Diffusion Models

DICArt: Advancing Category-level Articulated Object Pose Estimation in Discrete State-Spaces CVPR 2026 DICE: Discrete Inversion Enabling Controllable Editing for Masked Generative Models WACV 2026 Diff4Splat: Repurposing Video Diffusion Models for Dynamic Scene Generation CVPR 2026 Diff4TST: Masked Diffusion Language Model for Text Style Transfer ACL 2026 DiffDecompose: Layer-Wise Decomposition of Alpha-Composited Images via Diffusion Transformers CVPR 2026 Difficulty-Aware Learning Curve Extrapolation AAAI 2026 Difficulty Controlled Diffusion Model for Synthesizing Effective Training Data AAAI 2026 DiffMM: Efficient Method for Accurate Noisy and Sparse Trajectory Map Matching via One Step Diffusion AAAI 2026 Diff-NAT: Better Naturalistic and Aggressive Adversarial Attacks via Class-Optimized Diffusion for Object Detection AAAI 2026 DiffNR: Diffusion-Enhanced Neural Representation Optimization for Sparse-View 3D Tomographic Reconstruction AAAI 2026 DiffRefiner: Coarse to Fine Trajectory Planning via Diffusion Refinement with Semantic Interaction for End to End Autonomous Driving AAAI 2026 DiffRegCD: Integrated Registration and Change Detection with Diffusion Features WACV 2026 Diff-SemiER: Transparency-Aware Adaptive Fusion Diffusion Model with Generative Prior for Semi-Transparent Eyeglasses Removal CVPR 2026 DiffTAC: Temporal-Conditioned Latent Diffusion with Integrated Attention for Intermediate Frame Generation and Temporal Super-Resolution in Cardiac MRI MIDL 2026 Diffuse Thinking: Exploring Diffusion Language Models as Efficient Thought Proposers for Reasoning ACL 2026 Diffusion-Assisted Progressive Learning for Weakly Supervised Phrase Localization AAAI 2026 Diffusion-Based Action Recognition Generalizes to Untrained Domains WACV 2026 Diffusion-Based Authentication of Copy Detection Patterns: A Multimodal Framework with Printer Signature Conditioning WACV 2026 Diffusion-Based Contextual Reconstruction for Point Cloud Segmentation with Limited Annotations AAAI 2026 Diffusion-Based Makeup Transfer with Facial Region-Aware Makeup Features CVPR 2026 Diffusion-Based Native Adversarial Synthesis for Enhanced Medical Segmentation Generalization CVPR 2026 Diffusion-Based sRGB Real Noise Generation via Prompt-Driven Noise Representation Learning CVPR 2026 Diffusion-calibrated Continual Test-time Adaptation AAAI 2026 Diffusion-CAM: Faithful Visual Explanations for dMLLMs ACL 2026 Diffusion Distillation with Direct Preference Optimization for Efficient 3D LiDAR Scene Completion AAAI 2026