activity
20242026
most citedHarmonyIQA: Pioneering Benchmark and Model for Image Harmonization Quality Assessment

1 citations · 1 across the 4 of their papers we have counts for

collaborators

8 papers

cs.CV2026

Fine-Grained Human Pose Editing Assessment via Layer-Selective MLLMs

Ningyu Sun, Zhaolin Cai, Zitong Xu +5

Text-guided human pose editing has gained significant traction in AIGC applications. However,it remains plagued by structural anomalies and generative artifacts. Existing evaluatio…

cs.CV2025

Generative Human-Object Interaction Detection via Differentiable Cognitive Steering of Multi-modal LLMs

Zhaolin Cai, Huiyu Duan, Zitong Xu +6

Human-object interaction (HOI) detection aims to localize human-object pairs and the interactions between them. Existing methods operate under a closed-world assumption, treating t…

cs.CV2025

MagicWand: A Universal Agent for Generation and Evaluation Aligned with User Preference

Zitong Xu, Dake Shen, Yaosong Du +3

Recent advances in AIGC (Artificial Intelligence Generated Content) models have enabled significant progress in image and video generation. However, users still struggle to obtain…

cs.CV2025

ManipShield: A Unified Framework for Image Manipulation Detection, Localization and Explanation

Zitong Xu, Huiyu Duan, Xiaoyu Wang +6

With the rapid advancement of generative models, powerful image editing methods now enable diverse and highly realistic image manipulations that far surpass traditional deepfake te…

cs.CV2025

LMM4Edit: Benchmarking and Evaluating Multimodal Image Editing with LMMs

Zitong Xu, Huiyu Duan, Bingnan Liu +9

The rapid advancement of Text-guided Image Editing (TIE) enables image modifications through text prompts. However, current TIE models still struggle to balance image quality, edit…

cs.CV2025

Omni: Unifying Omnidirectional Image Generation and Editing in an Omni Model

Liu Yang, Huiyu Duan, Yucheng Zhu +7

omnidirectional images (ODIs) have gained considerable attention recently, and are widely used in various virtual reality (VR) and augmented reality (AR) applications…