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20242026
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cs.CV2026

Interest Entanglement: The Hidden Barrier to Blind Super-Resolution Optimization

Junxiong Lin, Xinji Mai, Qianyu Guo +5

Fidelity and perceptual quality are two inherently competing and conflicting objectives in the image super-resolution (SR) task. Different loss functions focus on these objectives…

cs.CV2026

Customizing Video Portraits via Identity-ActionDecoupling

Junxiong Lin, Haoran Wang, Xinji Mai +4

Identity-Preserving Text-to-Video Generation (IPT2V) seeks to synthesize a temporally coherent video from a reference image and a textual description, while simultaneously preservi…

cs.CV2025

Component-aware Unsupervised Logical Anomaly Generation for Industrial Anomaly Detection

Xuan Tong, Yang Chang, Qing Zhao +9

Anomaly detection is critical in industrial manufacturing for ensuring product quality and improving efficiency in automated processes. The scarcity of anomalous samples limits tra…

cs.CV2024

D2SP: Dynamic Dual-Stage Purification Framework for Dual Noise Mitigation in Vision-based Affective Recognition

Haoran Wang, Xinji Mai, Zeng Tao +10

The contemporary state-of-the-art of Dynamic Facial Expression Recognition (DFER) technology facilitates remarkable progress by deriving emotional mappings of facial expressions fr…

cs.CV2024

All rivers run into the sea: Unified Modality Brain-like Emotional Central Mechanism

Xinji Mai, Junxiong Lin, Haoran Wang +10

In the field of affective computing, fully leveraging information from a variety of sensory modalities is essential for the comprehensive understanding and processing of human emot…

cs.CV2024

Adaptive Multi-modal Fusion of Spatially Variant Kernel Refinement with Diffusion Model for Blind Image Super-Resolution

Junxiong Lin, Yan Wang, Zeng Tao +10

Pre-trained diffusion models utilized for image generation encapsulate a substantial reservoir of a priori knowledge pertaining to intricate textures. Harnessing the potential of l…