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Efros, Eli Shechtman, and Oliver Wang

Mixed citation behavior. Most common role is background (60%).

33 Pith papers citing it
Background 60% of classified citations

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2026 28 2025 5

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Efficient Video Diffusion Models: Advancements and Challenges

cs.CV · 2026-04-17 · unverdicted · novelty 7.0

A survey that groups efficient video diffusion methods into four paradigms—step distillation, efficient attention, model compression, and cache/trajectory optimization—and outlines open challenges for practical use.

OSOR: One-Step Diffusion Inpainting for Effect-Aware Object Removal

cs.CV · 2026-06-26 · unverdicted · novelty 6.0

OSOR is a one-step diffusion inpainting method using an occupancy-guided discriminator, alpha head, and semantic-anchored verification pipeline to achieve effect-aware object removal, outperforming multi-step baselines in quality at 4-30x speed.

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