NTIRE 2024 quality assessment of AI-generated content challenge

X Liu, X Min, G Zhai, C Li, T Kou… - Proceedings of the …, 2024 - openaccess.thecvf.com
This paper reports on the NTIRE 2024 Quality Assessment of AI-Generated Content
Challenge which will be held in conjunction with the New Trends in Image Restoration and …

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 …

Aigc image quality assessment via image-prompt correspondence

F Peng, H Fu, A Ming, C Wang, H Ma… - Proceedings of the …, 2024 - openaccess.thecvf.com
In the rapidly evolving landscape of deep learning generative models such as Generative
Adversarial Networks (GANs) and diffusion models have significantly advanced the …

Subjective-aligned dataset and metric for text-to-video quality assessment

T Kou, X Liu, Z Zhang, C Li, H Wu, X Min… - Proceedings of the …, 2024 - dl.acm.org
With the rapid development of generative models, AI-Generated Content (AIGC) has
exponentially increased in daily lives. Among them, Text-to-Video (T2V) generation has …

Large multi-modality model assisted ai-generated image quality assessment

P Wang, W Sun, Z Zhang, J Jia, Y Jiang… - Proceedings of the …, 2024 - dl.acm.org
Traditional deep neural network (DNN)-based image quality assessment (IQA) models
leverage convolutional neural networks (CNN) or Transformer to learn the quality-aware …

Moe-agiqa: Mixture-of-experts boosted visual perception-driven and semantic-aware quality assessment for ai-generated images

J Yang, J Fu, W Zhang, W Cao… - Proceedings of the …, 2024 - openaccess.thecvf.com
Recently there has been a surge of interest in AI-Generated Image Quality Assessment
(AGIQA). Unlike images in common image quality assessment tasks AI-generated images …

Pcqa: A strong baseline for aigc quality assessment based on prompt condition

X Fang, W Wang, X Lv, J Yan - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Abstract The development of Large Language Models (LLM) and Diffusion Models brings
the boom of Artificial Intelligence Generated Content (AIGC). It is essential to build an …

A coding framework and benchmark towards low-bitrate video understanding

Y Tian, G Lu, Y Yan, G Zhai, L Chen… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Video compression is indispensable to most video analysis systems. Despite saving the
transportation bandwidth, it also deteriorates downstream video understanding tasks …

G-refine: A general quality refiner for text-to-image generation

C Li, H Wu, H Hao, Z Zhang, T Kou, C Chen… - Proceedings of the …, 2024 - dl.acm.org
With the evolution of Text-to-Image (T2I) models, the quality defects of AI-Generated Images
(AIGIs) pose a significant barrier to their widespread adoption. In terms of both perception …

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 …