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Videocrafter2: Overcoming data limitations for high-quality video diffusion models, 2024

2 Pith papers cite this work. Polarity classification is still indexing.

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cs.CV 2

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2026 1 2025 1

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Learning Zero-Shot Subject-Driven Video Generation Using 1% Compute

cs.CV · 2025-04-23 · unverdicted · novelty 6.0

A zero-shot subject-driven video generation framework that decomposes the task into identity injection from 200K subject-image pairs and motion preservation from 4K arbitrary videos, trained in 288 A100 GPU hours on CogVideoX-5B to match prior performance at 1% compute.

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