, using their TF1 profile characteristics.

For the second objective of enhancing production and content management processes, we released the Top Chrono service on TF1 for the Rugby World Cup in 2023. This allows users to create a summary of rugby games and choose the duration (i.e. 5, 10 or 15 minutes). The summary generation relies on identifying highlights thanks to AI. We plan to make this service available again for football matches during the Euro 2024 competition.

To meet the third objective of boosting efficiency, alongside ad break moments identification (described above), we are also using AI to gain efficiency in hiding brand logos in content due to compliance constraints, and in SEO for our written news content and computer coding assistance. Finally, we are working on developing an internal chatbot similar to the style of ChatGPT that offers security compliance (i.e. no data is shared with OpenAI while using the chatbot).

How do Moments Lab's next-gen AI indexing models align with TF1's group ambitions and goals? OP: Moments Lab's AI models provide TF1 with an efficient way to index content, generate tags, and create content summaries. This opens up opportunities to address important use cases for us, including the ability to:

Improve searchability within our archives, especially for news content, allowing our journalists to increase the efficiency of news production.

Investigate new content formats and create trailers more efficiently by having the ability to index and identify highlights in non-sport content.

Write text summaries for all of our content with greater efficiency (for TF1 as well as for the EPG TV guide).

From a global standpoint, properly indexing our content is key to generating data around our content. It can then be converted for specific use cases to address our AI objectives. Our partnership with Moments Lab allows us to rapidly move forward in this field.

What will participation in the research project entail how will TF1 be able to contribute? OP: TF1's participation relies on the use cases described above: improved media library/archive searchability, new content formats and more efficient creation of text summaries for media assets. We contribute to the research project by providing Moments Lab with problems we encounter in our workflows, and the data needed to advance research into these problems after being translated by Moments Lab into scientific/ technology questions. Moments Lab then kicks off the research and leverages AI to invent the right technology to produce the results we are looking for. We provide regular feedback on iterations to reach a successful PoC.

How many members of your team will be involved? OP: The TF1 Innovation department is a small team of about 10 people, three of which are involved with these projects, plus many people from other TF1 teams. Globally, there are about 15 people involved in Moments Lab AI use cases.

What does TF1 hope to achieve by joining the Moments Lab research project? OP: As a partner of Moments Lab for several years, TF1 is excited to make progress on content indexing and video understanding, as these are core to several of our high-value AI use cases that aim to offer our audiences a better user experience and improve the efficiency of our internal processes.

The programme places emphasis on building low energy consumption AI indexing models to learn fair representations of a diverse and multicultural world how do
LINK: https://www.tvbeurope.com/features/how-tf1-is-exploring-an-ai-driven-f...
See more stories from tvb

Most recent headlines

05/01/2027

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be demoed at CES 2026

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...

04/08/2026

Dalet Announces Commercial Availability of Dalia, Bringing Media-Aware Agentic AI to Enterprise Productions

Dalet, a leading technology and service provider for media-rich organizations, t...

04/07/2026

Detective Conan: Fallen Angel of the Highway Opens in Dolby Cinemas Across Japan, Presented in Dolby Atmos and Dolby ...

April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...

01/06/2026

Dolby Sets the New Standard for Premium Entertainment at CES 2026

January 6 2026, 05:30 (PST) Dolby Sets the New Standard for Premium Entertainment at CES 2026 Throughout the week, Dolby brings to life the latest innovatio...

02/05/2026

Dalet Flex LTS Delivers Smarter Search, Faster Editing, and an AI-Ready Foundation for Modern Media

Dalet, a leading technology and service provider for media-rich organizations, t...

01/05/2026

NBCUniversal's Peacock to Be First Streamer to Integrate Dolby's Full Suite of Premium Picture and Sound Innovations

January 5 2026, 18:30 (PST) NBCUniversal's Peacock to Be First Streamer to ...

19/04/2026

NAB Show 2026 Is Here! Follow All of our Live Coverage!

Blackmagic Design has announced the ATEM 4 M/E Constellation IP and ATEM 4 M/E Constellation IP Plus, two SMPTE 2110-native live production switchers. The ATEM ...

19/04/2026

Live From NAB 2026: Grass Valley CEO Jon Wilson on AMPPs Explosive Growth, Hybrid Workflows, and Whats New at the Show

Grass Valley is finding the right balance between its hardware heritage with an ...

19/04/2026

Live From NAB 2026: Oracles Kip Schauer on Why OCI Is Doubling Down on Media, Sports, and Broadcast

Oracle's strategy rests on the foundational strengths of Oracle Cloud Infras...

19/04/2026

Live From NAB 2026: Program Productions Jess Kowatch on Whats New with ProCrewz and the Impact of AI on Crewing

Program Productions, the live sports production industry's leading crewer, i...

19/04/2026

Live From NAB 2026: Aggrekos Joe Scionti on Powering the Super Bowl, PGA Championship, and the Road to the FIFA World Cup

At the 2026 NAB Show in Las Vegas, SVG sat down with Joe Scionti, Account Manage...

19/04/2026

NAB 2026: Evertz to highlight evertz.io XChange for live event management and market switching

Evertz (Booth N817) is set to present new services within its evertz.io platform...

19/04/2026

NAB 2026: Evertz to showcase IPMX-certified NUCLEUS and MMA platforms for AV and ST 2110 integration

Evertz (Booth N817) will showcase its IPMX-certified NUCLEUS platform alongside ...

19/04/2026

NAB 2026: Evertz to showcase ENX media core for hybrid SDI and IP facilities

Evertz (Booth N817) is set to showcase ENX at NAB 2026, a media core platform designed to support hybrid SDI and IP infrastructures in production facilities and...

19/04/2026

NAB 2026: Evertz introduces Studer VistaVUE Touch for broadcast control

Evertz (Booth N817) will introduce Studer VistaVUE Touch at NAB 2026, a control surface designed to integrate audio, video and control workflows within a custom...

19/04/2026

NAB 2026: Evertz highlights X-CALIBER high-density encoding platform for media transport

Evertz (Booth N817) will highlight X-CALIBER at NAB 2026, an encoding and decodi...

19/04/2026

NAB 2026: Cobalt Digital introduces blueCORE standalone processors for SDI and ST 2110 workflows

Cobalt Digital (Booth N1340) will introduce the blueCORE family of standalone si...

19/04/2026

NAB 2026: Chyron and Asport to demonstrate AI-driven end-to-end sports production and distribution workflows

Chyron and Asport (Booth N2441) will demonstrate an integrated sports video work...

19/04/2026

NAB 2026: MediaKind outlines growth of Multiview deployments as Charter rollout expands in North America

MediaKind (Booth W1743) provided an update on its Multiview deployments at NAB S...

19/04/2026

NAB 2026: Calrec and Grass Valley announce partnership to integrate ImPulseV with AMPP platform

Calrec (Booth C6907) and Grass Valley (Booth C2408) announced a long-term broadc...

19/04/2026

NAB 2026: Oracle and partners to demo MoQ-based streaming ecosystem

Oracle is bringing a multi-partner demonstration of Media over QUIC (MoQ)-based live streaming to NAB Show 2026, showcasing how independent systems from multipl...

19/04/2026

NAB 2026: Encompass Digital Media and Oracle Cloud Infrastructure expand partnership for cloud-native broadcast operations

Encompass Digital Media announced an expanded partnership with Oracle Cloud Infr...

19/04/2026

SportsTechBuzz at NAB 2026, Day 1: Live Reports From the Show Floor in Vegas

The NAB Show is in full swing, and the SVG and SVG Europe editorial teams are chasing down the hottest stories from all over the Las Vegas Convention Center. He...

19/04/2026

NAB 2026: Blackmagic Design Announces ATEM 4 M/E Constellation IP Switchers

Blackmagic Design has announced the ATEM 4 M/E Constellation IP and ATEM 4 M/E Constellation IP Plus, two SMPTE 2110-native live production switchers. The ATEM ...

19/04/2026

Waves update Sync Vx

Now available in VST3, AU and AAX formats Waves have recently released an update that extends their vocal-alignment plug-in's capabilities to all DAWs -...

19/04/2026

TV and Radio HQ Moves Closer to the Conversation

Share Copy link Facebook X Linkedin Bluesky Email...

19/04/2026

Expanded Creator Lab Seeds Digital Synergies

Share Copy link Facebook X Linkedin Bluesky Email...

19/04/2026

Why Streamers Are Seizing the Now

Share Copy link Facebook X Linkedin Bluesky Email...

19/04/2026

Make Every Dollar Count on Set

Share Copy link Facebook X Linkedin Bluesky Email...

19/04/2026

Tech Transforms the Live Sports Playbook

Share Copy link Facebook X Linkedin Bluesky Email...

19/04/2026

Amagi Managed Services Modernizes Broadcasting Operations...

Amagi, the agentic industry cloud platform for unified broadcast, streaming, and monetization, today announced that AccuWeather , the most trusted source of wea...

19/04/2026

Calrec and Grass Valley unlock exceptional choice and fle...

Calrec (Booth:C6907) and Grass Valley (Booth: C2408) are today announcing a long-term broadcast audio technology partnership at NAB Show 2026. The companies are...

19/04/2026

Ikegami Announces VFE-P07D Monocular OLED Viewfinder with...

Ikegami announces a further expansion to its range of on-camera viewfinders. Scheduled for introduction on Ikegamis Central Hall booth C3819 at the April 19th -...

19/04/2026

GatesAir Strengthens Global Services Team with New Hires

Share Copy link Facebook X Linkedin Bluesky Email...

19/04/2026

MASN, Spectrum Ink Multiyear Carriage Agreement

Share Copy link Facebook X Linkedin Bluesky Email...

19/04/2026

Calrec and Grass Valley Unveil ImPulseV and AMPP Integration

Share Copy link Facebook X Linkedin Bluesky Email...

19/04/2026

Clear-Com Unveils FreeSpeak Cell

Share Copy link Facebook X Linkedin Bluesky Email...

19/04/2026

Riedel's SimplyLive Solution Powers Centralized VAR for Argentina's Top Football League

Wuppertal April 19, 2026 Riedel's SimplyLive Solution Powers Centralized V...

19/04/2026

Bridge Digital and Riedel Build CampusWide ST 2110 Network for Eastern Kentucky University

Wuppertal April 19, 2026 Bridge Digital and Riedel Build Campus Wide ST 2110 N...

19/04/2026

Riedel Showcases Next Advances in IP-Based Production at NAB 2026

Wuppertal April 19, 2026 Riedel Showcases Next Advances in IP-Based Production at NAB 2026MediorNet HorizoN ST 2110 MultiViewer App, SmartPanel Commentary Con...

19/04/2026

Harmonic Enables DIRECTV to Reimagine Nationwide DTH Service

Harmonic's Cloud-Native VOS Media Software Lowers Costs by Unifying Media Playout to Delivery on a Single Platform SAN JOSE, Calif. - April 19, 2026 - Harmo...

18/04/2026

NAB 2026: MultiDyne begins shipping C16-AM-12G audio monitor for SDI and IP workflows

MultiDyne Video & Fiber Optic Systems has begun shipping the C16-AM-12G audio mo...

18/04/2026

NAB 2026: FOR-A America announces AI updates for IMPULSE platform and release of MixBoard and HVS-Q12 switchers

FOR-A America is set to detail AI functionality for its software-defined IMPULSE...

18/04/2026

NAB 2026: Cobalt Digital and SineSix Media integrate audio description technology for broadcast workflows

Cobalt Digital and SineSix Media have announced a partnership to integrate the v...

18/04/2026

NAB 2026: ATSC focuses on 3.0 broadcast standard implementation at NAB Show 2026

The ATSC, the broadcast standards association, is highlighting the status of the ATSC 3.0 internet protocol-based broadcast standard at the 2026 NAB Show. The e...

18/04/2026

NAB 2026: Bolin Technology introduces Range PTZR camera, R9-L420N PTZ, and KBD Plus controller

Bolin Technology has introduced a new range of hardware for live production envi...

18/04/2026

NAB 2026: KMH Integration showcases AV Casting workflow approach and new technology at NAB 2026

KMH Integration is participating in the 2026 NAB Show, focusing on its AV Casti...

18/04/2026

NAB 2026: Appear appoints Mike Burk as vice president of business development

Appear has appointed Mike Burk as vice president of business development for North America. Burk brings over two decades of experience in the broadcast and live...

18/04/2026

NAB 2026: Skyline Communications demonstrates DataMiner platform and AI capabilities at NAB Show

Skyline Communications is showcasing its DataMiner platform and the new DataMine...