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Message from Guest Editors of the CVM 2024 Special Issue Message from the Best Paper Award Committee. Multi-modal visual tracking: Review and experimental comparison. Benchmarking visual SLAM methods in mirror environments. Multi-granularity sequence generation for hierarchical image classification. Generating diverse clothed 3D human animations via a generative model. Dynamic ocean inverse modeling based on differentiable rendering. Learning physically based material and lighting decompositions for face editing. Learning accurate template matching with differentiable coarse-to-fine correspondence refinement. Real-time distance field acceleration based free-viewpoint video synthesis for large sports fields. Controllable multi-domain semantic artwork synthesis. Temporally consistent video colorization with deep feature propagation and self-regularization learning. Message from the Editor-in-Chief. Multi3D: 3D-aware multimodal image synthesis CTSN: Predicting cloth deformation for skeleton-based characters with a two-stream skinning network Learning to compose diversified prompts for image emotion classification Noise4Denoise: Leveraging noise for unsupervised point cloud denoising Shell stand: Stable thin shell models for 3D fabrication Illuminator: Image-based illumination editing for indoor scene harmonization Continual few-shot patch-based learning for anime-style colorization Dance2MIDI: Dance-driven multi-instrument music generation Taming diffusion model for exemplar-based image translation LDTR: Transformer-based lane detection with anchor-chain representation SAM-driven MAE pre-training and background-aware meta-learning for unsupervised vehicle re-identification Audio-guided implicit neural representation for local image stylization SGformer: Boosting transformers for indoor lighting estimation from a single image CLIP-Flow: Decoding images encoded in CLIP space TrafPS: A shapley-based visual analytics approach to interpret traffic HoLens: A visual analytics design for higher-order movement modeling and visualization FilterGNN: Image feature matching with cascaded outlier filters and linear attention DeepFaceReshaping: Interactive deep face reshaping via landmark manipulation Efficient participating media rendering with differentiable regularization Shape embedding and retrieval in multi-flow deformation Deep panoramic depth prediction and completion for indoor scenes Multi-task learning and joint refinement between camera localization and object detection Delving into high-quality SVBRDF acquisition: A new setup and method DualSmoke: Sketch-based smoke illustration design with two-stage generative model CF-DAN: Facial-expression recognition based on cross-fusion dual-attention network Multi-scale hash encoding based neural geometry representation Active self-training for weakly supervised 3D scene semantic segmentation Geometry-aware 3D pose transfer using transformer autoencoder Class-conditional domain adaptation for semantic segmentation Erratum to: Dynamic ocean inverse modeling based on differentiable rendering Joint training with local soft attention and dual cross-neighbor label smoothing for unsupervised person re-identification DepthGAN: GAN-based depth generation from semantic layouts Physics-based fluid simulation in computer graphics: Survey, research trends, and challenges Symmetrization of quasi-regular patterns with periodic tilting of regular polygons Learning layout generation for virtual worlds AdaPIP: Adaptive picture-in-picture guidance for 360° film watching Foundation models meet visualizations: Challenges and opportunities