activity
20242026
most citedDynamicControl: Adaptive Condition Selection for Improved Text-to-Image Generation

1 citations · 1 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CV2026

Towards Generalized Multi-Image Editing for Unified Multimodal Models

Pengcheng Xu, Peng Tang, Donghao Luo +7

Unified Multimodal Models (UMMs) integrate multimodal understanding and generation, yet they are limited to maintaining visual consistency and disambiguating visual cues when refer…

cs.CV2025

VTBench: Comprehensive Benchmark Suite Towards Real-World Virtual Try-on Models

Hu Xiaobin, Liang Yujie, Luo Donghao +5

While virtual try-on has achieved significant progress, evaluating these models towards real-world scenarios remains a challenge. A comprehensive benchmark is essential for three k…

cs.CV2025

PixelPonder: Dynamic Patch Adaptation for Enhanced Multi-Conditional Text-to-Image Generation

Yanjie Pan, Qingdong He, Zhengkai Jiang +9

Recent advances in diffusion-based text-to-image generation have demonstrated promising results through visual condition control. However, existing ControlNet-like methods struggle…

cs.CV2024★ 1 cited

DynamicControl: Adaptive Condition Selection for Improved Text-to-Image Generation

Qingdong He, Jinlong Peng, Pengcheng Xu +8

To enhance the controllability of text-to-image diffusion models, current ControlNet-like models have explored various control signals to dictate image attributes. However, existin…

cs.CV2024

Unveil Inversion and Invariance in Flow Transformer for Versatile Image Editing

Pengcheng Xu, Boyuan Jiang, Xiaobin Hu +7

Leveraging the large generative prior of the flow transformer for tuning-free image editing requires authentic inversion to project the image into the model's domain and a flexible…