Aesbench: An expert benchmark for multimodal large language models on image aesthetics perception

Y Huang, Q Yuan, X Sheng, Z Yang, H Wu… - arXiv preprint arXiv …, 2024 - arxiv.org
With collective endeavors, multimodal large language models (MLLMs) are undergoing a
flourishing development. However, their performances on image aesthetics perception …

UniQA: Unified Vision-Language Pre-training for Image Quality and Aesthetic Assessment

H Zhou, L Tang, R Yang, G Qin, Y Zhang, R Hu… - arXiv preprint arXiv …, 2024 - arxiv.org
Image Quality Assessment (IQA) and Image Aesthetic Assessment (IAA) aim to simulate
human subjective perception of image visual quality and aesthetic appeal. Existing methods …

Coarse-to-fine Image Aesthetics Assessment With Dynamic Attribute Selection

Y Huang, L Li, P Chen, J Wu, Y Yang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Image aesthetics assessment (IAA) is an interesting but challenging task, owing to the
ineffable nature of human sense of beauty. The study of IAA has evolved from simple binary …

AesExpert: Towards Multi-modality Foundation Model for Image Aesthetics Perception

Y Huang, X Sheng, Z Yang, Q Yuan, Z Duan… - arXiv preprint arXiv …, 2024 - arxiv.org
The highly abstract nature of image aesthetics perception (IAP) poses significant challenge
for current multimodal large language models (MLLMs). The lack of human-annotated multi …

" Special Relativity" of Image Aesthetics Assessment: a Preliminary Empirical Perspective

R Xie, A Ming, S He, Y Xiao, H Ma - ACM Multimedia 2024 - openreview.net
Image aesthetics assessment (IAA) primarily examines image quality from a user-centric
perspective and can be applied to guide various applications, including image capture …

Semantics-Aware Image Aesthetics Assessment using Tag Matching and Contrastive Ranking

Z Yang, L Li, P Chen, J Wu, W Dong - ACM Multimedia 2024 - openreview.net
The perception of image aesthetics is built upon the understanding of semantic content.
However, how to evaluate the aesthetic quality of images with diversified semantic …

Attribute-Driven Multimodal Hierarchical Prompts for Image Aesthetic Quality Assessment

H Zhu, J Shi, Z Shao, R Yao, Y Zhou, J Zhao, L Li - ACM Multimedia 2024 - openreview.net
Image Aesthetic Quality Assessment (IAQA) aims to simulate users' visual perception to
judge the aesthetic quality of images. In social media, users' aesthetic experiences are often …