activity
20242026
most citedAttnDreamBooth: Towards Text-Aligned Personalized Text-to-Image Generation

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

collaborators

8 papers

cs.CV2026

Delta-Adapter: Scalable Exemplar-Based Image Editing with Single-Pair Supervision

Jiacheng Chen, Songze Li, Han Fu +5

Exemplar-based image editing applies a transformation defined by a source-target image pair to a new query image. Existing methods rely on a pair-of-pairs supervision paradigm, req…

cs.AI2026

HiCrew: Hierarchical Reasoning for Long-Form Video Understanding via Question-Aware Multi-Agent Collaboration

Yuehan Zhu, Jingqi Zhao, Jiawen Zhao +2

Long-form video understanding remains fundamentally challenged by pervasive spatiotemporal redundancy and intricate narrative dependencies that span extended temporal horizons. Whi…

cs.CV2025

Training for Identity, Inference for Controllability: A Unified Approach to Tuning-Free Face Personalization

Lianyu Pang, Ji Zhou, Qiping Wang +4

Tuning-free face personalization methods have developed along two distinct paradigms: text embedding approaches that map facial features into the text embedding space, and adapter-…

cs.CV2025

FreqEdit: Preserving High-Frequency Features for Robust Multi-Turn Image Editing

Yucheng Liao, Jiajun Liang, Kaiqian Cui +5

Instruction-based image editing through natural language has emerged as a powerful paradigm for intuitive visual manipulation. While recent models achieve impressive results on sin…

cs.CV2025

ConsisLoRA: Enhancing Content and Style Consistency for LoRA-based Style Transfer

Bolin Chen, Baoquan Zhao, Haoran Xie +3

Style transfer involves transferring the style from a reference image to the content of a target image. Recent advancements in LoRA-based (Low-Rank Adaptation) methods have shown p…

cs.CV2024

CoRe: Context-Regularized Text Embedding Learning for Text-to-Image Personalization

Feize Wu, Yun Pang, Junyi Zhang +5

Recent advances in text-to-image personalization have enabled high-quality and controllable image synthesis for user-provided concepts. However, existing methods still struggle to…

cs.CV2024★ 1 cited

AttnDreamBooth: Towards Text-Aligned Personalized Text-to-Image Generation

Lianyu Pang, Jian Yin, Baoquan Zhao +4

Recent advances in text-to-image models have enabled high-quality personalized image synthesis of user-provided concepts with flexible textual control. In this work, we analyze the…

cs.CV2024

Continual Test-Time Adaptation for Object Detection with Adaptive Monitoring and Randomized Restoration

Shilei Cao, Juepeng Zheng, Yan Liu +5

Real-world application models are commonly deployed in dynamic environments, where the target domain distribution undergoes temporal changes. Continual Test-Time Adaptation (CTTA)…