activity
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

collaborators

17 papers

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…

cs.CV2025★ 1 cited

Towards Deeper Emotional Reflection: Crafting Affective Image Filters with Generative Priors

Peixuan Zhang, Shuchen Weng, Jiajun Tang +2

Social media platforms enable users to express emotions by posting text with accompanying images. In this paper, we propose the Affective Image Filter (AIF) task, which aims to ref…

cs.CV2025

STAGE: Storyboard-Anchored Generation for Cinematic Multi-shot Narrative

Peixuan Zhang, Zijian Jia, Kaiqi Liu +3

While recent advancements in generative models have achieved remarkable visual fidelity in video synthesis, creating coherent multi-shot narratives remains a significant challenge.…

cs.CV2025

Personalized Image Filter: Mastering Your Photographic Style

Chengxuan Zhu, Shuchen Weng, Jiacong Fang +4

Photographic style, as a composition of certain photographic concepts, is the charm behind renowned photographers. But learning and transferring photographic style need a profound…

cs.CV2025

PolGS: Polarimetric Gaussian Splatting for Fast Reflective Surface Reconstruction

Yufei Han, Bowen Tie, Heng Guo +5

Efficient shape reconstruction for surfaces with complex reflectance properties is crucial for real-time virtual reality. While 3D Gaussian Splatting (3DGS)-based methods offer fas…

cs.CV2025

PolarAnything: Diffusion-based Polarimetric Image Synthesis

Kailong Zhang, Youwei Lyu, Heng Guo +3

Polarization images facilitate image enhancement and 3D reconstruction tasks, but the limited accessibility of polarization cameras hinders their broader application. This gap driv…

cs.CV2025

Audio-Sync Video Generation with Multi-Stream Temporal Control

Shuchen Weng, Haojie Zheng, Zheng Chang +3

Audio is inherently temporal and closely synchronized with the visual world, making it a naturally aligned and expressive control signal for controllable video generation (e.g., mo…

cs.CV2025★ 3 cited

Affective Image Editing: Shaping Emotional Factors via Text Descriptions

Peixuan Zhang, Shuchen Weng, Chengxuan Zhu +4

In daily life, images as common affective stimuli have widespread applications. Despite significant progress in text-driven image editing, there is limited work focusing on underst…

cs.CV2024

L-C4: Language-Based Video Colorization for Creative and Consistent Color

Zheng Chang, Shuchen Weng, Huan Ouyang +3

Automatic video colorization is inherently an ill-posed problem because each monochrome frame has multiple optional color candidates. Previous exemplar-based video colorization met…

cs.CV2024

VIRES: Video Instance Repainting via Sketch and Text Guided Generation

Shuchen Weng, Haojie Zheng, Peixuan Zhang +4

We introduce VIRES, a video instance repainting method with sketch and text guidance, enabling video instance repainting, replacement, generation, and removal. Existing approaches…

cs.CV2023★ 9 cited

L-CAD: Language-based Colorization with Any-level Descriptions using Diffusion Priors

Zheng Chang, Shuchen Weng, Peixuan Zhang +3

Language-based colorization produces plausible and visually pleasing colors under the guidance of user-friendly natural language descriptions. Previous methods implicitly assume th…

cs.CV2021

DeRenderNet: Intrinsic Image Decomposition of Urban Scenes with Shape-(In)dependent Shading Rendering

Yongjie Zhu, Jiajun Tang, Si Li +1

We propose DeRenderNet, a deep neural network to decompose the albedo and latent lighting, and render shape-(in)dependent shadings, given a single image of an outdoor urban scene,…

cs.CV2021

Spatially-Varying Outdoor Lighting Estimation from Intrinsics

Yongjie Zhu, Yinda Zhang, Si Li +1

We present SOLID-Net, a neural network for spatially-varying outdoor lighting estimation from a single outdoor image for any 2D pixel location. Previous work has used a unified sky…