PAI-Studio reformulates cinematic background replacement as in-context conditional generation inside a Diffusion Transformer with bidirectional attention, trained on a new 30K film-sourced dataset, and reports better motion consistency and relighting than prior open-source and commercial systems.
Lora-edit: Controllable first-frame-guided video editing via mask-aware lora fine-tuning
4 Pith papers cite this work. Polarity classification is still indexing.
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Sound Sparks Motion is a test-time tuning approach that adjusts audio and text conditioning signals in multimodal video models using VLM feedback to produce specific motion edits while preserving content.
Smart-Insertion-V is a dual-stream closed-loop framework with Dual-World-View RoPE and a Decoupled Guidance Module that inserts reference objects into videos while achieving stylistic harmony despite domain gaps.
citing papers explorer
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PAI-Studio: Cinematic Video Background Replacement with Camera-Aware Motion
PAI-Studio reformulates cinematic background replacement as in-context conditional generation inside a Diffusion Transformer with bidirectional attention, trained on a new 30K film-sourced dataset, and reports better motion consistency and relighting than prior open-source and commercial systems.
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Sound Sparks Motion: Audio and Text Tuning for Video Editing
Sound Sparks Motion is a test-time tuning approach that adjusts audio and text conditioning signals in multimodal video models using VLM feedback to produce specific motion edits while preserving content.
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Smart-Insertion-V: Photorealistic Video Insertion via a Closed-Loop Feedback Dual-Stream Framework
Smart-Insertion-V is a dual-stream closed-loop framework with Dual-World-View RoPE and a Decoupled Guidance Module that inserts reference objects into videos while achieving stylistic harmony despite domain gaps.
- Controllable Video Object Insertion via Multi-View Priors