Efficient Video Intelligence in 2026

Five years ago, video understanding mostly meant action recognition on Kinetics-400 or short-clip captioning. Today, vision-language models reason about hour-long footage, on-device tracking segments any object at 16 FPS on a phone, and a single 100M-parameter encoder can match domain experts across image understanding, dense prediction, and VLM tasks.