Diffusion Models

Scan Clusters, Not Pixels: A Cluster-Centric Paradigm for Efficient Ultra-high-definition Image Restoration CVPR 2026 ScenDi: 3D-to-2D Scene Diffusion Cascades for Urban Generation CVPR 2026 SceneTok: A Compressed, Diffusable Token Space for 3D Scenes CVPR 2026 Score-Based Diffusion Priors for Adaptive Conformal Inference under Distribution Shift UAI 2026 SCORE: Semantic Collage by Optimizing Rendered Elements AAAI 2026 Sculpt4D: Generating 4D Shapes via Sparse-Attention Diffusion Transformers CVPR 2026 SDAR-VL: Stable and Efficient Block-wise Diffusion for Vision-Language Understanding ACL 2026 SD-FSMIS: Adapting Stable Diffusion for Few-Shot Medical Image Segmentation CVPR 2026 SDUIE: Semi-Supervised Diffusion for Underwater Image Enhancement with Quant-Text Dual Control CVPR 2026 SE360: Semantic Edit in 360° Panoramas via Hierarchical Data Construction AAAI 2026 SeaCache: Spectral-Evolution-Aware Cache for Accelerating Diffusion Models CVPR 2026 See and Fix the Flaws: Enabling VLMs and Diffusion Models to Comprehend Visual Artifacts via Agentic Data Synthesis CVPR 2026 Seeing Through the Rain: Resolving High-Frequency Conflicts in Deraining and Super-Resolution via Diffusion Guidance AAAI 2026 SegQuant: A Semantics-Aware and Generalizable Quantization Framework for Diffusion Models CVPR 2026 SegTune: Structured and Fine-Grained Control for Song Generation ACL 2026 Self-Diffusion Driven Blind Imaging CVPR 2026 Self-Evaluation Unlocks Any-Step Text-to-Image Generation CVPR 2026 Self-NPO: Data-Free Diffusion Model Enhancement via Truncated Diffusion Fine-Tuning AAAI 2026 Self-supervised Dynamic Heterogeneous Degradation Modeling for Unified Zero-Shot Image Restoration CVPR 2026 Self-Supervised One-Step Diffusion Refinement for Snapshot Compressive Imaging AAAI 2026 SelFusion: Self-distillation for Diffusion Language Models ACL 2026 Semantic-Adaptive Diffusion for Dynamic Spatiotemporal Fusion CVPR 2026 Semantic Alignment for Pose-Invariant Identity Preserving Diffusion CVPR 2026 Semantic Derivative Flow: Graph-Guided Diffusion for Controllable Instance Interactions CVPR 2026 Semantic-Guided Sketch-to-RGB Image Generation via Controlled Diffusion for Improved Sketch Recognition (Student Abstract) AAAI 2026