Image Generation

Aligning Multi-Character Narrative Image Generation with Multi-Aspect Human Preferences CVPR 2026 Clothe and Pose CVPR 2026 Designing Instance-Level Sampling Schedules via REINFORCE with James-Stein Shrinkage CVPR 2026 DiffTAC: Temporal-Conditioned Latent Diffusion with Integrated Attention for Intermediate Frame Generation and Temporal Super-Resolution in Cardiac MRI MIDL 2026 DiverseDiT: Towards Diverse Representation Learning in Diffusion Transformers CVPR 2026 Do Less, Achieve More: Do We Need Every-Step Optimization for RL Fine-tuning of Diffusion Models? CVPR 2026 DRiffusion: Draft-and-Refine Process Parallelizes Diffusion Models with Ease CVPR 2026 DVAR: Dynamic Visual Autoregressive Modeling for Image Super-Resolution CVPR 2026 Flow Map Distillation Without Data CVPR 2026 From Competition to Synergy: Unlocking Reinforcement Learning for Subject-Driven Image Generation ACL 2026 GenMask: Adapting DiT for Segmentation via Direct Mask Generation CVPR 2026 Guiding a Diffusion Transformer with the Internal Dynamics of Itself CVPR 2026 Guiding Diffusion Models with Semantically Degraded Conditions CVPR 2026 Improved Mean Flows: On the Challenges of Fastforward Generative Models CVPR 2026 LabelG: Consistent Pairwise 3D CT Image and Segmentation Mask Generation via Medical Foundation Models MIDL 2026 LADR: Locality-Aware Dynamic Rescue for Efficient Text-to-Image Generation with Diffusion Large Language Models ACL 2026 LIFT and PLACE: A Simple, Stable, and Effective Knowledge Distillation Framework for Lightweight Diffusion Models CVPR 2026 MaskFocus: Focusing Policy Optimization on Critical Steps for Masked Image Generation CVPR 2026 MixFlow Training: Alleviating Exposure Bias with Slowed Interpolation Mixture CVPR 2026 MultiBanana: A Challenging Benchmark for Multi-Reference Text-to-Image Generation CVPR 2026 Multi-Scale Local Speculative Decoding for Image Generation CVPR 2026 Now They See It, Now They Don’t: Multimodal Reward Models Exhibit Unreliability in Physical World Constraints CoNLL 2026 PaCo-RL: Advancing Reinforcement Learning for Consistent Image Generation with Pairwise Reward Modeling CVPR 2026 PG-VTON: Single-Pass Training-Free Virtual Try-On via Patch-Guided Reference Alignment CVPR 2026 Progress by Pieces: Test-Time Scaling for Autoregressive Image Generation CVPR 2026