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Jiangpeng Yan

4 accepted papers

2026

Bridging Cognitive Gap: Hierarchical Description Learning for Artistic Image Aesthetics Assessment

AAAI 2026technical

The aesthetic quality assessment task is crucial for developing a human-aligned quantitative evaluation system for AIGC. However, its inherently complex nature—spanning visual perception, cognition, and emotion—poses fundamental challenges. Although aesthetic descriptions offer a viable representati

Cited by 2SourcePDFScholar
2022

Efficient Continuous Control with Double Actors and Regularized Critics

AAAI 2022technical

How to obtain good value estimation is a critical problem in Reinforcement Learning (RL). Current value estimation methods in continuous control, such as DDPG and TD3, suffer from unnecessary over- or under- estimation. In this paper, we explore the potential of double actors, which has been neglect…

2022

Towards Better Understanding and Better Generalization of Low-shot Classification in Histology Images with Contrastive Learning

ICLR 2022poster

Few-shot learning is an established topic in natural images for years, but few work is attended to histology images, which is of high clinical value since well-labeled datasets and rare abnormal samples are expensive to collect. Here, we facilitate the study of few-shot learning in histology images…

Cited by 34SourcePDFScholar
2021

Unsupervised Multimodal Image Registration with Adaptative Gradient Guidance

ICASSP 2021accepted

Multimodal image registration (MIR) is a fundamental procedure in many image-guided therapies. Recently, unsupervised learning-based methods have demonstrated promising performance over accuracy and efficiency in deformable image registration. However, the estimated deformation fields of the existin…

Cited by 0SourceScholar