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cs.CV2025

Loom: Diffusion-Transformer for Interleaved Generation

Mingcheng Ye, Jiaming Liu, Yiren Song

Interleaved text-image generation aims to jointly produce coherent visual frames and aligned textual descriptions within a single sequence, enabling tasks such as style transfer, c…

cs.CV2025

Live Avatar: Streaming Real-time Audio-Driven Avatar Generation with Infinite Length

Yubo Huang, Hailong Guo, Fangtai Wu +9

Audio-driven avatar interaction demands real-time, streaming, and infinite-length generation -- capabilities fundamentally at odds with the sequential denoising and long-horizon dr…

cs.CV2025

SpinalSAM-R1: A Vision-Language Multimodal Interactive System for Spine CT Segmentation

Jiaming Liu, Dingwei Fan, Junyong Zhao +3

The anatomical structure segmentation of the spine and adjacent structures from computed tomography (CT) images is a key step for spinal disease diagnosis and treatment. However, t…

cs.CV2025

Stable-Hair v2: Real-World Hair Transfer via Multiple-View Diffusion Model

Kuiyuan Sun, Yuxuan Zhang, Jichao Zhang +4

While diffusion-based methods have shown impressive capabilities in capturing diverse and complex hairstyles, their ability to generate consistent and high-quality multi-view outpu…

cs.CV2025

WordCon: Word-level Typography Control in Scene Text Rendering

Wenda Shi, Yiren Song, Zihan Rao +3

Achieving precise word-level typography control within generated images remains a persistent challenge. To address it, we newly construct a word-level controlled scene text dataset…

cs.CV2025

EasyControl: Adding Efficient and Flexible Control for Diffusion Transformer

Yuxuan Zhang, Yirui Yuan, Yiren Song +2

Recent advancements in Unet-based diffusion models, such as ControlNet and IP-Adapter, have introduced effective spatial and subject control mechanisms. However, the DiT (Diffusion…

cs.CV2025

PhotoDoodle: Learning Artistic Image Editing from Few-Shot Pairwise Data

Shijie Huang, Yiren Song, Yuxuan Zhang +4

We introduce PhotoDoodle, a novel image editing framework designed to facilitate photo doodling by enabling artists to overlay decorative elements onto photographs. Photo doodling…