Perceptual video quality assessment: A survey

X Min, H Duan, W Sun, Y Zhu, G Zhai - Science China Information …, 2024 - Springer
Perceptual video quality assessment plays a vital role in the field of video processing due to
the existence of quality degradations introduced in various stages of video signal …

Towards open-ended visual quality comparison

H Wu, H Zhu, Z Zhang, E Zhang, C Chen, L Liao… - … on Computer Vision, 2024 - Springer
Comparative settings (eg. pairwise choice, listwise ranking) have been adopted by a wide
range of subjective studies for image quality assessment (IQA), as it inherently standardizes …

A comprehensive study of multimodal large language models for image quality assessment

T Wu, K Ma, J Liang, Y Yang, L Zhang - European Conference on …, 2024 - Springer
Abstract While Multimodal Large Language Models (MLLMs) have experienced significant
advancement in visual understanding and reasoning, their potential to serve as powerful …

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 …

Topiq: A top-down approach from semantics to distortions for image quality assessment

C Chen, J Mo, J Hou, H Wu, L Liao… - … on Image Processing, 2024 - ieeexplore.ieee.org
Image Quality Assessment (IQA) is a fundamental task in computer vision that has witnessed
remarkable progress with deep neural networks. Inspired by the characteristics of the human …

Sf-iqa: Quality and similarity integration for ai generated image quality assessment

Z Yu, F Guan, Y Lu, X Li, Z Chen - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
In recent years the rapid development of Artificial Intelligence (AI) has facilitated the
widespread use of AI-Generated Images (AIGIs) a subset of Artificial Intelligence Generated …

Aesexpert: Towards multi-modality foundation model for image aesthetics perception

Y Huang, X Sheng, Z Yang, Q Yuan, Z Duan… - Proceedings of the …, 2024 - dl.acm.org
The highly abstract nature of image aesthetics perception (IAP) poses a significant
challenge for current multimodal large language models (MLLMs). The lack of human …

Aigc-vqa: A holistic perception metric for aigc video quality assessment

Y Lu, X Li, B Li, Z Yu, F Guan, X Wang… - Proceedings of the …, 2024 - openaccess.thecvf.com
With the development of generative models such as the diffusion model and auto-regressive
model AI-generated content (AIGC) is experiencing an explosive growth. Moreover existing …

InstructVideo: instructing video diffusion models with human feedback

H Yuan, S Zhang, X Wang, Y Wei… - Proceedings of the …, 2024 - openaccess.thecvf.com
Diffusion models have emerged as the de facto paradigm for video generation. However
their reliance on web-scale data of varied quality often yields results that are visually …

Stablevqa: A deep no-reference quality assessment model for video stability

T Kou, X Liu, W Sun, J Jia, X Min, G Zhai… - Proceedings of the 31st …, 2023 - dl.acm.org
Video shakiness is an unpleasant distortion of User Generated Content (UGC) videos, which
is usually caused by the unstable hold of cameras. In recent years, many video stabilization …