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

1 citations · 1 across the 7 of their papers we have counts for

collaborators

7 papers

cs.CV2025

Bridge Feature Matching and Cross-Modal Alignment with Mutual-filtering for Zero-shot Anomaly Detection

Yuhu Bai, Jiangning Zhang, Yunkang Cao +4

With the advent of vision-language models (e.g., CLIP) in zero- and few-shot settings, CLIP has been widely applied to zero-shot anomaly detection (ZSAD) in recent research, where…

cs.CV2025

UltraVideo: High-Quality UHD Video Dataset with Comprehensive Captions

Zhucun Xue, Jiangning Zhang, Teng Hu +8

The quality of the video dataset (image quality, resolution, and fine-grained caption) greatly influences the performance of the video generation model. The growing demand for vide…

cs.CV2025

AdaVideoRAG: Omni-Contextual Adaptive Retrieval-Augmented Efficient Long Video Understanding

Zhucun Xue, Jiangning Zhang, Xurong Xie +4

Multimodal Large Language Models (MLLMs) perform well in video understanding but degrade on long videos due to fixed-length context and weak long-term dependency modeling. Retrieva…

cs.RO2025

UMC: Unified Resilient Controller for Legged Robots with Joint Malfunctions

Yu Qiu, Xin Lin, Jingbo Wang +3

Adaptation to unpredictable damages is crucial for autonomous legged robots, yet existing methods based on multi-policy or meta-learning frameworks face challenges like limited gen…

cs.CV2024

EMOv2: Pushing 5M Vision Model Frontier

Jiangning Zhang, Teng Hu, Haoyang He +6

This work focuses on developing parameter-efficient and lightweight models for dense predictions while trading off parameters, FLOPs, and performance. Our goal is to set up the new…

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

MIMAFace: Face Animation via Motion-Identity Modulated Appearance Feature Learning

Yue Han, Junwei Zhu, Yuxiang Feng +5

Current diffusion-based face animation methods generally adopt a ReferenceNet (a copy of U-Net) and a large amount of curated self-acquired data to learn appearance features, as ro…