activity
20242026
most citedCreativeSynth: Cross-Art-Attention for Artistic Image Synthesis with Multimodal Diffusion

2 citations · 5 across the 13 of their papers we have counts for

collaborators

13 papers

cs.CV2026

Self-Reasoning Agentic Framework for Narrative Product Grid-Collage Generation

Minyan Luo, Yuxin Zhang, Yifei Li +5

Narrative-driven product photography has become a prevalent paradigm in modern marketing, as coherent visual storytelling helps convey product value and establishes emotional engag…

cs.CV2026

Out of the box age estimation through facial imagery: A Comprehensive Benchmark of Vision-Language Models vs. out-of-the-box Traditional Architectures

Simiao Ren, Xingyu Shen, Ankit Raj +8

Facial age estimation plays a critical role in content moderation, age verification, and deepfake detection. However, no prior benchmark has systematically compared modern vision-l…

cs.CV2025

GEN3D: Generating Domain-Free 3D Scenes from a Single Image

Yuxin Zhang, Ziyu Lu, Hongbo Duan +5

Despite recent advancements in neural 3D reconstruction, the dependence on dense multi-view captures restricts their broader applicability. Additionally, 3D scene generation is vit…

cs.CV2025

Evaluating MLLMs with Multimodal Multi-image Reasoning Benchmark

Ziming Cheng, Binrui Xu, Lisheng Gong +14

With enhanced capabilities and widespread applications, Multimodal Large Language Models (MLLMs) are increasingly required to process and reason over multiple images simultaneously…

cs.CV2025

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization

Yuxi Zhang, Yueting Li, Xinyu Du +1

Generating images from rhetorical languages remains a critical challenge for text-to-image models. Even state-of-the-art (SOTA) multimodal large language models (MLLM) fail to gene…

cs.CV2025

IP-Prompter: Training-Free Theme-Specific Image Generation via Dynamic Visual Prompting

Yuxin Zhang, Minyan Luo, Weiming Dong +6

The stories and characters that captivate us as we grow up shape unique fantasy worlds, with images serving as the primary medium for visually experiencing these realms. Personaliz…

cs.SD2024

VidMusician: Video-to-Music Generation with Semantic-Rhythmic Alignment via Hierarchical Visual Features

Sifei Li, Binxin Yang, Chunji Yin +4

Video-to-music generation presents significant potential in video production, requiring the generated music to be both semantically and rhythmically aligned with the video. Achievi…

cs.CV2024

LumiSculpt: Enabling Consistent Portrait Lighting in Video Generation

Yuxin Zhang, Dandan Zheng, Biao Gong +5

Lighting plays a pivotal role in ensuring the naturalness and aesthetic quality of video generation. However, the impact of lighting is deeply coupled with other factors of videos,…

cs.CV2024

Break-for-Make: Modular Low-Rank Adaptations for Composable Content-Style Customization

Yu Xu, Fan Tang, Juan Cao +5

Personalized generation paradigms empower designers to customize visual intellectual properties with the help of textual descriptions by tuning or adapting pre-trained text-to-imag…

cs.SD2024

Music Style Transfer with Time-Varying Inversion of Diffusion Models

Sifei Li, Yuxin Zhang, Fan Tang +3

With the development of diffusion models, text-guided image style transfer has demonstrated high-quality controllable synthesis results. However, the utilization of text for divers…

cs.CV2024★ 1 cited

MotionCrafter: One-Shot Motion Customization of Diffusion Models

Yuxin Zhang, Fan Tang, Nisha Huang +4

The essence of a video lies in its dynamic motions, including character actions, object movements, and camera movements. While text-to-video generative diffusion models have recent…

cs.SD2024★ 2 cited

Dance-to-Music Generation with Encoder-based Textual Inversion

Sifei Li, Weiming Dong, Yuxin Zhang +5

The seamless integration of music with dance movements is essential for communicating the artistic intent of a dance piece. This alignment also significantly improves the immersive…

cs.CV2024★ 2 cited

CreativeSynth: Cross-Art-Attention for Artistic Image Synthesis with Multimodal Diffusion

Nisha Huang, Weiming Dong, Yuxin Zhang +6

Although remarkable progress has been made in image style transfer, style is just one of the components of artistic paintings. Directly transferring extracted style features to nat…