activity
20242026
most citedBlockDance: Reuse Structurally Similar Spatio-Temporal Features to Accelerate Diffusion Transformers

1 citations · 1 across the 2 of their papers we have counts for

collaborators

7 papers

cs.CV2026

FashionMV: Product-Level Composed Image Retrieval with Multi-View Fashion Data

Peng Yuan, Bingyin Mei, Hui Zhang

Composed Image Retrieval (CIR) retrieves target images using a reference image paired with modification text. Despite rapid advances, all existing methods and datasets operate at t…

cs.CV2026

SAMA: Factorized Semantic Anchoring and Motion Alignment for Instruction-Guided Video Editing

Xinyao Zhang, Wenkai Dong, Yuxin Song +10

Current instruction-guided video editing models struggle to simultaneously balance precise semantic modifications with faithful motion preservation. While existing approaches rely…

cs.CV2025

Seg2Any: Open-set Segmentation-Mask-to-Image Generation with Precise Shape and Semantic Control

Danfeng Li, Hui Zhang, Sheng Wang +2

Despite recent advances in diffusion models, top-tier text-to-image (T2I) models still struggle to achieve precise spatial layout control, i.e. accurately generating entities with…

cs.CV2025

CreatiDesign: A Unified Multi-Conditional Diffusion Transformer for Creative Graphic Design

Hui Zhang, Dexiang Hong, Maoke Yang +7

Graphic design plays a vital role in visual communication across advertising, marketing, and multimedia entertainment. Prior work has explored automated graphic design generation u…

cs.CV20251 cited

BlockDance: Reuse Structurally Similar Spatio-Temporal Features to Accelerate Diffusion Transformers

Hui Zhang, Tingwei Gao, Jie Shao +1

Diffusion models have demonstrated impressive generation capabilities, particularly with recent advancements leveraging transformer architectures to improve both visual and artisti…

cs.CV2025

MagicMotion: Controllable Video Generation with Dense-to-Sparse Trajectory Guidance

Quanhao Li, Zhen Xing, Rui Wang +3

Recent advances in video generation have led to remarkable improvements in visual quality and temporal coherence. Upon this, trajectory-controllable video generation has emerged to…