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20212026
most citedLearning Semantic Person Image Generation by Region-Adaptive Normalization

4 citations · 5 across the 11 of their papers we have counts for

collaborators

12 papers

cs.CV2026

DecMem: Towards Minute-Long Consistent World Generation with Decoupled Memory

Zhenhao Yang, Xiaoshi Wu, Zhengyao Lv +5

Recent advances in video generative models have promoted rapid progress in controllable world models. However, maintaining fine-grained spatio-temporal consistency under long-horiz…

cs.CV2026

DUO-VSR: Dual-Stream Distillation for One-Step Video Super-Resolution

Zhengyao Lv, Menghan Xia, Xintao Wang +1

Diffusion-based video super-resolution (VSR) has recently achieved remarkable fidelity but still suffers from prohibitive sampling costs. While distribution matching distillation (…

cs.CV2025

Rethinking Cross-Modal Interaction in Multimodal Diffusion Transformers

Zhengyao Lv, Tianlin Pan, Chenyang Si +4

Multimodal Diffusion Transformers (MM-DiTs) have achieved remarkable progress in text-driven visual generation. However, even state-of-the-art MM-DiT models like FLUX struggle with…

cs.CV2025

Dual-Expert Consistency Model for Efficient and High-Quality Video Generation

Zhengyao Lv, Chenyang Si, Tianlin Pan +4

Diffusion Models have achieved remarkable results in video synthesis but require iterative denoising steps, leading to substantial computational overhead. Consistency Models have m…

cs.CV2025

RepVideo: Rethinking Cross-Layer Representation for Video Generation

Chenyang Si, Weichen Fan, Zhengyao Lv +3

Video generation has achieved remarkable progress with the introduction of diffusion models, which have significantly improved the quality of generated videos. However, recent rese…

cs.CV2024

SpatialDreamer: Self-supervised Stereo Video Synthesis from Monocular Input

Zhen Lv, Yangqi Long, Congzhentao Huang +4

Stereo video synthesis from a monocular input is a demanding task in the fields of spatial computing and virtual reality. The main challenges of this task lie on the insufficiency…