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 …

NTIRE 2024 challenge on short-form UGC video quality assessment: Methods and results

X Li, K Yuan, Y Pei, Y Lu, M Sun… - Proceedings of the …, 2024 - openaccess.thecvf.com
This paper reviews the NTIRE 2024 Challenge on Shortform UGC Video Quality
Assessment (S-UGC VQA) where various excellent solutions are submitted and evaluated …

Evaluating text-to-visual generation with image-to-text generation

Z Lin, D Pathak, B Li, J Li, X **a, G Neubig… - … on Computer Vision, 2024 - Springer
Despite significant progress in generative AI, comprehensive evaluation remains
challenging because of the lack of effective metrics and standardized benchmarks. For …

Pixel-aware stable diffusion for realistic image super-resolution and personalized stylization

T Yang, R Wu, P Ren, X **e, L Zhang - European Conference on Computer …, 2024 - Springer
Diffusion models have demonstrated impressive performance in various image generation,
editing, enhancement and translation tasks. In particular, the pre-trained text-to-image stable …

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 …

Depicting beyond scores: Advancing image quality assessment through multi-modal language models

Z You, Z Li, J Gu, Z Yin, T Xue, C Dong - European Conference on …, 2024 - Springer
We introduce a Depict ed image Q uality A ssessment method (DepictQA), overcoming the
constraints of traditional score-based methods. DepictQA allows for detailed, language …

Dreamscene360: Unconstrained text-to-3d scene generation with panoramic gaussian splatting

S Zhou, Z Fan, D Xu, H Chang, P Chari… - … on Computer Vision, 2024 - Springer
The increasing demand for virtual reality applications has highlighted the significance of
crafting immersive 3D assets. We present a text-to-3D 360∘ scene generation pipeline that …

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 …

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 …