Key papers

• FilmBench: A Film-Grade Benchmark for Cinematic Video Generation (2026)
  Shengyi Wang et al.
  8.24
• A Review on Generative AI For Text-To-Image and Image-To-Image Generation and Implications To Scientific Images (2025)
  Zineb Sordo and Eric Chagnon and Daniela Ushizima
  7.58
• PE-Field 4D: Video Generation Models as Canvas (2026)
  Yunpeng Bai et al.
  5.49
• TRaM-VSR: Importance-Aware Token Routing and Merging for One-Step Diffusion Video Super-Resolution (2026)
  Sicheng Gao et al.
  5.01
• AgentHOI: Multi-Agent Reasoning for Human-Object-Interaction Video Generation via Implicit Representation Alignment (2026)
  Ziyao Huang et al.
  5.01
• fMRI2Face: A Full-HD fMRI-Video Dataset and Geometry-Guided Neural Decoding Framework for Dynamic Human Face Reconstruction (2026)
  Jingyang Huo et al.
  5.01
• VideoRAE: Taming Video Foundation Models for Generative Modeling via Representation Autoencoders (2026)
  Zhihao Xie et al.
  5.00
• MCCD: Multi-Agent Collaboration-based Compositional Diffusion for Complex Text-to-Image Generation (2025)
  Mingcheng Li et al.
  4.42
• Video2Reaction: Mapping Video to Audience Reaction Distribution in the Wild (2026)
  Trang Nguyen et al.
  4.39
• I2VShield: An Efficient Proactive Defense Framework against DiT-based Image-to-Video Models (2026)
  Yimao Guo et al.
  4.39
• SALAD: Skeleton-aware Latent Diffusion for Text-driven Motion Generation and Editing (2025)
  Seokhyeon Hong et al.
  4.30
• Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models (2025)
  Fan Yang et al.
  3.92
• StorySync: Training-Free Subject Consistency in Text-to-Image Generation via Region Harmonization (2025)
  Gopalji Gaur et al.
  3.92
• TurboFill: Adapting Few-step Text-to-image Model for Fast Image Inpainting (2025)
  Liangbin Xie et al.
  3.70
• Tutorial on Diffusion Models for Imaging and Vision (2024)
  Stanley H. Chan
  3.69
• LTX-Video: Realtime Video Latent Diffusion (2025)
  Yoav HaCohen et al.
  3.53
• Making Time Editable in Video Diffusion Transformers (2026)
  Konstantin Kuklev et al.
  3.45
• Structural Energy Guidance for View-Consistent Text-to-3D Generation (2026)
  Qing Zhang et al.
  3.39
• {\Phi}-Noise: Training-Free Temporal Video Conditioning via Phase-Based Noise Manipulation (2026)
  Ofir Abramovich et al.
  3.39
• Paris 2.0: A Decentralized Diffusion Model for Video Generation (2026)
  Ali Rouzbayani et al.
  3.39
• Motion-Zero: Zero-Shot Moving Object Control Framework for Diffusion-Based Video Generation (2024)
  Changgu Chen et al.
  2.92
• ShotAdapter: Text-to-Multi-Shot Video Generation with Diffusion Models (2025)
  Ozgur Kara et al.
  2.82
• SRDiffusion: Accelerate Video Diffusion Inference via Sketching-Rendering Cooperation (2025)
  Shenggan Cheng et al.
  2.82
• CAT Pruning: Cluster-Aware Token Pruning For Text-to-Image Diffusion Models (2025)
  Xinle Cheng et al.
  2.65
• StyleBlend: Enhancing Style-Specific Content Creation in Text-to-Image Diffusion Models (2025)
  Zichong Chen et al.
  2.65
• Learning Temporally Consistent Video Depth from Video Diffusion Priors (2024)
  Jiahao Shao et al.
  2.26
• RATLIP: Generative Adversarial CLIP Text-to-Image Synthesis Based on Recurrent Affine Transformations (2024)
  Chengde Lin et al.
  2.21
• Inverting the Streaming-Diffusion Bottleneck: Video-Rate MLLM-Conditioned Edit Diffusion on a Consumer GPU (2026)
  Yoshiyuki Ootani
  1.94
• Text-Guided Texturing by Synchronized Multi-View Diffusion (2023)
  Yuxin Liu et al.
  1.87
• LegoDiffusion: Micro-Serving Text-to-Image Diffusion Workflows (2026)
  Lingyun Yang et al.
  1.83
• When Numbers Speak: Aligning Textual Numerals and Visual Instances in Text-to-Video Diffusion Models (2026)
  Zhengyang Sun et al.
  1.83
• InsEdit: Towards Instruction-based Visual Editing via Data-Efficient Video Diffusion Models Adaptation (2026)
  Zhefan Rao et al.
  1.83
• Latent-Compressed Variational Autoencoder for Video Diffusion Models (2026)
  Jiarui Guan et al.
  1.83
• DreamShot: Personalized Storyboard Synthesis with Video Diffusion Prior (2026)
  Junjia Huang et al.
  1.83
• ReImagine: Rethinking Controllable High-Quality Human Video Generation via Image-First Synthesis (2026)
  Zhengwentai Sun et al.
  1.83
• Analyzing and Improving Fast Sampling of Text-to-Image Diffusion Models (2026)
  Zhenyu Zhou et al.
  1.78
• SoundWeaver: Semantic Warm-Starting for Text-to-Audio Diffusion Serving (2026)
  Ayush Barik et al.
  1.78
• FrameDiT: Diffusion Transformer with Matrix Attention for Efficient Video Generation (2026)
  Minh Khoa Le et al.
  1.78
• Na\"ive PAINE: Lightweight Text-to-Image Generation Improvement with Prompt Evaluation (2026)
  Joong Ho Kim et al.
  1.78
• UniVid: Pyramid Diffusion Model for High Quality Video Generation (2026)
  Xinyu Xiao et al.
  1.78
• Diffusion Models for Joint Audio-Video Generation (2026)
  Alejandro Paredes La Torre
  1.78
• Uni-Classifier: Leveraging Video Diffusion Priors for Universal Guidance Classifier (2026)
  Yujie Zhou et al.
  1.78
• LGTM: Training-Free Light-Guided Text-to-Image Diffusion Model via Initial Noise Manipulation (2026)
  Ryugo Morita et al.
  1.78
• FSVideo: Fast Speed Video Diffusion Model in a Highly-Compressed Latent Space (2026)
  FSVideo Team et al.
  1.72
• Rethinking Global Text Conditioning in Diffusion Transformers (2026)
  Nikita Starodubcev et al.
  1.72
• ImageRAGTurbo: Towards One-step Text-to-Image Generation with Retrieval-Augmented Diffusion Models (2026)
  Peijie Qiu et al.
  1.72
• Motion Prior Distillation in Time Reversal Sampling for Generative Inbetweening (2026)
  Wooseok Jeon et al.
  1.72
• CHAI: CacHe Attention Inference for text2video (2026)
  Joel Mathew Cherian et al.
  1.72
• Causal Motion Diffusion Models for Autoregressive Motion Generation (2026)
  Qing Yu et al.
  1.72
• Efficient Camera-Controlled Video Generation of Static Scenes via Sparse Diffusion and 3D Rendering (2026)
  Jieying Chen et al.
  1.67
• Transition Matching Distillation for Fast Video Generation (2026)
  Weili Nie et al.
  1.67
• ScenDi: 3D-to-2D Scene Diffusion Cascades for Urban Generation (2026)
  Hanlei Guo et al.
  1.67
• Video4Spatial: Towards Visuospatial Intelligence with Context-Guided Video Generation (2025)
  Zeqi Xiao et al.
  1.61
• Fully Unsupervised Self-debiasing of Text-to-Image Diffusion Models (2025)
  Korada Sri Vardhana et al.
  1.61
• CoDA: From Text-to-Image Diffusion Models to Training-Free Dataset Distillation (2025)
  Letian Zhou et al.
  1.61
• BulletTime: Decoupled Control of Time and Camera Pose for Video Generation (2025)
  Yiming Wang et al.
  1.61
• Delving into Latent Spectral Biasing of Video VAEs for Superior Diffusability (2025)
  Shizhan Liu et al.
  1.61
• SVG-T2I: Scaling Up Text-to-Image Latent Diffusion Model Without Variational Autoencoder (2025)
  Minglei Shi et al.
  1.61
• Few-Step Distillation for Text-to-Image Generation: A Practical Guide (2025)
  Yifan Pu et al.
  1.61
• DiffusionBrowser: Interactive Diffusion Previews via Multi-Branch Decoders (2025)
  Susung Hong et al.
  1.61