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20242026
most citedDiffusion-Based Visual Art Creation: A Survey and New Perspectives

3 citations · 4 across the 8 of their papers we have counts for

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cs.CV2026

MSEditor: Toward Consistent Multi-Shot Video Editing

Kunyu Feng, Yue Ma, Bingyuan Wang +6

In this paper, we tackle the problem of performing consistent, unified modifications to a multi-shot video sequence. This task is particularly challenging because multi-shot videos…

cs.CV2026

EmoWorld: A Decoupled Affective Field for Controllable Emotional Video Generation

Bingyuan Wang, Baistan Zhyldyzbekov, Kunyu Feng +1

Emotion shapes how viewers interpret a scene, yet existing video generators entangle global atmosphere, affect-bearing semantic cues, and temporal progression within a single text…

cs.CV2026

InstanceAnimator: Multi-Instance Sketch Video Colorization

Yinhan Zhang, Yue Ma, Bingyuan Wang +5

We propose InstanceAnimator, a novel Diffusion Transformer framework for multi-instance sketch video colorization. Existing methods suffer from three core limitations: inflexible u…

cs.CV2025

EmoVid: A Multimodal Emotion Video Dataset for Emotion-Centric Video Understanding and Generation

Zongyang Qiu, Bingyuan Wang, Xingbei Chen +2

Emotion plays a pivotal role in video-based expression, but existing video generation systems predominantly focus on low-level visual metrics while neglecting affective dimensions.…

cs.CV2025

Follow-Your-Instruction: A Comprehensive MLLM Agent for World Data Synthesis

Kunyu Feng, Yue Ma, Xinhua Zhang +9

With the growing demands of AI-generated content (AIGC), the need for high-quality, diverse, and scalable data has become increasingly crucial. However, collecting large-scale real…

cs.CV2025

MagicAnime: A Hierarchically Annotated, Multimodal and Multitasking Dataset with Benchmarks for Cartoon Animation Generation

Shuolin Xu, Bingyuan Wang, Zeyu Cai +5

Generating high-quality cartoon animations multimodal control is challenging due to the complexity of non-human characters, stylistically diverse motions and fine-grained emotions.…