and fairness in machine learning.Part II - computer vision: classification; and computer vision: 3D methods.Part III - computer vision: anomaly detection; and topics in computer vision.Part IV - brain-inspired computing;

.- Computer Vision: Anomaly Detection. .- Hybrid Encoder for Anomaly Detection Based on Latent Feature Regularization. .- Computer Vision: Segmentation. .- DGFormer: A Dynamic Kernel with Gaussian Fusion Transformer for Semantic Image Segmentation. .- Integrating Audio-Visual Contexts with Refinement for Segmentation. .- Loci-Segmented: Improving Scene Segmentation Learning. .- Large Language Model for Action Anticipation. .- MFPNet: A Multi-scale Feature Propagation Network for Lightweight Semantic Segmentation. .- Weakly-Supervised Semantic Segmentation via Label Re-assignment in Dual-view Framework. .- Computer Vision: Pose Estimation and Tracking. .- DT2S-Pose: A Deeper Temporal-Spatial Skeleton Refine Model for Pedestrian Pose Estimation.  .- DTG: Learning A Dynamic Token Graph for 3D Pose Forecasting. .- Dual-Branch Network with Online Knowledge Distillation for 3D Hand Pose Estimation. .- MovePose: A High-performance Human Pose Estimation Algorithm on Mobile and Edge Devices. .- Siamese visual tracking with correlation and awareness. .- Computer Vision: Video Processing. .- Alignment-Enhanced Network for Temporal Language Grounding in Videos. .- Boundary-aware Noise-resistant Video Moment Retrieval. .- Large Language Model for Action Anticipation. .- Learning Object Permanence from Videos via Latent Imaginations. .- SSFlowNet: Semi-supervised Scene Flow Estimation On Point Clouds With Pseudo Label. .- Video Understanding Using 2D-CNNs on Salient Spatio-temporal Slices. .- Computer Vision: Generative Methods. .- A robust cycle generative adversarial network with an improved atmospheric scatter model for image dehazing. .- CrossViewDiff: A Cross-View Diffusion Model for Satellite-to-Ground Image Synthesis. .- Dual Dreamer: Extending Single-view Dreamer with Few shot of Complementary Views. .- Hair Transfer with Efficient Heuristic Chain of Editing. .- MAGIC: Multi-prompt Any length video Generation model with controllable Inter-frame Correlation and low barrier. .- Make Audio Solely Drive Lip in Talking Face Video Synthesis. .- P2H-GAN: An Effective Method For Generating Handwritten Expressions. .- SCI-Font: Enhancing Content-Style Representation for Chinese Calligraphy Generation with Skeleton, Contour and Inexact Paired Data. .- Topics in Computer Vision. .- Driver Safety System: A Real-time Sleep Detection and Lane Detection Model using IoT and Deep Learning. .- Gaze target detection with Visual Prompt Tuning based on attention. .- Let Multi-Classification Help Deep Imbalanced Regression. .- ProGEO: Generating Prompts through Image-Text Contrastive Learning for Visual Geo-localization.