Awesome Video Diffusion

A curated list of recent diffusion models for video generation, editing, restoration, understanding, nerf, etc.

(Source: Make-A-Video, Tune-A-Video, and Fate/Zero.)

Table of Contents

• Open-source Toolboxes and Foundation Models
• Evaluation Benchmarks and Metrics
• Commercial Product
• Video Generation
• Efficient Video Generation
• Controllable Video Generation
• Character Customization
• Motion Customization
• Long Video / Film Generation
• Video Generation with 3D/Physical Prior
• Video Editing
• Human or Subject Motion
• Video Enhancement and Restoration
• Audio Synthesis for Video
• Talking Head Generation
• Reinforcement Learning for Video Generation
• Policy Learning
• Virtual Try-On
• 3D
• 4D
• Game Generation
• AI Safety
• Rendering with Virtual Engine
• Open-World Model
• Video Understanding
• Healthcare and Biology
• Other Applications
• Code-rendered Video Generation

Open-source Toolboxes and Foundation Models

• Omni-Rewriter
  
  Open agentic prompt-expansion harness for image/video generation (schema → validate → bounded repair → dialect render; H3/Seedance/Seedream/Qwen-Image). Expand ≠ generate.

• NanoI2V
  
  A step-by-step teaching series for building an Image-to-Video model from scratch in PyTorch, covering 3D VAEs, DiT, Flow Matching, RoPE, and conditioning.

• Helios: Real Real-Time Long Video Generation Model
  

• Waver: Wave Your Way to Lifelike Video Generation

• FastVideo: A unified inference and post-training framework for accelerated video generation

• LightX2V: Light Video Generation Inference Framework
  

• Wan-Video
  

• SkyReels-V2
  

• DiffSynth-Studio
  

• Step-Video-T2V Technical Report: The Practice, Challenges, and Future of Video Foundation Model
  

• Cosmos
  

• LTX-Video
  

• HunyuanVideo: A Systematic Framework For Large Video Generative Models
  

• VideoTuna
  

• Allegro
  

• Mochi 1
  

• Movie Gen: A Cast of Media Foundation Models
  

• Pyramidal Flow Matching for Efficient Video Generative Modeling
  

• Open-Sora-Plan
  

• Open-Sora
  

• Stable Video Diffusion
  

• Show-1
  

• Hotshot-XL (text-to-GIF)
  

• zeroscope_v2
  

• I2VGen-XL (image-to-video / video-to-video)
  

• text-to-video-synthesis-colab
  

• VideoCrafter: A Toolkit for Text-to-Video Generation and Editing
  

• ModelScope (Text-to-video synthesis)
  

• Diffusers (Text-to-video synthesis)
  

• Wunjo CE (Video Generation and Editing)
  

Evaluation Benchmarks and Metrics

• LikePhys: Evaluating Intuitive Physics Understanding in Video Diffusion Models via Likelihood Preference (Oct., 2025)
  

• Stable Cinemetrics: Structured Taxonomy and Evaluation for Professional Video Generation (Sep., 2025)
  

• OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation (Mar., 2025)
  

• VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness (Mar., 2025)
  

• Impossible Videos (Mar., 2025)
  

• MEt3R: Measuring Multi-View Consistency in Generated Images (Jan., 2025)
  

• Is Your World Simulator a Good Story Presenter? A Consecutive Events-Based Benchmark for Future Long Video Generation (Dec., 2024)
  

• Evaluation Agent, Efficient and Promptable Evaluation Framework for Visual Generative Models (Dec., 2024)
  

• Frechet Video Motion Distance: A Metric for Evaluating Motion Consistency in Videos (Jun., 2024)
  

• T2V-CompBench: A Comprehensive Benchmark for Compositional Text-to-video Generation (Jun., 2024)
  

• ChronoMagic-Bench: A Benchmark for Metamorphic Evaluation of Text-to-Time-lapse Video Generation (NeurIPS, 2024)
  

• PEEKABOO: Interactive Video Generation via Masked-Diffusion (CVPR, 2024)
  

• T2VScore: Towards A Better Metric for Text-to-Video Generation (Jan., 2024)
  

• StoryBench: A Multifaceted Benchmark for Continuous Story Visualization (NeurIPS, 2023)
  

• VBench: Comprehensive Benchmark Suite for Video Generative Models (Nov., 2023)
  

• FETV: A Benchmark for Fine-Grained Evaluation of Open-Domain Text-to-Video Generation (Nov., 2023)
  

• EvalCrafter: Benchmarking and Evaluating Large Video Generation Models (Oct., 2023)
  

• Evaluation of Text-to-Video Generation Models: A Dynamics Perspective (Jul., 2024)
  

• VidProM: A Million-scale Real Prompt-Gallery Dataset for Text-to-Video Diffusion Models (May., 2024)
  

• Panda-70M: Captioning 70M Videos with Multiple Cross-Modality Teachers (CVPR, 2024)
  

• ReLight My NeRF: A Dataset for Novel View Synthesis and Relighting of Real World Objects (CVPR, 2023)
  

Commercial Product

• Veo 2 (Google)
  

• Kling (KuaiShou)
  

• Gen 3 (Runway)
  

• Dream Machine (Luma AI)
  

• Sora (Open AI)
  

• Wunjo (WR)
  

• Shortodella
  

• Seedream AI Studio
  

• Riffkit
  

• SEELE TV

Video Generation

• Helios: Real Real-Time Long Video Generation Model (Mar., 2026)
  

• MOVA: Towards Scalable and Synchronized Video-Audio Generation (Feb., 2026)

• Causal Forcing: Autoregressive Diffusion Distillation Done Right for High-Quality Real-Time Interactive Video Generation (Feb., 2026)
  

• VINO: A Unified Visual Generator with Interleaved OmniModal Context (Jan., 2026)
  

• UltraViCo: Breaking Extrapolation Limits in Video Diffusion Transformers (Oct., 2025)
  

• VISTA: A Test-Time Self-Improving Video Generation Agent (Oct., 2025 | CVPR 2026)
  

• UniVideo: Unified Understanding, Generation, and Editing for Videos (Oct., 2025)
  

• PUSA V1.0: Surpassing Wan-I2V with $500 Training Cost by Vectorized Timestep Adaptation (July., 2025)
  

• LayerFlow : A Unified Model for Layer-aware Video Generation (May., 2025)
  

• InfLVG: Reinforce Inference-Time Consistent Long Video Generation with GRPO (May., 2025)
  

• Training-Free Efficient Video Generation via Dynamic Token Carving (May., 2025)
  

• ReVision: High-Quality, Low-Cost Video Generation with Explicit 3D Physics Modeling for Complex Motion and Interaction (Apr., 2025)
  

• Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis (Apr., 2025)
  

• MAGI-1: Autoregressive Video Generation at Scale (Apr., 2025)
  

• SphereDiff: Tuning-free Omnidirectional Panoramic Image and Video Generation via Spherical Latent Representation (Apr., 2025)
  

• Packing Input Frame Context in Next-Frame Prediction Models for Video Generation (Apr., 2025)
  

• SkyReels-V2: Infinite-length Film Generative Model (Apr., 2025)
  

• Seaweed-7B: Cost-Effective Training of Video Generation Foundation Model (Apr., 2025)
  

• Aligning Text-to-Video Generation Models with Prompt Optimization (Mar., 2025)
  

• Target-Aware Video Diffusion Models (Mar., 2025)
  

• MagicComp: Training-free Dual-Phase Refinement for Compositional Video Generation (Mar., 2025)
  

• Video-T1: Test-Time Scaling for Video Generation (Mar., 2025)
  

• Temporal Regularization Makes Your Video Generator Stronger (Mar., 2025)
  

• VACE: All-in-One Video Creation and Editing (Mar., 2025)
  

• RIFLEx: A Free Lunch for Length Extrapolation in Video Diffusion Transformers (Feb., 2025)
  

• DLFR-VAE: Dynamic Latent Frame Rate VAE for Video Generation (Feb., 2025)
  

• Magic 1-For-1: Generating One Minute Video Clips within One Minute (Feb., 2025)
  

• Lumina-Video: Efficient and Flexible Video Generation with Multi-scale Next-DiT (Feb., 2025)
  

• Inference-Time Text-to-Video Alignment with Diffusion Latent Beam Search (Jan., 2025)
  

• RepVideo: Rethinking Cross-Layer Representation for Video Generation (Jan., 2025)
  

• Large Motion Video Autoencoding with Cross-modal Video VAE (Dec., 2024)
  

• MotiF: Making Text Count in Image Animation with Motion Focal Loss (Dec., 2024)
  

• VideoDPO: Omni-Preference Alignment for Video Diffusion Generation (Dec., 2024)
  

• Autoregressive Video Generation without Vector Quantization (Dec., 2024)
  

• AniDoc: Animation Creation Made Easier (Dec., 2024)
  

• Video Diffusion Transformers are In-Context Learners (Dec., 2024)
  

• Track4Gen: Teaching Video Diffusion Models to Track Points Improves Video Generation (Dec., 2024 | CVPR 2025)
  

• Instructional Video Generation (Dec., 2024)
  

• Mimir: Improving Video Diffusion Models for Precise Text Understanding (Dec., 2024)
  

• Spatiotemporal Skip Guidance for Enhanced Video Diffusion Sampling (Dec., 2024)
  

• Identity-Preserving Text-to-Video Generation by Frequency Decomposition (Nov., 2024)
  

• WF-VAE: Enhancing Video VAE by Wavelet-Driven Energy Flow for Latent Video Diffusion Model (Nov., 2024)
  

• VideoRepair: Improving Text-to-Video Generation via Misalignment Evaluation and Localized Refinement (Nov., 2024)
  

• Enhancing Motion in Text-to-Video Generation with Decomposed Encoding and Conditioning (Oct., 2024 | NeurIPS 2024)
  

• Improved Video VAE for Latent Video Diffusion Model (Oct., 2024)
  

• VideoAgent: Self-Improving Video Generation
  

• T2V-Turbo-v2: Enhancing Video Generation Model Post-Training Through Data, Reward, and Conditional Guidance Design (Oct, 2024)
  

• Progressive Autoregressive Video Diffusion Models (Oct., 2024)
  

• Real-Time Video Generation with Pyramid Attention Broadcast (Aug., 2024)
  

• xGen-VideoSyn-1: High-fidelity Text-to-Video Synthesis with Compressed Representations (Aug., 2024)
  

• CogVideoX: Text-to-video generation (Aug., 2024)
  

• FreeLong: Training-Free Long Video Generation with SpectralBlend Temporal Attention (Aug., 2024)
  

• VEnhancer: Generative Space-Time Enhancement for Video Generation (Jul., 2024)
  

• Live2Diff: Live Stream Translation via Uni-directional Attention in Video Diffusion Models (Jul., 2024)
  

• Video Diffusion Alignment via Reward Gradient (Jul., 2024)
  

• ExVideo: Extending Video Diffusion Models via Parameter-Efficient Post-Tuning (Jun., 2024)
  

• MimicMotion: High-Quality Human Motion Video Generation with Confidence-aware Pose Guidance (Jul., 2024)
  

• Identifying and Solving Conditional Image Leakage in Image-to-Video Diffusion Model (Jun., 2024)
  

• Video-Infinity: Distributed Long Video Generation (Jun., 2024)
  

• MotionBooth: Motion-Aware Customized Text-to-Video Generation (Jun., 2024)
  

• Text-Animator: Controllable Visual Text Video Generation (Jun., 2024)
  

• UniAnimate: Taming Unified Video Diffusion Models for Consistent Human Image Animation (Jun., 2024)
  

• T2V-Turbo: Breaking the Quality Bottleneck of Video Consistency Model with Mixed Reward Feedback (May, 2024)
  

• Collaborative Video Diffusion: Consistent Multi-video Generation with Camera Control (May, 2024)
  

• Human4DiT: Free-view Human Video Generation with 4D Diffusion Transformer (May, 2024)
  

• FIFO-Diffusion: Generating Infinite Videos from Text without Training (May, 2024)
  

• Vidu: a Highly Consistent, Dynamic and Skilled Text-to-Video Generator with Diffusion Models (May, 2024)
  

• Lumina-T2X: Transforming Text into Any Modality, Resolution, and Duration via Flow-based Large Diffusion Transformers (May, 2024)
  

• StoryDiffusion: Consistent Self-Attention for Long-Range Image and Video Generation (May, 2024)
  

• TI2V-Zero: Zero-Shot Image Conditioning for Text-to-Video Diffusion Models (CVPR 2024)
  

• ID-Animator: Zero-Shot Identity-Preserving Human Video Generation (Apr., 2024)
  

• AnimateZoo: Zero-shot Video Generation of Cross-Species Animation via Subject Alignment (Apr., 2024)
  

• MagicTime: Time-lapse Video Generation Models as Metamorphic Simulators (Apr., 2024)
  

• TRIP: Temporal Residual Learning with Image Noise Prior for Image-to-Video Diffusion Models (CVPR 2024)
  

• VSTAR: Generative Temporal Nursing for Longer Dynamic Video Synthesis (Mar., 2024)
  

• StreamingT2V: Consistent, Dynamic, and Extendable Long Video Generation from Text (Mar., 2024)
  

• Intention-driven Ego-to-Exo Video Generation (Mar., 2024)
  

• VideoElevator: Elevating Video Generation Quality with Versatile Text-to-Image Diffusion Models (Mar., 2024)
  

• Snap Video: Scaled Spatiotemporal Transformers for Text-to-Video Synthesis (Feb., 2024)
  

• One-Shot Motion Customization of Text-to-Video Diffusion Models (Feb., 2024)
  

• Magic-Me: Identity-Specific Video Customized Diffusion (Feb., 2024)
  

• ConsistI2V: Enhancing Visual Consistency for Image-to-Video Generation (Feb., 2024)
  

• Direct-a-Video: Customized Video Generation with User-Directed Camera Movement and Object Motion (Feb., 2024)
  

• Video-LaVIT: Unified Video-Language Pre-training with Decoupled Visual-Motional Tokenization (Feb., 2024)
  

• Boximator: Generating Rich and Controllable Motions for Video Synthesis (Feb., 2024)
  

• Lumiere: A Space-Time Diffusion Model for Video Generation (Jan., 2024)
  

• ActAnywhere: Subject-Aware Video Background Generation (Jan., 2024)
  

• WorldDreamer: Towards General World Models for Video Generation via Predicting Masked Tokens (Jan., 2024)
  

• CustomVideo: Customizing Text-to-Video Generation with Multiple Subjects (Jan., 2024)
  

• UniVG: Towards UNIfied-modal Video Generation (Jan., 2024)
  

• VideoCrafter2: Overcoming Data Limitations for High-Quality Video Diffusion Models (Jan., 2024)
  

• 360DVD: Controllable Panorama Video Generation with 360-Degree Video Diffusion Model (Jan., 2024)
  

• RAVEN: Rethinking Adversarial Video Generation with Efficient Tri-plane Networks (Jan., 2024)
  

• Latte: Latent Diffusion Transformer for Video Generation (Jan., 2024)
  

• MagicVideo-V2: Multi-Stage High-Aesthetic Video Generation (Jan., 2024)
  

• VideoDrafter: Content-Consistent Multi-Scene Video Generation with LLM (Jan., 2024)
  

• FlashVideo: A Framework for Swift Inference in Text-to-Video Generation (Dec., 2023)
  

• I2V-Adapter: A General Image-to-Video Adapter for Video Diffusion Models (Dec., 2023)
  

• A Recipe for Scaling up Text-to-Video Generation with Text-free Videos (Dec., 2023)
  

• PIA: Your Personalized Image Animator via Plug-and-Play Modules in Text-to-Image Models (Dec., 2023)
  

• VideoPoet: A Large Language Model for Zero-Shot Video Generation (Dec., 2023)
  

• InstructVideo: Instructing Video Diffusion Models with Human Feedback (Dec., 2023)
  

• VideoLCM: Video Latent Consistency Model (Dec., 2023)
  

• PEEKABOO: Interactive Video Generation via Masked-Diffusion (Dec., 2023)
  

• FreeInit: Bridging Initialization Gap in Video Diffusion Models (Dec., 2023)
  

• Photorealistic Video Generation with Diffusion Models (Dec., 2023)
  

• Upscale-A-Video: Temporal-Consistent Diffusion Model for Real-World Video Super-Resolution (Dec., 2023)
  

• DreaMoving: A Human Video Generation Framework based on Diffusion Models (Dec., 2023)
  

• MotionCrafter: One-Shot Motion Customization of Diffusion Models (Dec., 2023)
  

• AnimateZero: Video Diffusion Models are Zero-Shot Image Animators (Dec., 2023)
  

• AVID: Any-Length Video Inpainting with Diffusion Model (Dec., 2023)
  

• MTVG : Multi-text Video Generation with Text-to-Video Models (Dec., 2023)
  

• DreamVideo: Composing Your Dream Videos with Customized Subject and Motion (Dec., 2023)
  

• Hierarchical Spatio-temporal Decoupling for Text-to-Video Generation (Dec., 2023)
  

• GenTron: Delving Deep into Diffusion Transformers for Image and Video Generation (CVPR 2024)
  

• GenDeF: Learning Generative Deformation Field for Video Generation (Dec., 2023)
  

• F3-Pruning: A Training-Free and Generalized Pruning Strategy towards Faster and Finer Text-to-Video Synthesis (Dec., 2023)
  

• DreamVideo: High-Fidelity Image-to-Video Generation with Image Retention and Text Guidance (Dec., 2023)
  

• LivePhoto: Real Image Animation with Text-guided Motion Control (Dec., 2023)
  

• Fine-grained Controllable Video Generation via Object Appearance and Context (Dec., 2023)
  

• VideoBooth: Diffusion-based Video Generation with Image Prompts (Dec., 2023)
  

• StyleCrafter: Enhancing Stylized Text-to-Video Generation with Style Adapter (Dec., 2023)
  

• MicroCinema: A Divide-and-Conquer Approach for Text-to-Video Generation (Nov., 2023)
  

• ART•V: Auto-Regressive Text-to-Video Generation with Diffusion Models (Nov., 2023)
  

• Smooth Video Synthesis with Noise Constraints on Diffusion Models for One-shot Video Tuning (Nov., 2023)
  

• VideoAssembler: Identity-Consistent Video Generation with Reference Entities using Diffusion Model (Nov., 2023)
  

• MotionZero:Exploiting Motion Priors for Zero-shot Text-to-Video Generation (Nov., 2023)
  

• MagicAnimate: Temporally Consistent Human Image Animation using Diffusion Model (Nov., 2023)
  

• FlowZero: Zero-Shot Text-to-Video Synthesis with LLM-Driven Dynamic Scene Syntax (Nov., 2023)
  

• Sketch Video Synthesis (Nov., 2023)
  

• Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets (Nov., 2023)
  

• Decouple Content and Motion for Conditional Image-to-Video Generation (Nov., 2023)
  

• FusionFrames: Efficient Architectural Aspects for Text-to-Video Generation Pipeline (Nov., 2023)
  

• Fine-Grained Open Domain Image Animation with Motion Guidance (Nov., 2023)
  

• GPT4Motion: Scripting Physical Motions in Text-to-Video Generation via Blender-Oriented GPT Planning (Nov., 2023)
  

• MagicDance: Realistic Human Dance Video Generation with Motions & Facial Expressions Transfer (Nov., 2023)
  

• MoVideo: Motion-Aware Video Generation with Diffusion Models (Nov., 2023)
  

• Make Pixels Dance: High-Dynamic Video Generation (Nov., 2023)
  

• Emu Video: Factorizing Text-to-Video Generation by Explicit Image Conditioning (Nov., 2023)
  

• Optimal Noise pursuit for Augmenting Text-to-Video Generation (Nov., 2023)
  

• VideoDreamer: Customized Multi-Subject Text-to-Video Generation with Disen-Mix Finetuning (Nov., 2023)
  

• SEINE: Short-to-Long Video Diffusion Model for Generative Transition and Prediction (Oct., 2023)
  

• FreeNoise: Tuning-Free Longer Video Diffusion Via Noise Rescheduling (Oct., 2023)
  

• DynamiCrafter: Animating Open-domain Images with Video Diffusion Priors (Oct., 2023)
  

• LAMP: Learn A Motion Pattern for Few-Shot-Based Video Generation (Oct., 2023)
  

• Show-1: Marrying Pixel and Latent Diffusion Models for Text-to-Video Generation (Sep., 2023)
  

• MotionDirector: Motion Customization of Text-to-Video Diffusion Models (Sep., 2023)
  

• LAVIE: High-Quality Video Generation with Cascaded Latent Diffusion Models (Sep., 2023)
  

• Free-Bloom: Zero-Shot Text-to-Video Generator with LLM Director and LDM Animator (Sep., 2023)
  

• Hierarchical Masked 3D Diffusion Model for Video Outpainting (Sep., 2023)
  

• Reuse and Diffuse: Iterative Denoising for Text-to-Video Generation (Sep., 2023)
  

• VideoGen: A Reference-Guided Latent Diffusion Approach for High Definition Text-to-Video Generation (Sep., 2023)
  

• MagicAvatar: Multimodal Avatar Generation and Animation (Aug., 2023)
  

• Empowering Dynamics-aware Text-to-Video Diffusion with Large Language Models (Aug., 2023)
  

• SimDA: Simple Diffusion Adapter for Efficient Video Generation (Aug., 2023)
  

• ModelScope Text-to-Video Technical Report (Aug., 2023)
  

• Dual-Stream Diffusion Net for Text-to-Video Generation (Aug., 2023)
  

• InternVid: A Large-scale Video-Text Dataset for Multimodal Understanding and Generation (Jul., 2023)
  

• Animate-A-Story: Storytelling with Retrieval-Augmented Video Generation (Jul., 2023)
  

• AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific Tuning (Jul., 2023)
  

• DisCo: Disentangled Control for Referring Human Dance Generation in Real World (Jul., 2023)
  

• Learn the Force We Can: Enabling Sparse Motion Control in Multi-Object Video Generation (Jun., 2023)
  

• VideoComposer: Compositional Video Synthesis with Motion Controllability (Jun., 2023)
  

• Probabilistic Adaptation of Text-to-Video Models (Jun., 2023)
  

• Make-Your-Video: Customized Video Generation Using Textual and Structural Guidance (Jun., 2023)
  

• Gen-L-Video: Multi-Text to Long Video Generation via Temporal Co-Denoising (May, 2023)
  

• Cinematic Mindscapes: High-quality Video Reconstruction from Brain Activity (May, 2023)
  

• Any-to-Any Generation via Composable Diffusion (May, 2023)
  

• VideoFactory: Swap Attention in Spatiotemporal Diffusions for Text-to-Video Generation (May, 2023)
  

• Preserve Your Own Correlation: A Noise Prior for Video Diffusion Models (May, 2023)
  

• LaMD: Latent Motion Diffusion for Video Generation (Apr., 2023)
  

• Align your Latents: High-Resolution Video Synthesis with Latent Diffusion Models (CVPR 2023)
  

• Text2Performer: Text-Driven Human Video Generation (Apr., 2023)
  

• Generative Disco: Text-to-Video Generation for Music Visualization (Apr., 2023)
  

• Latent-Shift: Latent Diffusion with Temporal Shift (Apr., 2023)
  

• DreamPose: Fashion Image-to-Video Synthesis via Stable Diffusion (Apr., 2023)
  

• Follow Your Pose: Pose-Guided Text-to-Video Generation using Pose-Free Videos (Apr., 2023)
  

• Physics-Driven Diffusion Models for Impact Sound Synthesis from Videos (CVPR 2023)
  

• Seer: Language Instructed Video Prediction with Latent Diffusion Models (Mar., 2023)
  

• Text2video-Zero: Text-to-Image Diffusion Models Are Zero-Shot Video Generators (Mar., 2023)
  

• Conditional Image-to-Video Generation with Latent Flow Diffusion Models (CVPR 2023)
  

• Decomposed Diffusion Models for High-Quality Video Generation (CVPR 2023)
  

• Video Probabilistic Diffusion Models in Projected Latent Space (CVPR 2023)
  

• Learning 3D Photography Videos via Self-supervised Diffusion on Single Images (Feb., 2023)
  

• Structure and Content-Guided Video Synthesis With Diffusion Models (Feb., 2023)
  

• Tune-A-Video: One-Shot Tuning of Image Diffusion Models for Text-to-Video Generation (ICCV 2023)
  

• Mm-Diffusion: Learning Multi-Modal Diffusion Models for Joint Audio and Video Generation (CVPR 2023)
  

• Magvit: Masked Generative Video Transformer (Dec., 2022)
  

• VIDM: Video Implicit Diffusion Models (AAAI 2023)
  

• Efficient Video Prediction via Sparsely Conditioned Flow Matching (Nov., 2022)
  

• Latent Video Diffusion Models for High-Fidelity Video Generation With Arbitrary Lengths (Nov., 2022)
  

• SinFusion: Training Diffusion Models on a Single Image or Video (Nov., 2022)
  

• MagicVideo: Efficient Video Generation With Latent Diffusion Models (Nov., 2022)
  

• Imagen Video: High Definition Video Generation With Diffusion Models (Oct., 2022)
  

• Make-A-Video: Text-to-Video Generation without Text-Video Data (ICLR 2023)
  

• Diffusion Models for Video Prediction and Infilling (TMLR 2022)
  

• McVd: Masked Conditional Video Diffusion for Prediction, Generation, and Interpolation (NeurIPS 2022)
  

• Video Diffusion Models (Apr., 2022)
  

• Diffusion Probabilistic Modeling for Video Generation (Mar., 2022)
  

Efficient Video Generation

• CachedSearch: Training-Free Cached Exploration for Test-Time Search in Video Diffusion (Jul., 2026)
  

• SpargeAttn: Accurate Sparse Attention Accelerating Any Model Inference (Feb., 2025)
  

• SageAttention2: Efficient Attention with Thorough Outlier Smoothing and Per-thread INT4 Quantization (Feb., 2025)
  

• FlashVideo:Flowing Fidelity to Detail for Efficient High-Resolution Video Generation (Feb., 2025)
  

• Fast Video Generation with Sliding Tile Attention (Feb, 2025)
  

• Sparse VideoGen: Accelerating Video Diffusion Transformers with Spatial-Temporal Sparsity (Feb, 2025)
  

• Diffusion Adversarial Post-Training for One-Step Video Generation (Jan, 2025)
  

• From Slow Bidirectional to Fast Causal Video Generators (Dec., 2024)
  

• SnapGen-V: Generating a Five-Second Video within Five Seconds on a Mobile Device (Dec., 2024)
  

• Mobile Video Diffusion (Dec., 2024)
  

• MoViE: Mobile Diffusion for Video Editing (Dec., 2024)
  

• Individual Content and Motion Dynamics Preserved Pruning for Video Diffusion Models (Nov., 2024)
  

• Adaptive Caching for Faster Video Generation with Diffusion Transformers (Nov., 2024)
  

• Fast and Memory-Efficient Video Diffusion Using Streamlined Inference (Nov., 2024)
  

• SageAttention: Accurate 8-Bit Attention for Plug-and-play Inference Acceleration (Oct., 2024)
  

Controllable Video Generation

• ActionSplice: In-Flight Action Editing for Interactive World Models (Sep., 2026)

• PhyCo: Learning Controllable Physical Priors for Generative Motion (CVPR 2026)

• ID-Crafter: VLM-Grounded Online RL for Compositional Multi-Subject Video Generation (CVPR, 2026)

• Video-As-Prompt: Unified Semantic Control for Video Generation (Nov, 2025)
  

• EgoControl: Controllable Egocentric Video Generation via 3D Full-Body Poses (CVPR 2026)

• Hand2World: Autoregressive Egocentric Interaction Generation via Free-Space Hand Gestures (Feb, 2026)

• ATI: Any Trajectory Instruction for Controllable Video Generation (Jun., 2025)

• TC-Light: Temporally Coherent Generative Rendering for Realistic World Transfer (Jun., 2025)

• IllumiCraft: Unified Geometry and Illumination Diffusion for Controllable Video Generation (Jun., 2025)

• Frame In-N-Out: Unbounded Controllable Image-to-Video Generation (May, 2025)

• VideoPainter: Any-length Video Inpainting and Editing with Plug-and-Play Context Control (May, 2025 | SIGGRAPH 2025)
  

• FlexiAct: Towards Flexible Action Control in Heterogeneous Scenarios (May, 2025 | SIGGRAPH 2025)
  

• Dynamic Camera Poses and Where to Find Them (Apr., 2025)

• GenDoP: Auto-regressive Camera Trajectory Generation as a Director of Photography (Apr., 2025)
  

• OmniVDiff: Omni Controllable Video Diffusion for Generation and Understanding (Apr., 2025)
  

• UniAnimate-DiT: Human Image Animation with Large-Scale Video Diffusion Transformer (Apr., 2025)
  

• GenDoP: Auto-regressive Camera Trajectory Generation as a Director of Photography (Apr., 2025)
  

• Beyond Static Scenes: Camera-controllable Background Generation for Human Motion (Apr., 2025)
  

• SketchVideo: Sketch-based Video Generation and Editing (Apr., 2025)
  

• Any2Caption:Interpreting Any Condition to Caption for Controllable Video Generation (Apr., 2025)
  

• Reangle-A-Video: 4D Video Generation as Video-to-Video Translation (Mar., 2025)
  

• DynamiCtrl: Rethinking the Basic Structure and the Role of Text for High-quality Human Image Animation (Mar., 2025)
  

• HunyuanPortrait: Implicit Condition Control for Enhanced Portrait Animation (Mar., 2025)
  

• Enabling Versatile Controls for Video Diffusion Models (Mar., 2025)
  

• MagicMotion: Controllable Video Generation with Dense-to-Sparse Trajectory Guidance (Mar., 2025)
  

• MusicInfuser: Making Video Diffusion Listen and Dance (Mar., 2025)
  

• ReCamMaster: Camera-Controlled Generative Rendering from A Single Video (Mar., 2025)
  

• CameraCtrl II: Dynamic Scene Exploration via Camera-controlled Video Diffusion Models (Mar., 2025)
  

• GEN3C: 3D-Informed World-Consistent Video Generation with Precise Camera Control (Mar., 2025 | CVPR 2025)
  

• C-Drag: Chain-of-Thought Driven Motion Controller for Video Generation (Feb., 2025)
  

• X-Dancer: Expressive Music to Human Dance Video Generation (Feb., 2025)
  

• CineMaster: A 3D-Aware and Controllable Framework for Cinematic Text-to-Video Generation (Feb., 2025)
  

• RealCam-I2V: Real-World Image-to-Video Generation with Interactive Complex Camera Control (Feb., 2025)
  

• AnyCharV: Bootstrap Controllable Character Video Generation with Fine-to-Coarse Guidance (Feb., 2025)
  

• A 3D-Aware and Controllable Framework for Cinematic Text-to-Video Generation (Feb., 2025)
  

• VidCRAFT3: Camera, Object, and Lighting Control for Image-to-Video Generation (Feb., 2025)
  

• FloVD: Optical Flow Meets Video Diffusion Model for Camera-Controlled Video Synthesis (Feb., 2025)
  

• Light-A-Video: Training-free Video Relighting via Progressive Light Fusion (Feb., 2025)
  

• MotionCanvas: Cinematic Shot Design with Controllable Image-to-Video Generation (Feb., 2025)
  

• MotionCanvas: Cinematic Shot Design with Controllable Image-to-Video Generation (Feb., 2025)
  

• DynVFX: Augmenting Real Videos with Dynamic Content (Feb., 2025)
  

• MotionAgent: Fine-grained Controllable Video Generation via Motion Field Agent (Feb., 2025)
  

• RelightVid: Temporal-Consistent Diffusion Model for Video Relighting (Feb., 2025)
  

• LayerAnimate: Layer-level Control for Animation (Jan., 2025)
  

• Perception-as-Control: Fine-grained Controllable Image Animation with 3D-aware Motion Representation (Jan., 2025)
  

• BlobGEN-Vid: Compositional Text-to-Video Generation with Blob Video Representations (Jan., 2025)
  

• On Unifying Video Generation and Camera Pose Estimation (Jan., 2025)
  

• VideoAnydoor: High-fidelity Video Object Insertion with Precise Motion Control (Jan., 2025)
  

• DirectorLLM for Human-Centric Video Generation (Dec., 2024)
  

• Consistent Human Image and Video Generation with Spatially Conditioned Diffusion (Dec., 2024)
  

• Generative Inbetweening through Frame-wise Conditions-Driven Video Generation (Dec., 2024)
  

• InterDyn: Controllable Interactive Dynamics with Video Diffusion Models (Dec., 2024)
  

• OmniDrag: Enabling Motion Control for Omnidirectional Image-to-Video Generation (Dec., 2024)
  

• SynCamMaster: Synchronizing Multi-Camera Video Generation from Diverse Viewpoints (Dec., 2024)
  

• 3DTrajMaster: Mastering 3D Trajectory for Multi-Entity Motion in Video Generation (Dec., 2024)
  

• ObjCtrl-2.5D: Training-free Object Control with Camera Poses (Dec., 2024)
  

• Motion Prompting: Controlling Video Generation with Motion Trajectories (Nov., 2024)
  

• Identity-Preserving Text-to-Video Generation by Frequency Decomposition (Nov., 2024)
  

• FlipSketch: Flipping assets Drawings to Text-Guided Sketch Animations (Nov., 2024)
  

• AnimateAnything: Consistent and Controllable Animation for video generation (Nov., 2024)
  

• MVideo: Motion Control for Enhanced Complex Action Video Generation (Nov., 2024)
  

• ReCapture: Generative Video Camera Controls for User-Provided Videos using Masked Video Fine-Tuning (Nov., 2024 | CVPR 2025)
  

• SG-I2V: Self-Guided Trajectory Control in Image-to-Video Generation (Nov., 2024)
  

• X-Portrait: Expressive Portrait Animation with Hierarchical Motion Attention (Nov., 2024)
  

• LumiSculpt: A Consistency Lighting Control Network for Video Generation (Nov., 2024)
  

• FRAMER: INTERACTIVE FRAME INTERPOLATION (Oct., 2024)
  

• CamI2V: Camera-Controlled Image-to-Video Diffusion Model (Oct., 2024)
  

• Cavia: Camera-controllable Multi-view Video Diffusion with View-Integrated Attention (Oct., 2024)
  

• Animate Your Motion: Turning Still Images into Dynamic Videos(Mar., 2023|ECCV 2024)
  

• EasyControl: Transfer ControlNet to Video Diffusion for Controllable Generation and Interpolation (Aug., 2024)
  

• ControlNeXt: Powerful and Efficient Control for Image and Video Generation (Aug., 2024)
  

• TrackGo: A Flexible and Efficient Method for Controllable Video Generation (Aug., 2024)
  

• Puppet-Master: Scaling Interactive Video Generation as a Motion Prior for Part-Level Dynamics (Aug., 2024)
  

• Sketch2Scene: Automatic Generation of Interactive 3D Game Scenes from User's Casual Sketches (Aug., 2024)
  

• Expressive Whole-Body 3D Gaussian Avatar (Aug., 2024)
  

• Tora: Trajectory-oriented Diffusion Transformer for Video Generation (Jul., 2024 | CVPR 2025)
  

• HumanVid: Demystifying Training Data for Camera-controllable Human Image Animation (Jul., 2024)
  

• Cinemo: Consistent and Controllable Image Animation with Motion Diffusion Models (Jul., 2024)
  

• VD3D: Taming Large Video Diffusion Transformers for 3D Camera Control (Jul., 2024)
  

• Still-Moving: Customized Video Generation without Customized Video Data (Jul., 2024)
  

• LivePortrait: Efficient Portrait Animation with Stitching and Retargeting Control (Jul., 2024)
  

• Identifying and Solving Conditional Image Leakage in Image-to-Video Diffusion Model (Jun., 2024 | NeurIPS 2024)
  

• Image Conductor: Precision Control for Interactive Video Synthesis (Jun., 2024)
  

• MimicMotion: High-Quality Human Motion Video Generation with Confidence-aware Pose Guidance (Jun., 2024)
  

• FreeTraj: Tuning-Free Trajectory Control in Video Diffusion Models (Jun., 2024)
  

• MOFA-Video: Controllable Image Animation via Generative Motion Field Adaptions in Frozen Image-to-Video Diffusion Model (Jun., 2024)
  

• Champ: Controllable and Consistent Human Image Animation with 3D Parametric Guidance (Mar., 2024)
  

• TrailBlazer: Trajectory Control for Diffusion-Based Video Generation (Jan., 2024)
  

• Motion-Zero: Zero-Shot Moving Object Control Framework for Diffusion-Based Video Generation (Jan., 2024)
  

• Moonshot: Towards Controllable Video Generation and Editing with Multimodal Conditions (Jan., 2024)
  

• MotionCtrl: A Unified and Flexible Motion Controller for Video Generation (Dec., 2023)
  

• Animate Anyone: Consistent and Controllable Image-to-Video Synthesis for Character Animation (Nov., 2023)
  

• SparseCtrl: Adding Sparse Controls to Text-to-Video Diffusion Models (Nov., 2023)
  

• Control-A-Video: Controllable Text-to-Video Generation with Diffusion Models (May, 2023)
  

• Motion-Conditioned Diffusion Model for Controllable Video Synthesis (Apr., 2023)
  

• ControlVideo: Training-free Controllable Text-to-Video Generation (May, 2023)
  

• DragNUWA: Fine-grained Control in Video Generation by Integrating Text, Image, and Trajectory (Aug., 2023)
  

• DragAnything: Motion Control for Anything using Entity Representation (ECCV, 2024)
  

• CameraCtrl: Enabling Camera Control for Video Diffusion Models (Apr., 2024)
  

• Training-free Camera Control for Video Generation (Jun., 2024)
  

• Customizing Motion in Text-to-Video Diffusion Models (Dec., 2023)
  

• MotionClone: Training-Free Motion Cloning for Controllable Video Generation (Jun., 2024)
  

Character Customization

• FlexiAct: Towards Flexible Action Control in Heterogeneous Scenarios (May, 2025 | SIGGRAPH 2025)
  

• HunyuanCustom: A Multimodal-Driven Architecture for Customized Video Generation (May., 2025)
  

• VideoMage: Multi-Subject and Motion Customization of Text-to-Video Diffusion Models (Mar., 2025)

• MagicID: Hybrid Preference Optimization for ID-Consistent and Dynamic-Preserved Video Customization (Mar., 2025)
  

• Concat-ID: Towards Universal Identity-Preserving Video Synthesis (Mar., 2025)
  

• CINEMA: Coherent Multi-Subject Video Generation via MLLM-Based Guidance (Mar., 2025)
  

• FantasyID: Face Knowledge Enhanced ID-Preserving Video Generation (Feb., 2025)
  

• Dynamic Concepts Personalization from Single Videos (Feb., 2025)
  

• Phantom: Subject-consistent video generation via cross-modal alignment (Feb., 2025)
  

• Movie Weaver: Tuning-Free Multi-Concept Video Personalization with Anchored Prompts (Feb., 2025)
  

• Animate Anyone 2: High-Fidelity Character Image Animation with Environment Affordance (Feb., 2025)
  

• Multi-subject Open-set Personalization in Video Generation (Jan., 2025)
  

• Magic Mirror: ID-Preserved Video Generation in Video Diffusion Transformers (Jan., 2025)
  

• ConceptMaster: Multi-Concept Video Customization on Diffusion Transformer Models Without Test-Time Tuning (Jan., 2025)
  

• VideoMaker: Zero-shot Customized Video Generation with the Inherent Force of Video Diffusion Models (Dec., 2024)
  

• PersonalVideo: High ID-Fidelity Video Customization without Dynamic and Semantic Degradation (Nov., 2024)
  

• DreamVideo-2: Zero-Shot Subject-Driven Video Customization with Precise Motion Control (Oct., 2024)
  

• CustomCrafter: Customized Video Generation with Preserving Motion and Concept Composition Abilities (Aug., 2024)
  

Motion Customization

• TrajectoryMover: Generative Movement of Object Trajectories in Videos (Mar., 2026)

• Frame In-N-Out: Unbounded Controllable Image-to-Video Generation (May, 2025)

• MotionPro: A Precise Motion Controller for Image-to-Video Generation (May, 2025 | CVPR 2025)
  

• LMP: Leveraging Motion Prior in Zero-Shot Video Generation with Diffusion Transformer (May, 2025)

• FlexiAct: Towards Flexible Action Control in Heterogeneous Scenarios (May, 2025 | SIGGRAPH 2025)
  

• Training-free Guidance in Text-to-Video Generation via Multimodal Planning and Structured Noise Initialization (Apr., 2025)
  

• Separate Motion from Appearance: Customizing Motion via Customizing Text-to-Video Diffusion Models (Feb., 2025)
  

• Go-with-the-Flow: Motion-Controllable Video Diffusion Models Using Real-Time Warped Noise (Jan., 2025)
  

• Training-Free Motion-Guided Video Generation with Enhanced Temporal Consistency Using Motion Consistency Loss (Jan., 2025)
  

• Free-Form Motion Control: A Synthetic Video Generation Dataset with Controllable Camera and Object Motions (Jan., 2025)
  

• CustomTTT: Motion and Appearance Customized Video Generation via Test-Time Training (Dec., 2024)
  

• MotionShop: Zero-Shot Motion Transfer in Video Diffusion Models with Mixture of Score Guidance (Dec., 2024)
  

• Video Motion Transfer with Diffusion Transformers (Dec., 2024)
  

• Latent-Reframe: Enabling Camera Control for Video Diffusion Model without Training (Dec., 2024)
  

• Motion Modes: What Could Happen Next? (Dec., 2024)
  

• MoTrans: Customized Motion Transfer with Text-driven Video (Dec., 2024)
  

• AC3D: Analyzing and Improving 3D Camera Control in Video Diffusion Transformers (Dec., 2024)
  

• Trajectory Attention For Fine-grained Video Motion Control (Dec., 2024)
  

• ViewExtrapolator: Novel View Extrapolation with Video Diffusion Priors (Nov., 2024)
  

• I2VControl-Camera: Precise Video Camera Control with Adjustable Motion Strength (Nov., 2024)
  

• MotionDirector: Motion Customization of Text-to-Video Diffusion Models (Sep., 2023 | ECCV 2024)
  

• LAMP: Learn A Motion Pattern for Few-Shot-Based Video Generation (Oct., 2023 | CVPR 2024)
  

• Vmc: Video motion customization using temporal attention adaption for text-to-video diffusion models (Dec., 2023 | CVPR 2024)
  

• DreamVideo: Composing Your Dream Videos with Customized Subject and Motion (Dec., 2023 | CVPR 2024)
  

• MotionCtrl: A Unified and Flexible Motion Controller for Video Generation (Dec., 2023 | SIGGRAPH 2024)
  

• Customizing Motion in Text-to-Video Diffusion Models (Dec., 2023)
  

• Direct-a-Video: Customized Video Generation with User-Directed Camera Movement and Object Motion (Feb., 2024)
  

• Customize-A-Video: One-Shot Motion Customization of Text-to-Video Diffusion Models (Feb., 2024)
  

• DreamMotion: Space-Time Self-Similar Score Distillation for Zero-Shot Video Editing (Mar., 2024 | ECCV 2024)
  

• DragAnything: Motion Control for Anything using Entity Representation (Mar., 2024 | ECCV 2024)

• Spectral Motion Alignment for Video Motion Transfer using Diffusion Models (Mar., 2024)
  

• Motion Inversion for Video Customization (Mar., 2024)
  

• Edit-Your-Motion: Space-Time Diffusion Decoupling Learning for Video Motion Editing (Mar., 2024)
  

• Video Diffusion Models are Training-free Motion Interpreter and Controller (May., 2024)
  

• Collaborative Video Diffusion: Consistent Multi-video Generation with Camera Control (May., 2024)
  

• MotionClone: Training-Free Motion Cloning for Controllable Video Generation (Jun., 2024)
  

• FreeTraj: Tuning-Free Trajectory Control in Video Diffusion Models (Jun., 2024)
  

• Zero-Shot Controllable Image-to-Video Animation via Motion Decomposition (Jul., 2024 | ACM MM 2024)
  

• Tora: Trajectory-oriented Diffusion Transformer for Video Generation (Jul., 2024)
  

• Reenact Anything: Semantic Video Motion Transfer Using Motion-Textual Inversion (Aug., 2024)
  

Long Video / Film Generation

• A²RD: Agentic Autoregressive Diffusion for Long Video Consistency (May., 2026)
  

• Stable Video Infinity: Infinite-Length Video Generation with Error Recycling (Oct., 2025)
  

• AnimeShooter: A Multi-Shot Animation Dataset for Reference-Guided Video Generation (Jun., 2025)
  

• VideoPainter: Any-length Video Inpainting and Editing with Plug-and-Play Context Control (May, 2025 | SIGGRAPH 2025)
  

• One-Minute Video Generation with Test-Time Training (Apr., 2025)
  

• Mask²DiT: Dual Mask-based Diffusion Transformer for Multi-Scene Long Video Generation (Mar., 2025 | CVPR 2025)
  

• Long-Context Autoregressive Video Modeling with Next-Frame Prediction (Mar., 2025)
  

• MovieAgent: Automated Movie Generation via Multi-Agent CoT Planning (Mar., 2025)
  

• Long Context Tuning for Video Generation (Mar., 2025)
  

• RIFLEx: A Free Lunch for Length Extrapolation in Video Diffusion Transformers (Feb., 2025)
  

• VideoRAG: Retrieval-Augmented Generation with Extreme Long-Context Videos (Feb., 2025)
  

• Ouroboros-Diffusion: Exploring Consistent Content Generation in Tuning-free Long Video Diffusion (Jan., 2025)
  

• VideoAuteur: Towards Long Narrative Video Generation (Jan., 2025)
  

• DiTCtrl: Exploring Attention Control in Multi-Modal Diffusion Transformer for Tuning-Free Multi-Prompt Longer Video Generation (Dec., 2024)
  

• LinGen: Towards High-Resolution Minute-Length Text-to-Video Generation with Linear Computational Complexity (Dec., 2024)
  

• Owl-1: Omni World Model for Consistent Long Video Generation (Dec., 2024)
  

• Video Storyboarding: Multi-Shot Character Consistency for Text-to-Video Generation (Dec., 2024)

• Mind the Time: Temporally-Controlled Multi-Event Video Generation (Dec., 2024)
  

• GenMAC: Compositional Text-to-Video Generation with Multi-Agent Collaboration (Dec., 2024)
  

• Long Video Diffusion Generation with Segmented Cross-Attention and Content-Rich Video Data Curation (Dec., 2024)
  

• VideoGen-of-Thought: A Collaborative Framework for Multi-Shot Video Generation (Dec., 2024)
  

• MotionCharacter: Identity-Preserving and Motion Controllable Human Video Generation (Nov., 2024)
  

• Identity-Preserving Text-to-Video Generation by Frequency Decomposition (Nov., 2024)
  

• MovieBench: A Hierarchical Movie Level Dataset for Long Video Generation (CVPR 2025)
  

• MotionPrompt: Optical-Flow Guided Prompt Optimization for Coherent Video Generation (Nov., 2024)
  

• DreamRunner: Fine-Grained Storytelling Video Generation with Retrieval-Augmented Motion Adaptation (Nov., 2024)
  

• StoryMaker: Towards consistent characters in text-to-image generation (Nov., 2024)
  

• Storynizor: Consistent Story Generation via Inter-Frame Synchronized and Shuffled ID Injection (Nov., 2024)
  

• ACDC: Autoregressive Coherent Multimodal Generation using Diffusion Correction (Nov., 2024)
  

• Story-Adapter: A Training-free Iterative Framework for Long Story Visualization (Nov., 2024)
  

• In-Context LoRA for Diffusion Transformers (Aug., 2024)
  

• SEED-Story: Multimodal Long Story Generation with Large Language Model (Jul., 2024)
  

• StoryAgent: Customized Storytelling Video Generation via Multi-Agent Collaboration (Nov., 2024)
  

• ARLON: Boosting Diffusion Transformers With Autoregressive Models for Long Video Generation (Oct., 2024)
  

• Unbounded: A Generative Infinite Game of Character Life Simulation (Oct., 2024)
  

• Redefining Temporal Modeling in Video Diffusion: The Vectorized Timestep Approach (Oct., 2024)
  

• Loong: Generating Minute-level Long Videos with Autoregressive Language Models (Oct., 2024)
  

• DreamCinema: Cinematic Transfer with Free Camera and 3D Character (Oct., 2024)
  

• CinePreGen: Camera Controllable Video Previsualization via Engine-powered Diffusion (Aug., 2024)
  

• DreamCinema: Cinematic Transfer with Free Camera and 3D Character (Aug., 2024)
  

• SkyScript-100M: 1,000,000,000 Pairs of Scripts and Shooting Scripts for Short Drama (Aug., 2024)
  

• Anim-Director: A Large Multimodal Model Powered Agent for Controllable Animation Video Generation (Aug., 2024)
  

• Kubrick: Multimodal Agent Collaborations for Synthetic Video Generation (Aug., 2024)
  

• DreamFactory: Pioneering Multi-Scene Long Video Generation with a Multi-Agent Framework (Jul, 2024)
  

• MovieDreamer: Hierarchical Generation for Coherent Long Visual Sequence (Jul, 2024)
  

• Streetscapes: Large-scale Consistent Street View Generation Using Autoregressive Video Diffusion (Jul., 2024)
  

• AutoAD-Zero: A Training-Free Framework for Zero-Shot Audio Description (Jul, 2024)
  

• AesopAgent: Agent-driven Evolutionary System on Story-to-Video Production (Jul, 2024)
  

• TheaterGen: Character Management with LLM for Consistent Multi-turn Image Generation (Jul, 2024)
  

• AutoStudio: Crafting Consistent Subjects in Multi-turn Interactive Image Generation (Jul, 2024)
  

• DreamStory: Open-Domain Story Visualization by LLM-Guided Multi-Subject Consistent Diffusion (Jul, 2024)
  

• VideoDirectorGPT: Consistent Multi-scene Video Generation via LLM-Guided Planning (Jul, 2024)
  

• MCVD: Masked Conditional Video Diffusion for Prediction, Generation, and Interpolation (NeurIPS 2022)
  

• NUWA-XL: Diffusion over Diffusion for eXtremely Long Video Generation (Mar., 2023)
  

• Flexible Diffusion Modeling of Long Videos (May, 2022)
  

Video Generation with 3D/Physical Prior

• Over++: Generative Video Compositing for Layer Interaction Effects (Dec, 2025)
  

• Force Prompting: Video Generation Models Can Learn and Generalize Physics-based Control Signals (May, 2025)
  

• ReVision: High-Quality, Low-Cost Video Generation with Explicit 3D Physics Modeling for Complex Motion and Interaction](https://arxiv.org/abs/2504.21855) (Apr, 2025)
  

• SyncVP: Joint Diffusion for Synchronous Multi-Modal Video Prediction (CVPR 2025)

  

• DiffusionRenderer: Neural Inverse and Forward Rendering with Video Diffusion Models (Feb, 2025)
  

• Generative Physical AI in Vision: A Survey (Jan, 2025)
  

• Do generative video models learn physical principles from watching videos? (Jan, 2025)
  

• Diffusion as Shader: 3D-aware Video Diffusion for Versatile Video Generation Control (Jan, 2025)
  

• Motion Dreamer: Realizing Physically Coherent Video Generation through Scene-Aware Motion Reasoning (Nov, 2024)
  

• PhyT2V: LLM-Guided Iterative Self-Refinement for Physics-Grounded Text-to-Video Generation (Nov, 2024)
  

• Phys4DGen: A Physics-Driven Framework for Controllable and Efficient 4D Content Generation from a Single Image (Nov, 2024)
  

• PhysMotion: Physics-Grounded Dynamics From a Single Image (Nov, 2024)
  

• AutoVFX: Physically Realistic Video Editing from Natural Language Instructions (Nov, 2024)
  

• How Far is Video Generation from World Model: A Physical Law Perspective (Oct, 2024)
  

• Tex4D: Zero-shot 4D Scene Texturing with Video Diffusion Models (Oct, 2024)
  

• PhyGenBench: Towards World Simulator: Crafting Physical Commonsense-Based Benchmark for Video Generation (Oct, 2024)
  

• PhysGen: Rigid-Body Physics-Grounded Image-to-Video Generation (Oct, 2024)
  

• StereoCrafter: Diffusion-based Generation of Long and High-fidelity Stereoscopic 3D from Monocular Videos (Oct, 2024)
  

• ViewCrafter: Taming Video Diffusion Models for High-fidelity Novel View Synthesis (Sep, 2024)
  

• [Compositional 3D-aware Video Generation with LLM Director](https://www.microsoft.com/en-us/research/project/compositional-3d-aware-v