StreamingMemeStreamingMemeBuyers Guide
AboutLeaderboardsEventsSubmit News
Subscribe

Daily Brief

The streaming industry in your inbox every morning.

Daily Brief

The streaming industry in your inbox every morning.

StreamingMemeStreamingMeme

The independent buyers guide and news aggregator for the streaming technology industry.

Explore

Buyers GuideLeaderboardsEventsSubmit News

Stay updated

Weekly digest of new companies and streaming news.

Categories

Encoding & SoftwareVideo Delivery & CDNStreaming PlatformsAI for VideoProduction HardwareBusiness NewsMonetization & Ad TechRegulatory & Policy

© 2026 StreamingMeme. All rights reserved.

AboutPrivacy PolicyTermsContact
EncodingCDNPlatformsAI & VideoHardwareBusinessAd TechPolicy
← AI for Video
AI & VideoTechnical DevelopmentJune 11, 2026

Netflix open sources VOID, an AI model using physics for video removal

Netflix open sources VOID, an AI model using physics for video removal
Zenvanriel

Netflix has open-sourced VOID (Video Object and Interaction Deletion), a new AI model for video object removal that simulates physical interactions post-deletion, significantly improving realism in post-production VFX cleanup. The model, built on Alibaba’s CogVideoX and fine-tuned with synthetic data, chains multiple AI systems like Google's Gemini 3 Pro and Meta’s SAM2. VOID requires substantial GPU resources (40GB+ VRAM) but is available under an Apache 2.0 license for commercial use and offers a Hugging Face demo and Google Colab notebook for accessibility.

Key Takeaways

  • VOID uses a 'quadmask' system to identify primary deletion targets and areas physically affected by the removal.
  • Built on Alibaba’s 5-billion-parameter CogVideoX, the model was fine-tuned with synthetic physics data from Google and Adobe.
  • In human evaluation studies, VOID was preferred 64.8% of the time, significantly outperforming competitors like Runway (18.4%).
  • Hardware requirements remain high for local deployment, necessitating an A100 GPU or equivalent with at least 40GB of VRAM.

Why It Matters

VOID addresses a critical bottleneck in post-production by automating complex 'interaction-aware' cleanup that previously required manual frame-by-frame correction. By releasing the model under an Apache 2.0 license, Netflix is decentralizing high-end VFX capabilities, potentially lowering the barrier for smaller studios. This multi-model architecture—combining scene reasoning (Gemini) with segmentation (SAM2) and generation (CogVideoX)—establishes a new technical framework for B2B video editing pipelines. Watch for the integration of these physics-aware capabilities into mainstream creative suites like Adobe Premiere Pro and DaVinci Resolve as open-source adoption scales.

Additional Context

The release of VOID coincides with a significant period of AI-driven transformation within the streaming sector's engineering roadmaps. According to Fora Soft reporting in October 2025, AI has shifted from a marketing focal point to a critical line item for technical infrastructure, specifically in areas like per-shot optimization and automated content understanding. This architectural evolution is reflected in the growing market for AI video tools, which reached a valuation of approximately $716.8 million in 2025 and is projected by some industry observers to grow more than threefold by 2032, per industry data from June 2026. While Netflix open-sources technical components like VOID, the company is simultaneously accelerating the use of machine learning in its proprietary business operations. During the RampUp 2026 event in April, Netflix executives highlighted how the streaming giant uses AI to handle vast datasets for ad-tier campaign planning and personalized member experiences. This follows a broader trend among major streamers to utilize specialized AI models for technical efficiency while maintaining lean production teams. According to Alibaba Cloud Summit data from May 2026, the proliferation of specialized models—such as the CogVideoX-based systems Netflix utilized for VOID—is increasingly being enabled through large-scale cloud partnerships that offer high-performance computing resources to media organizations.


Read full article at zenvanriel.com

Get this in your inbox → Subscribe

Enjoy our coverage?

Add StreamingMeme as a preferred source on Google to see more of our streaming news at the top of your Search results.

Add as preferred source

Related Articles

MarkTechPost: Induction Labs Photon-1 trains on 18 years of raw video
MarkTechPost: Reactor releases 1.6B parameter open-source Dreamer 4 world-model implementation
Digital Journal: Northwestern’s Spider-Inspired 3D Camera Curbs Machine Vision Power Drain

Newest

1 day ago
Barchart: Cerebras and AMD partner on low-latency AI inference architecture
1 day ago
Light Reading: Charter sidesteps Starlink partnership rumors as Q2 broadband losses widen
1 day ago
GuruFocus: Fastly joins Experian to secure autonomous commerce at the edge
1 day ago
The BIG Newsletter: Nexstar and TEGNA Accused of Violating Judicial Order in $6.2 Billion Merger
1 day ago
Front Office Sports: World Cup afternoon ratings spark shift toward earlier U.S. game windows
1 day ago
Cord Cutters News: FCC chair signals scrutiny for potential streaming-exclusive 2030 World Cup rights
1 day ago
Cord Cutters News: Linear contraction accelerates as 14 cable networks vanish in five years
1 day ago
Los Angeles Times: Disney, Netflix, and Amazon recruit AI talent to automate production workflows
1 day ago
Callaba: Callaba standardizes remote production workflows via SRT and NDI integration
1 day ago
Wccftech: Qualcomm Adreno 850 GPU to debut AI Frame Fusion technology
1 day ago
AI Rights Brief: Google and Disney integrate AI provenance directly into programmatic ad workflows
1 day ago
Lib.rs: New zero-dependency Rust decoder vp9dec achieves bit-exact VP9 conformance
1 day ago
Futurism: Meta and TikTok face backlash over deceptive AI-generated health ads
1 day ago
Euronews: EU Expert Panel Backs Age Restrictions and Addictive Feature Bans
1 day ago
Audio Chocolate: Merging Technologies debuts Anubis Premium SPS for mission-critical broadcast audio
1 day ago
Vocal: TeqBlaze challenges Epom with modular full-stack white-label ad tech suite
1 day ago
IPWatchdog: EC mandates Google share search data and Android features under DMA
1 day ago
TechRadar: Weka's new WEKApod 3 uses Micron 245TB SSDs for exabyte-scale storage
1 day ago
Lib.rs: Moq-relay 0.3.1 adds mTLS and admission policies for production-grade QUIC streaming
1 day ago
Yahoo: LG mandates removal of residential proxy SDKs from webOS apps

Upcoming Events

Jul
29–30
Buffer-Free VideoSeattle
Aug
17–20
SET EXPOSao Paulo
Sep
11–14
IBCAmsterdam
Sep
13
SportsPro Streamtime Sports LiveAmsterdam
Sep
16–18
RTC.ONKrakow
View all events →

Top Sources

  1. 1.Sports Video Group104
  2. 2.SiliconANGLE91
  3. 3.YouTube63
  4. 4.Tech Times60
  5. 5.AdExchanger57
  6. 6.TechCrunch55
  7. 7.arXiv50
  8. 8.PPC Land48
Full leaderboards →

Newest

1 day ago
Barchart: Cerebras and AMD partner on low-latency AI inference architecture
1 day ago
Light Reading: Charter sidesteps Starlink partnership rumors as Q2 broadband losses widen
1 day ago
GuruFocus: Fastly joins Experian to secure autonomous commerce at the edge
1 day ago
The BIG Newsletter: Nexstar and TEGNA Accused of Violating Judicial Order in $6.2 Billion Merger
1 day ago
Front Office Sports: World Cup afternoon ratings spark shift toward earlier U.S. game windows
1 day ago
Cord Cutters News: FCC chair signals scrutiny for potential streaming-exclusive 2030 World Cup rights
1 day ago
Cord Cutters News: Linear contraction accelerates as 14 cable networks vanish in five years
1 day ago
Los Angeles Times: Disney, Netflix, and Amazon recruit AI talent to automate production workflows
1 day ago
Callaba: Callaba standardizes remote production workflows via SRT and NDI integration
1 day ago
Wccftech: Qualcomm Adreno 850 GPU to debut AI Frame Fusion technology
1 day ago
AI Rights Brief: Google and Disney integrate AI provenance directly into programmatic ad workflows
1 day ago
Lib.rs: New zero-dependency Rust decoder vp9dec achieves bit-exact VP9 conformance
1 day ago
Futurism: Meta and TikTok face backlash over deceptive AI-generated health ads
1 day ago
Euronews: EU Expert Panel Backs Age Restrictions and Addictive Feature Bans
1 day ago
Audio Chocolate: Merging Technologies debuts Anubis Premium SPS for mission-critical broadcast audio
1 day ago
Vocal: TeqBlaze challenges Epom with modular full-stack white-label ad tech suite
1 day ago
IPWatchdog: EC mandates Google share search data and Android features under DMA
1 day ago
TechRadar: Weka's new WEKApod 3 uses Micron 245TB SSDs for exabyte-scale storage
1 day ago
Lib.rs: Moq-relay 0.3.1 adds mTLS and admission policies for production-grade QUIC streaming
1 day ago
Yahoo: LG mandates removal of residential proxy SDKs from webOS apps

Upcoming Events

Jul
29–30
Buffer-Free VideoSeattle
Aug
17–20
SET EXPOSao Paulo
Sep
11–14
IBCAmsterdam
Sep
13
SportsPro Streamtime Sports LiveAmsterdam
Sep
16–18
RTC.ONKrakow
View all events →

Top Sources

  1. 1.Sports Video Group104
  2. 2.SiliconANGLE91
  3. 3.YouTube63
  4. 4.Tech Times60
  5. 5.AdExchanger57
  6. 6.TechCrunch55
  7. 7.arXiv50
  8. 8.PPC Land48
Full leaderboards →