Computer Vision and Pattern Recognition: Temporal Global Re-Detection Based on Interaction-Fusion Attention in Long-Term Visual Tracking -- VLNet: A Multi-task Network for Joint Vehicle and Lane Detection -- Adaptive Cost Aggregation in Iterative Depth Estimation for Efficient Multi-View Stereo -- A Novel Semantic Segmentation Method for High-Resolution Remote Sensing Images Based on Visual Attention Network -- Efficient Few-shot Image Generation via Lightweight Octave Generative Adversarial Networks -- Incorporating Global Correlation and Local Aggregation for Efficient Visual Localization -- Deep Interactive Image Semantic and Instance Segmentation -- Learning High-Performance Spiking Neural Networks With Multi-Compartment Spiking Neurons -- Attribute Space Analysis for Image Editing.-SAGAN: Self-Attention Generative Adversarial Net-work for RGB-D Saliency Prediction -- Behavioural State Detection Algorithm for Infants and Toddlers Incorporating Multi-scale Contextual Features -- Motion-Scenario Decoupling for Rat-Aware Video Position Prediction: Strategy and Benchmark -- Dual Fusion Network for Hyperspectral Semantic Segmentation -- Strip-FFT Transformer for single image deblurring -- Vision-Language Adaptive Mutual Decoder for OOV-STR -- DensityLayout: Density-conditioned Layout GAN for Visual-textual Presentation Designs -- GLTCM: Global-Local Temporal and Cross-Modal Network for Audio-Visual Event Localization -- Recent Advances in Class-Incremental Learning -- TTA-GCN: Temporal Topology Aggregation for Skeleton-Based Action Recognition -- A Stable Long-Term Tracking Method For Group-Housed Pigs -- Dynamic Attention for Isolated Sign Language Recognition with Reinforcement Learning -- A Segmentation Method based on SE Attention and U-Net for Apple Image -- Human Action Recognition Method based on spatio-temporal relationship -- Facial expression recognition from occluded images using deep convolution neural network with Vision Transformer -- Learning Discriminative Proposal Representation for Multi-Object Tracking -- Virtual-Violence: A Brand-New Dataset for Video Violence Recognition -- A novel Attention-DeblurGAN-Based Defogging Algorithm -- Multi-Modal Context-Aware Network for Scene Graph Generation -- VQA-CLPR: Turning a Visual Question Answering Model into a Chinese License Plate Recognizer -- Unsupervised Vehicle Re-Identification via Raw UAV Videos -- Distance-Aware Vector-Field and Vector Screening Strategy for 6D Object Pose Estimation -- SSTA-Net: Self-supervised Spatio-Temporal Attention Network for Action Recognition -- Gesture recognition method based on Sim-ConvNeXt model -- Research on Airborne Infrared Target Recognition Method based on Target-Environment Coupling -- Semantic and Gradient Guided Scene Text Image Super-Resolution.