Diffusion Models

Let Your Image Move with Your Motion! -- Implicit Multi-Object Multi-Motion Transfer CVPR 2026 Leveraging Semantic Attribute Binding for Free-Lunch Color Control in Diffusion Models WACV 2026 LiDAR-GS++: Improving LiDAR Gaussian Reconstruction via Diffusion Priors AAAI 2026 LiDAR-to-4DRadar Diffusion Bridge via Cross-Modal Alignment and Translation in Latent Space CVPR 2026 LIFT and PLACE: A Simple, Stable, and Effective Knowledge Distillation Framework for Lightweight Diffusion Models CVPR 2026 Lighting-grounded Video Generation with Renderer-based Agent Reasoning CVPR 2026 Lighting in Motion: Spatiotemporal HDR Lighting Estimation CVPR 2026 LightMover: Generative Light Movement with Color and Intensity Controls CVPR 2026 Lightning Fast Caching-based Parallel Denoising Prediction for Accelerating Talking Head Generation AAAI 2026 Linear Image Generation by Synthesizing Exposure Brackets CVPR 2026 Line Art Colorization with Offset Prior-based Diffusion Model WACV 2026 LinVideo: A Post-Training Framework towards O(n) Attention in Efficient Video Generation CVPR 2026 LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models ACL 2026 LLaDA-MedV: Exploring Large Language Diffusion Models for Biomedical Image Understanding CVPR 2026 LogCD: Local-to-global Consistency Distillation for Few-step Image Generation CVPR 2026 LookFlow: Training-Free and Efficient High-Resolution Image Synthesis via Dynamic Lookahead Guidance Flow AAAI 2026 Low-Rank Residual Diffusion Models CVPR 2026 LSAP-PV: High-Fidelity Palm Vein Image Synthesis via Layered Spectral Absorption Projection-Guided Diffusion Model AAAI 2026 LumiX: Structured and Coherent Text-to-Intrinsic Generation CVPR 2026 Lynx: Towards High-Fidelity Personalized Video Generation CVPR 2026 M3ashy: Multi-Modal Material Synthesis via Hyperdiffusion AAAI 2026 M3DLayout: A Multi-Source Dataset of 3D Indoor Layouts and Structured Descriptions for 3D Generation CVPR 2026 M4V: Multimodal Mamba for Efficient Text-to-Video Generation CVPR 2026 MAD: Motion Appearance Decoupling for efficient Driving World Models CVPR 2026 MagicFuse: Single Image Fusion for Visual and Semantic Reinforcement CVPR 2026