activity
20242026
most citedLMME3DHF: Benchmarking and Evaluating Multimodal 3D Human Face Generation with LMMs

7 citations · 17 across the 14 of their papers we have counts for

collaborators

16 papers

cs.CV2026

Harnessing Multimodal Large Language Models for Training-Free Human-Object Interaction Detection

Zhaolin Cai, Huiyu Duan, Liu Yang +5

Human-object interaction (HOI) detection aims to localize human-object pairs and recognize their interactions. Traditional supervised methods perform strongly but rely on task-spec…

cs.CV2026

LL-Bench: Rethinking Low-Level Vision Evaluation in the Era of Large-Scale Generative Models

Lu Liu, Huiyu Duan, Chenxin Zhu +6

Large-scale generative models have demonstrated remarkable capabilities across image generation and editing tasks. However, their performance in low-level vision tasks, which requi…

cs.CV2025

ODI-Bench: Can MLLMs Understand Immersive Omnidirectional Environments?

Liu Yang, Huiyu Duan, Ran Tao +6

Omnidirectional images (ODIs) provide full 360x180 view which are widely adopted in VR, AR and embodied intelligence applications. While multi-modal large language models (MLLMs) h…

cs.CV2025

RGC-VQA: An Exploration Database for Robotic-Generated Video Quality Assessment

Jianing Jin, Jiangyong Ying, Huiyu Duan +6

As camera-equipped robotic platforms become increasingly integrated into daily life, robotic-generated videos have begun to appear on streaming media platforms, enabling us to envi…

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

Quality Assessment and Distortion-aware Saliency Prediction for AI-Generated Omnidirectional Images

Liu Yang, Huiyu Duan, Jiarui Wang +5

With the rapid advancement of Artificial Intelligence Generated Content (AIGC) techniques, AI generated images (AIGIs) have attracted widespread attention, among which AI generated…

cs.CV2025

NTIRE 2025 XGC Quality Assessment Challenge: Methods and Results

Xiaohong Liu, Xiongkuo Min, Qiang Hu +92

This paper reports on the NTIRE 2025 XGC Quality Assessment Challenge, which will be held in conjunction with the New Trends in Image Restoration and Enhancement Workshop (NTIRE) a…

cs.CV2025

NTIRE 2025 challenge on Text to Image Generation Model Quality Assessment

Shuhao Han, Haotian Fan, Fangyuan Kong +112

This paper reports on the NTIRE 2025 challenge on Text to Image (T2I) generation model quality assessment, which will be held in conjunction with the New Trends in Image Restoratio…

cs.CV2025★ 7 cited

LMME3DHF: Benchmarking and Evaluating Multimodal 3D Human Face Generation with LMMs

Woo Yi Yang, Jiarui Wang, Sijing Wu +6

The rapid advancement in generative artificial intelligence have enabled the creation of 3D human faces (HFs) for applications including media production, virtual reality, security…

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…

cs.CV2025★ 1 cited

HarmonyIQA: Pioneering Benchmark and Model for Image Harmonization Quality Assessment

Zitong Xu, Huiyu Duan, Guangji Ma +6

Image composition involves extracting a foreground object from one image and pasting it into another image through Image harmonization algorithms (IHAs), which aim to adjust the ap…

cs.CV2024★ 2 cited

ESVQA: Perceptual Quality Assessment of Egocentric Spatial Videos

Xilei Zhu, Huiyu Duan, Liu Yang +4

With the rapid development of eXtended Reality (XR), egocentric spatial shooting and display technologies have further enhanced immersion and engagement for users, delivering more…

cs.CV2024★ 6 cited

FineVQ: Fine-Grained User Generated Content Video Quality Assessment

Huiyu Duan, Qiang Hu, Jiarui Wang +8

The rapid growth of user-generated content (UGC) videos has produced an urgent need for effective video quality assessment (VQA) algorithms to monitor video quality and guide optim…

cs.CV2024

F-Bench: Rethinking Human Preference Evaluation Metrics for Benchmarking Face Generation, Customization, and Restoration

Lu Liu, Huiyu Duan, Qiang Hu +6

Artificial intelligence generative models exhibit remarkable capabilities in content creation, particularly in face image generation, customization, and restoration. However, curre…

cs.CV2024

ESIQA: Perceptual Quality Assessment of Vision-Pro-based Egocentric Spatial Images

Xilei Zhu, Liu Yang, Huiyu Duan +3

With the development of eXtended Reality (XR), photo capturing and display technology based on head-mounted displays (HMDs) have experienced significant advancements and gained con…

cs.CV2024★ 1 cited

AIGCOIQA2024: Perceptual Quality Assessment of AI Generated Omnidirectional Images

Liu Yang, Huiyu Duan, Long Teng +6

In recent years, the rapid advancement of Artificial Intelligence Generated Content (AIGC) has attracted widespread attention. Among the AIGC, AI generated omnidirectional images h…