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Machine Heart
Machine Heart
Apr 10, 2026 · Artificial Intelligence

OneStory Enables Minute-Long, Ten-Shot Video Generation with Consistent Narrative

The OneStory paper presented at CVPR 2026 introduces an adaptive‑memory framework for coherent multi‑shot video generation, reformulating the task as next‑shot generation and using Frame Selection and Adaptive Conditioner modules to maintain long‑range context while supporting both text‑to‑multi‑shot and image‑to‑multi‑shot synthesis.

Adaptive MemoryMulti-shot VideoOneStory
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OneStory Enables Minute-Long, Ten-Shot Video Generation with Consistent Narrative