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20212026
most citedL-CAD: Language-based Colorization with Any-level Descriptions using Diffusion Priors

9 citations · 13 across the 14 of their papers we have counts for

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5 papers · 1 filter

cs.CV2026

FlowDance: Music-Driven Dance Video Generation with Parallel Pose and RGB Streams

Genying Li, Boda Lin, Jiachen Li +5

Music-driven dance video synthesis aims to animate a reference person according to a given music clip. The task is challenging because it requires a model to jointly learn music-to…

cs.CV2026

A Benchmark and Multi-Agent System for Instruction-driven Cinematic Video Compilation

Peixuan Zhang, Chang Zhou, Ziyuan Zhang +8

The surging demand for adapting long-form cinematic content into short videos has motivated the need for versatile automatic video compilation systems. However, existing compilatio…

cs.CV2026

ReContraster: Making Your Posters Stand Out with Regional Contrast

Peixuan Zhang, Zijian Jia, Ziqi Cai +3

Effective poster design requires rapidly capturing attention and clearly conveying messages. Inspired by the ``contrast effects'' principle, we propose ReContraster, the first trai…

cs.CV2026

Lighting-grounded Video Generation with Renderer-based Agent Reasoning

Ziqi Cai, Taoyu Yang, Zheng Chang +4

Diffusion models have achieved remarkable progress in video generation, but their controllability remains a major limitation. Key scene factors such as layout, lighting, and camera…

cs.CV2026

PolGS++: Physically-Guided Polarimetric Gaussian Splatting for Fast Reflective Surface Reconstruction

Yufei Han, Chu Zhou, Youwei Lyu +6

Accurate reconstruction of reflective surfaces remains a fundamental challenge in computer vision, with broad applications in real-time virtual reality and digital content creation…