AI Pulse by Inblix

Topic: video-understanding

5 articles

Explore our coverage of video-understanding — 5 curated articles, summaries, and related resources from the Inblix archive.

TimeScope Exposes a Harsh Truth: Most AI Models Can't Really Understand Hour-Long Videos — Inblix summary
Research

TimeScope Exposes a Harsh Truth: Most AI Models Can't Really Understand Hour-Long Videos

Hugging Face Blog · Jul 23, 2025 · 2 min read

The AI industry is selling a fantasy. Every major model release now boasts about processing thousands of video frames,...

Hugging Face shrinks video AI to 256M params — and it actually works — Inblix summary
Research

Hugging Face shrinks video AI to 256M params — and it actually works

Hugging Face Blog · Feb 20, 2025 · 2 min read

Hugging Face just dropped a family of video-understanding models so small you can run them on a phone, and they're not...

SmolVLM packs video analysis and 16x faster throughput into a 2B model — Inblix summary
Research

SmolVLM packs video analysis and 16x faster throughput into a 2B model

Hugging Face Blog · Nov 26, 2024 · 2 min read

The race to build smaller, cheaper multimodal models just got a serious new contender. Hugging Face has dropped SmolVLM...

CinePile 2.0 uses adversarial AI to fix broken video questions instead of trashing them — Inblix summary
Research

CinePile 2.0 uses adversarial AI to fix broken video questions instead of trashing them

Hugging Face Blog · Oct 23, 2024 · 2 min read

The original CinePile dataset launched in May 2024 with a genuinely impressive stat: humans outperformed the best comme...

How 1.9M YouTube videos became FineVideo's 44K highly-annotated training gem — Inblix summary
Research

How 1.9M YouTube videos became FineVideo's 44K highly-annotated training gem

Hugging Face Blog · Sep 23, 2024 · 3 min read

Anyone can scrape a million YouTube videos. The hard part—the part that separates a research toy from a genuine trainin...