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Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 15, 2026 · Artificial Intelligence

Is Video Generation the ‘Next Token Prediction’ for Vision? Insights from the GenCeption Paper

The ECCV 2026 paper by He Kaiming, Andrew Zisserman and collaborators proposes GenCeption, a text‑to‑video model repurposed as a single‑forward DiT‑based vision learner that unifies depth, segmentation, pose and 3D tasks, and evaluates its multi‑task performance against specialized baselines.

DiTECCV 2026GenCeption
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Is Video Generation the ‘Next Token Prediction’ for Vision? Insights from the GenCeption Paper