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20242026
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cs.CV2025

Advancing Complex Wide-Area Scene Understanding with Hierarchical Coresets Selection

Jingyao Wang, Yiming Chen, Lingyu Si +1

Scene understanding is one of the core tasks in computer vision, aiming to extract semantic information from images to identify objects, scene categories, and their interrelationsh…

cs.CV2025

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation

Yuxuan Yang, Tao Geng

Interior design is a complex and creative discipline involving aesthetics, functionality, ergonomics, and materials science. Effective solutions must meet diverse requirements, typ…

cs.CV2025

Spatio-Temporal Fuzzy-oriented Multi-Modal Meta-Learning for Fine-grained Emotion Recognition

Jingyao Wang, Wenwen Qiang, Changwen Zheng +1

Fine-grained emotion recognition (FER) plays a vital role in various fields, such as disease diagnosis, personalized recommendations, and multimedia mining. However, existing FER m…

cs.CV2025

Causal Prompt Calibration Guided Segment Anything Model for Open-Vocabulary Multi-Entity Segmentation

Jingyao Wang, Jianqi Zhang, Wenwen Qiang +1

Despite the strength of the Segment Anything Model (SAM), it struggles with generalization issues in open-vocabulary multi-entity segmentation (OVMS). Through empirical and causal…

cs.CV2024

Less yet robust: crucial region selection for scene recognition

Jianqi Zhang, Mengxuan Wang, Jingyao Wang +3

Scene recognition, particularly for aerial and underwater images, often suffers from various types of degradation, such as blurring or overexposure. Previous works that focus on co…

cs.CV2024

Image-based Freeform Handwriting Authentication with Energy-oriented Self-Supervised Learning

Jingyao Wang, Luntian Mou, Changwen Zheng +1

Freeform handwriting authentication verifies a person's identity from their writing style and habits in messy handwriting data. This technique has gained widespread attention in re…