This book constitutes the refereed post-conference proceedings of the 14th International Conference on Nature of Computing and Pattern Recognition, ICCPR 2025, held in Beijing, China, during October 2426, 2025

The 81 full papers presented in this volume were carefully reviewed and selected from 205 submissions. The papers are organized in the following topical sections: Pattern Recognition; Image Models and Image Reconstruction; Image Enhancement and Image Segmentation; Intelligent Detection Models and Algorithms; Image-Based System Anomaly Detection Technology and Engineering Applications; Key Technologies of Computer Vision and Image Processing Based on Multimodal Fusion.

Inhalt

**.- Pattern Recognition.
.- Modality-specific and Modality-agnostic Soft Contrastive Learning for Unsupervised Visible-Infrared Person Re-identification.
.- The Design of a Time Watermark Recognition System for Forensic Video Images Based on PaddleOCR.
.- Zero-ReID: Towards Modality-Unified Generalizable Person Re-Identification with Inter-Frame Identity Guidance.
.- SymphonyVision: Diffusion-Based System for Multimodal Emotion Recognition and Generation.
.- Hybrid Attention Network for Online Handwritten Chinese Text Recognition.
.- FusionNet for Multimodal Depression Recognition: Integrating Electroencephalography and Traditional Chinese Medicine Features.
.- Vision Transformer for Robust Occluded Person Re-identification in Complex Surveillance Scenes.
.- Image Models and Image Reconstruction.
.- TAT-SatSR: Triple Attention Transformer for Super Resolution of Satellite Image.
.- SSE-UVSR: Self-Supervised End-to-End Underwater Video Super-Resolution.
.- Depth-Constrained Kernel Estimation-Based Full-Focus Blind Super-Resolution for Light Field Images.
.- Image Enhancement and Image Segmentation.
.- A Novel Deep Learning-based Approach for Facial Part Segmentation from 3D Point Cloud Data.
.- A Dual-Encoder Hybrid CNN-Mamba Network for Breast Tumor Segmentation.
.- BASNet: A Boundary-Aware Semantic Segmentation Network for In-orbit Satellite Remote Sensing Images.
.- Multi-Scale Feature Weighted Aggregation Network for Hand Segmentation.
.- Photometric Compensation for Projection on Color Surface Under Low Illumination.
.- Adaptive Color Correction in Turbid Underwater Environments: A Comprehensive Approach for Enhanced Underwater Imaging.
.- Cross-Domain Underwater Image Enhancement Guided by No-Reference Image Quality Assessment: A Transfer Learning Approach.
.- Intelligent Detection Models and Algorithms.**
.- Detection of Floating Objects on Water Surface in Adverse Weather Conditions.
.- A Complex Scene Forest Fire and Smoke Detection Method Based on Mamba and YOLOv5.
.- MA-YOLOv8: Road vehicle target detection based on MBConv module and C2f_AKConv structure improved YOLOv8.
.- SSA-YOLO: A Lightweight Drone Imagery Detection Algorithm Improving YOLOv10.
.- Hazardous Object Detection Method for Coal-Fired Power Enterprises Facing Emergencies.
.- Highlight Detection in Football Penalty Areas Using Computer Vision Techniques.
.- Rethinking Decoder Design and Class Imbalance in DETR-based HOI Detection.
.- TFA-MSANet: Two-Stage Feature Aggregation and Multi-Scale Attention Network for Salient Object Detection.
.- Trusted Depth Knowledge Transfer for Concealed Object Detection in MMW Human Images.
. - Image-Based System Anomaly Detection Technology and Engineering Applications.
.- La-Yolo: A Lightweight Architecture for Real-Time Surface Defect Detection.
.- An Intelligent Detection Method for factory Security Risks by Fusing Gradient Flow Features.
.- A CAN Bus Anomaly Detection Method Based on Time Series Prediction.
.- Detection and Early Warning Methods for Unsafe Behaviors in the Emergency Response Process of Coal-fired Power Enterprises.
.- Inner-Hole Anomaly Detection with Split-attention Patch Distribution Model.
.- Key Technologies of Computer Vision and Image Processing Based on Multimodal Fusion.
.- MAG-VCNetMulti-Scale Attention-Guided Visual Concept Classifier for Pulmonary Nodule Assessment.
.- Consistency-induced Incomplete Multi-view Clustering.
.- Finger Vein Image Quality Assessment by Mated Comparison Score Prediction .
.- Deep Image Restoration Method for Low-Quality Visualization in Emergency Response Coordination for Coal-Fired Power Plants.
.- Neuronal Biology-Inspired Multi-Pooling CNNs for Skin Lesion Classification.
.- An Image Defogging Algorithm Based on Enhanced Convolutional Block Attention Module and Dual-Scale Gated Feedforward Network.
.- Tracking-Based Particle Image Velocimetry for Water Surface Velocity Measurement.