🔥[IJCAI 2022, Official Code] for paper "Rethinking Image Aesthetics Assessment: Models, Datasets and Benchmarks". Official Weights and Demos provided. 首个面向多主题场景的美学评估数据集、算法和benchmark.
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Updated
Sep 25, 2025 - Python
🔥[IJCAI 2022, Official Code] for paper "Rethinking Image Aesthetics Assessment: Models, Datasets and Benchmarks". Official Weights and Demos provided. 首个面向多主题场景的美学评估数据集、算法和benchmark.
🔥[ICCV 2023, Official Code] for paper "Thinking Image Color Aesthetics Assessment: Models, Datasets and Benchmarks". Official Weights and Demos provided. 首个面向图像色彩主观美学评估的数据集、算法和benchmark.
🔥[ACMMM 2023, Official Code] for paper "EAT: An Enhancer for Aesthetics-Oriented Transformers". Official Weights and Demos provided. 目前是地表最强开源美学评估模型之一.
[CVPR 2026] ArtiMuse: Fine-Grained Image Aesthetics Assessment with Joint Scoring and Expert-Level Understanding(书生 · 妙析多模态美学理解大模型)
UniPercept: Towards Unified Perceptual-Level Image Understanding across Aesthetics, Quality, Structure, and Texture
🔥[ICML 2024, Official Code] First work to propose a solution to the long-tail problem in IAA. 首篇针对IAA中的长尾问题提出解决方案的工作
🔥[Information Fusion 2024, Official Code] for paper "Prompt-guided image color aesthetics assessment: Models, datasets and benchmarks". Official Weights and Demos provided. 首个多因素色彩美学评估数据集、算法和benchmark.
🔥[NIPS 2024, Official Code] for paper "Rethinking No-reference Image Exposure Assessment from Holism to Pixel: Models, Datasets and Benchmarks". Official Weights and Demos provided. 首个像素级曝光评估数据集、算法和benchmark.
🔥[CVPR 2025 Highlight, Official Code] for paper "Rethinking Personalized Aesthetics Assessment: Employing Physique Aesthetics Assessment as An Exemplification". Official Weights and Demos provided. 个性化美学评估、形体评估新范式.
🔥[AAAI 2026, Official Code] Regression Over Classification: Assessing Image Aesthetics via Multimodal Large Language Models. 克服大模型在美学评估过程中对分数不敏感的问题
[TCSVT 2025] Official code release of our paper "Towards Explainable Image Aesthetics Assessment With Attribute-Oriented Critiques Generation"
[ICCV 2025 Highlight] Code for the paper "IQA-Adapter: Exploring Knowledge Transfer from Image Quality Assessment to Diffusion-based Generative Models"
Codes of NIMA: An Image Aesthetics Assessment Algorithm in Pytorch
[IJCAI 2024, Official Code] for paper "AK4Prompts: Aesthetics-driven Automatically Keywords-Ranking for Prompts in Text-To-Image Models". Official Weights and Demos provided. 首个利用IAA做大模型提示词筛选的工作.
The first international standard for image aesthetics assessment metadata. 首个面向图像美学评估元数据的国际标准.
Datasets on Website Aesthetics for Machine Learning
No-reference IQA/IAA metric
Learning image aesthetics by learning inpainting
[MM 2023] Code release of our paper "AesCLIP: Multi-Attribute Contrastive Learning for Image Aesthetics Assessment"
[TMM 2025] Official code release of our paper "AesPrompt: Zero-shot Image Aesthetics Assessment with Multi-Granularity Aesthetic Prompt Learning"
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