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

• LIFT: Layout-In-Future Video Generation under Large Viewpoint Change via On-Policy Self-Distillation (Sep., 2026)

• 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