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Shuai He

10 accepted papers

2026

Regression over Classification: Assessing Image Aesthetics via Multimodal Large Language Models

AAAI 2026technical

Image Aesthetics Assessment (IAA) evaluates visual quality through user-centered perceptual analysis and can guide various applications. Recent advances in Multimodal Large Language Models (MLLMs) have sparked interest in adapting them for IAA. However, two critical limitations persist in applying M

Cited by 0SourcePDFScholar
2026

Thinking Aesthetics Assessment of Image Color Temperature: Models, Datasets and Benchmarks

AAAI 2026technical

Color temperature, as a crucial attribute influencing image color, plays a critical role in Image Aesthetics Assessment (IAA). Yet, within the existing IAA field, little light has been shed on assessing the aesthetic quality of image color temperature. To bridge this gap, we introduce a new task: Im

Cited by 0SourcePDFScholar
2025

Rethinking Personalized Aesthetics Assessment: Employing Physique Aesthetics Assessment as An Exemplification

CVPR 2025highlight

The Personalized Aesthetics Assessment (PAA) aims to accurately predict an individual's unique perception of aesthetics. With the surging demand for customization, PAA enables applications to generate personalized outcomes by aligning with individual aesthetic preferences. The prevailing PAA paradig…

2024

AK4Prompts: Aesthetics-driven Automatically Keywords-Ranking for Prompts in Text-To-Image Models

IJCAI 2024poster

Current text-to-image synthesis (TIS) models have demonstrated the ability to generate high-fidelity images based on textual prompts. However, the efficacy of these models heavily relies on the keywords present in the prompts, and there is a dearth of objective analysis regarding how different keywo…

2024

ELTA: An Enhancer against Long-Tail for Aesthetics-oriented Models

ICML 2024poster

Real-world datasets often exhibit long-tailed distributions, compromising the generalization and fairness of learning-based models. This issue is particularly pronounced in Image Aesthetics Assessment (IAA) tasks, where such imbalance is difficult to mitigate due to a severe distribution mismatch be…

Cited by 4SourcePDFScholar
2024

M2Beats: When Motion Meets Beats in Short-form Videos

IJCAI 2024poster

In recent years, short-form videos have gained popularity and the editing of these videos, particularly when motion is synchronized with music, is highly favored due to its beat-matching effect. However, detecting motion rhythm poses a significant challenge as it is influenced by multiple factors…

2024

Rethinking No-reference Image Exposure Assessment from Holism to Pixel: Models, Datasets and Benchmarks

NeurIPS 2024poster

The past decade has witnessed an increasing demand for enhancing image quality through exposure, and as a crucial prerequisite in this endeavor, Image Exposure Assessment (IEA) is now being accorded serious attention. However, IEA encounters two persistent challenges that remain unresolved over the…

2023

Thinking Image Color Aesthetics Assessment: Models, Datasets and Benchmarks

ICCV 2023poster

We present a comprehensive study on a new task named image color aesthetics assessment (ICAA), which aims to assess color aesthetics based on human perception. ICAA is important for various applications such as imaging measurement and image analysis. However, due to the highly diverse aesthetic pref…

Cited by 22PDFcodeScholar
2022

Rethinking Image Aesthetics Assessment: Models, Datasets and Benchmarks

IJCAI 2022poster

Challenges in image aesthetics assessment (IAA) arise from that images of different themes correspond to different evaluation criteria, and learning aesthetics directly from images while ignoring the impact of theme variations on human visual perception inhibits the further development of IAA; howev…