Guest Editors’ Introduction: Special Section on Computational Photography (ICCP) Centroiding Point-Objects With Event Cameras Learned Off-Aperture Encoding for Wide Field-of-View RGBD Imaging Structured Light With a Million Light Planes Per Second Reconstructing Satellites in 3D From Amateur Telescope Images Hardware-Aware Coding Function Design for Compressive Single-Photon 3D Cameras Predicting Important Photons for Energy-Efficient Single-Photon Videography Depth Dynamics via One-Bit Frequency Probing in Embedded Direct Time-of-Flight Sensing Single-Step Latent Diffusion for Underwater Image Restoration Tomographic Sparse View Selection Using the View Covariance Loss Dark Noise Diffusion: Noise Synthesis for Low-Light Image Denoising Instance-Level Cost-Sensitive Hypergraph Learning With Quality-Aware Structure Judgement for Anomaly Detection MagicSeg: Open-World Segmentation Pretraining via Counterfactural Diffusion-Based Auto-Generation A Survey on Autonomy-Induced Security Risks in Large Model-Based Agents A Minimal Solution to the Perspective-3-Point Problem for the Camera With Unknown Focal Length and Two Degrees-of-Freedom Rotation Mask-Guided Self-Supervised Video Object Segmentation A Stationary (and Therefore Compatible) Representation is All You Need Long&short Exposures Guided Diffusion Model for Realistic Local Motion Deblurring Elastic Multi-Gradient Descent for Parallel Continual Learning MAGIC: Meta-Ability Guided Interactive Chain-of-Distillation for Effective-and-Efficient Vision-and-Language Navigation A Holistic Method for Superquadric Fitting Using Unsupervised Clustering Analysis Spectral-Adaptive Modulation Networks for Visual Perception Parallel Diffusion Solver via Residual Dirichlet Policy Optimization S$^{2}$VG: 3D Stereoscopic and Spatial Video Generation via Denoising Frame Matrix InfBA: Interference-Free Bottleneck Adaptation for Continual Learning Instance-Dependent Early Stopping for Adaptive Data Pruning SpaceEra++: A Unified Framework Toward 3D Spatial Reasoning in Video RAW-Adapter: Adapting Pre-Trained Visual Model to Camera RAW Images and a Benchmark MVHumanNet++: A Large-Scale Dataset of Multi-View Daily Dressing Human Captures With Richer Annotations for 3D Human Digitization Deep Time Series Models: A Comprehensive Survey and Benchmark From Zero to Detail: A Progressive Spectral Decoupling Paradigm for UHD Image Restoration With New Benchmark Image Fusion Based on Prior Information Multi-Domain Feature Integration Based Trusted Partial Multi-View Incomplete Multi-Label Learning Decouple Then Converge: Handling Unknown Unlabeled Distributions in Long-Tailed Semi-Supervised Learning MFVLR: Multi-Domain Fine-Grained Vision-Language Reconstruction for Generalizable Diffusion Face Forgery Detection and Localization BrushEdit: All-in-One Image Inpainting and Editing Uni-Hand: Universal Hand Motion Forecasting in Egocentric Views EVA: Editing for Versatile Alignment Against Jailbreaks FocalClick-XL: Toward Unified and High-Quality Interactive Segmentation DisenTS: Disentangled Channel Evolving Pattern Modeling for Multivariate Time Series Forecasting Decoupled Seg Tokens Make Stronger Reasoning Video Segmenter and Grounder SDPT: Synchronous Dual Prompt Tuning for Visual-Language Pre-Trained Models A Unified Framework for Pseudo-Supervised Clustering via Weighted Sample Aggregation Mitigate Catastrophic Remembering via Continual Self-Paced Dual-Knowledge Purification for Noisy Lifelong Person Re-Identification ColorPCR++: Unleash the Power of Color for Point Cloud Registration Using Hypergraph Computation Knowledge Diffusion-Based Adaptive Alignment With Hierarchical Context for Video Temporal Grounding Gaussian Adaptive Patching Powered Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data Decomposed Multi-Modality Fusion: Integrating Frames and Events for Efficient Visuomotor Policies SeqPE: Transformer With Sequential Position Encoding Heteroscedastic Diffusion for Multi-Agent Trajectory Modeling