Diffusion Models

WFM: 3D Wavelet Flow Matching for Ultrafast Multi-Modal MRI Synthesis MIDL 2026 What Is It Like to Be a Noise? An Entropy-based Gaussian Noise Regularization for Diffusion Models CVPR 2026 When Environments Shift: Safe Planning with Generative Priors and Robust Conformal Prediction L4DC 2026 When Lines Meet Textures: Spatial-Frequency Aligned Diffusion Features for Cross-Sparsity Correspondence CVPR 2026 When Local Rules Create Global Order: Self-Organized Representation Learning for Latent Diffusion Models CVPR 2026 When LoRA Betrays: Backdooring Text-to-Image Models by Masquerading as Benign Adapters CVPR 2026 When Numbers Speak: Aligning Textual Numerals and Visual Instances in Text-to-Video Diffusion Models CVPR 2026 When Pretty Isn't Useful: Investigating Why Modern Text-to-Image Models Fail as Reliable Training Data Generators CVPR 2026 When Safety Collides: Resolving Multi-Category Harmful Conflicts in Text-to-Image Diffusion via Adaptive Safety Guidance CVPR 2026 WildCap: Facial Albedo Capture in the Wild via Hybrid Inverse Rendering CVPR 2026 WorldStereo: Bridging Camera-Guided Video Generation and Scene Reconstruction via 3D Geometric Memories CVPR 2026 X2Edit: Revisiting Arbitrary-Instruction Image Editing Through Self-Constructed Data and Task-Aware Representation Learning AAAI 2026 YOSE: You Only Select Essential Tokens for Efficient DiT-based Video Object Removal CVPR 2026 You Can Have a Second Chance: Unbiased and Multi-bit Watermarking for Diffusion Language Models with Regret-based Remasking ACL 2026 You Only Erase Once: Erasing Anything without Bringing Unexpected Content CVPR 2026 You Only Need One Stage: Novel-View Synthesis from a Single Blind Face Image AAAI 2026 Your Latent Mask is Wrong: Pixel-Equivalent Latent Compositing for Diffusion Models CVPR 2026 Yume1.5: A Text-Controlled Interactive World Generation Model CVPR 2026 ZeroIDIR: Zero-Reference Illumination Degradation Image Restoration with Perturbed Consistency Diffusion Models CVPR 2026 Zero-Shot Audio-Visual Editing via Cross-Modal Delta Denoising WACV 2026 Zero-Shot Video Deraining with Video Diffusion Models WACV 2026 $InterLCM$: Low-Quality Images as Intermediate States of Latent Consistency Models for Effective Blind Face Restoration ICLR 2025 I^2AM: Interpreting Image-to-Image Latent Diffusion Models via Bi-Attribution Maps ICLR 2025 360PanT: Training-Free Text-Driven 360-Degree Panorama-to-Panorama Translation WACV 2025 3D²-Actor: Learning Pose-Conditioned 3D-Aware Denoiser for Realistic Gaussian Avatar Modeling AAAI 2025