https://cognaptus.com/tags/video-understanding/ Recent content in Video-Understanding on Cognaptus Hugo -- 0.145.0 en-us Mon, 08 Jun 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-06-08-blink-and-you-miss-it-the-twostage-reality-check-for-multimodal-ai/ Mon, 08 Jun 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-06-08-blink-and-you-miss-it-the-twostage-reality-check-for-multimodal-ai/ A practical framework for evaluating multimodal AI across both evidence capture and final output quality. https://cognaptus.com/blog/2026-04-12-seeing-the-trees-not-just-the-forest-why-instanceaware-ai-changes-everything/ Sun, 12 Apr 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-04-12-seeing-the-trees-not-just-the-forest-why-instanceaware-ai-changes-everything/ InstAP shows why fine-grained video AI needs instance-aware training objectives, not just larger caption datasets. https://cognaptus.com/blog/2026-01-24-pyratok-when-video-tokens-finally-learn-to-speak-human/ Sat, 24 Jan 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-01-24-pyratok-when-video-tokens-finally-learn-to-speak-human/ A mechanism-first reading of PyraTok, showing why language-aligned multi-scale video tokenization matters for generation, understanding, and enterprise video AI. https://cognaptus.com/blog/2026-01-24-when-models-guess-the-verb-by-looking-at-the-drawer/ Sat, 24 Jan 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-01-24-when-models-guess-the-verb-by-looking-at-the-drawer/ A case-first reading of RCORE shows why video models can still confuse actions when object priors overpower temporal evidence. https://cognaptus.com/blog/2025-12-24-when-one-clip-isnt-enough-teaching-llms-to-watch-long-videos-like-adults/ Wed, 24 Dec 2025 00:00:00 +0000 https://cognaptus.com/blog/2025-12-24-when-one-clip-isnt-enough-teaching-llms-to-watch-long-videos-like-adults/ LongVideoAgent shows why long-video AI needs selective grounding and targeted perception, not just bigger context windows.