Quality assessment in the era of large models: A survey

Z Zhang, Y Zhou, C Li, B Zhao, X Liu, G Zhai - arxiv preprint arxiv …, 2024 - arxiv.org
Quality assessment, which evaluates the visual quality level of multimedia experiences, has
garnered significant attention from researchers and has evolved substantially through …

Quality Prediction of AI Generated Images and Videos: Emerging Trends and Opportunities

A Ghildyal, Y Chen, S Zadtootaghaj, N Barman… - arxiv preprint arxiv …, 2024 - arxiv.org
The advent of AI has influenced many aspects of human life, from self-driving cars and
intelligent chatbots to text-based image and video generation models capable of creating …

Human-Activity AGV Quality Assessment: A Benchmark Dataset and an Objective Evaluation Metric

Z Zhang, W Sun, X Li, Y Li, Q Ge, J Jia, Z Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
AI-driven video generation techniques have made significant progress in recent years.
However, AI-generated videos (AGVs) involving human activities often exhibit substantial …

HarmonyIQA: Pioneering Benchmark and Model for Image Harmonization Quality Assessment

Z Xu, H Duan, G Ma, L Yang, J Wang, Q Wu… - arxiv preprint arxiv …, 2025 - arxiv.org
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 …

Omnidirectional Image Quality Assessment With Mutual Distillation

P Ma, L Liu, C **ao, D Xu - IEEE Transactions on Broadcasting, 2024 - ieeexplore.ieee.org
There exists complementary relationship between different projection formats of
omnidirectional images. However, most existing omnidirectional image quality assessment …

Beyond the Brush: Fully-automated Crafting of Realistic Inpainted Images

G Bertazzini, C Albisani, D Baracchi… - … and Security (WIFS), 2024 - ieeexplore.ieee.org
The generation of partially manipulated images is rapidly becoming a significant threat to the
public's trust in online content. The proliferation of diffusion model-based tools that enable …

Internal Embeddings of Multi-modal LLMs as Generalizable Representations for Image Quality Assessment

SS Totade, NC Babu, S Rao… - Proceedings of the …, 2024 - dl.acm.org
One of the major challenges in no-reference (NR) image quality assessment (IQA) is the
ability to generalize to diverse quality assessment applications. Recently, multi-modal vision …

MM-PCQA+: Advancing Multi-Modal Learning for Point Cloud Quality Assessment

Z Zhang, Y Zhou, C Li, W Sun, X Min, X Liu… - ACM Transactions on … - dl.acm.org
The importance of visual quality in point clouds has been significantly underlined due to the
rapid rise in 3D vision applications which aim to deliver affordable and superior user …

[IDÉZET][C] HarmonyIQA: 图像融合质量评估的开创性基准和模型

Z Xu, H Duan, G Ma, L Yang, J Wang, Q Wu, X Min