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

• 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
  

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

• 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

• 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 (Aug, 2024)
  

• IDOL: Unified Dual-Modal Latent Diffusion for Human-Centric Joint Video-Depth Generation (Jul, 2024)
  

• PhysDreamer: Physics-Based Interaction with 3D Objects via Video Generation (ECCV 2024)
  

Video Editing

• Kiwi-Edit: Versatile Video Editing via Instruction and Reference Guidance (Mar., 2026)

• NOVA: Sparse Control, Dense Synthesis for Pair-Free Video Editing (Mar., 2026)

• VideoCoF: Unified Video Editing with Temporal Reasoner (Dec., 2025 | CVPR 2026)
  

• MotionV2V: Editing Motion in a Video (Nov., 2025)

• Scaling Instruction-Based Video Editing with a High-Quality Synthetic Dataset (Oct., 2025)
  

• EditVerse: Unifying Image and Video Editing and Generation with In-Context Learning (Sep., 2025)
  

• OmniInsert: Mask-Free Video Insertion of Any Reference via Diffusion Transformer Models (Sep., 2025)
  

• MiniMax-Remover: Taming Bad Noise Helps Video Object Removal (May, 2025)
  

• LoRA-Edit: Controllable First-Frame-Guided Video Editing via Mask-Aware LoRA Fine-Tuning (Jun, 2025)
  

• UNIC: Unified In-Context Video Editing (Jun, 2025)
  

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

• VEGGIE: Instructional Editing and Reasoning of Video Concepts with Grounded Generation (Apr., 2025)
  

• MTV-Inpaint: Multi-Task Long Video Inpainting (Mar., 2025)
  

• Señorita-2M : A High-Quality Instruction-based Dataset for General Video Editing by Video Specialists (Mar., 2025)
  

• VideoGrain: Modulating Space-Time Attention for Multi-grained Video Editing (Feb., 2025 | ICLR 2025)
  

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

• Qffusion: Controllable Portrait Video Editing via Quadrant-Grid Attention Learning (Jan., 2025)
  

• MIVE: New Design and Benchmark for Multi-Instance Video Editing (Dec., 2024)
  

• VividFace: A Diffusion-Based Hybrid Framework for High-Fidelity Video Face Swapping (Dec., 2024)
  

• MotionFlow: Attention-Driven Motion Transfer in Video Diffusion Models (Dec., 2024)
  

• DIVE: Taming DINO for Subject-Driven Video Editing (Dec., 2024)
  

• AniGS: Animatable Gaussian Avatar from a Single Image with Inconsistent Gaussian Reconstruction (Dec., 2024)
  

• StableV2V: Stablizing Shape Consistency in Video-to-Video Editing (Nov, 2024)
  

• Unified Editing of Panorama, 3D Scenes, and Videos Through Disentangled Self-Attention Injection (May, 2024)
  

• I2VEdit: First-Frame-Guided Video Editing via Image-to-Video Diffusion Models (May, 2024)
  

• Looking Backward: Streaming Video-to-Video Translation with Feature Banks (May, 2024)
  

• ReVideo: Remake a Video with Motion and Content Control (May, 2024)
  

• Slicedit: Zero-Shot Video Editing With Text-to-Image Diffusion Models Using Spatio-Temporal Slices (May, 2024)
  

• ViViD: Video Virtual Try-on using Diffusion Models (May, 2024)
  

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

• GenVideo: One-shot target-image and shape aware video editing using T2I diffusion models (Apr., 2024)
  

• EVA: Zero-shot Accurate Attributes and Multi-Object Video Editing (Mar., 2024)
  

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

• AnyV2V: A Tuning-Free Framework For Any Video-to-Video Editing Tasks (Mar., 2024)
  

• CoCoCo: Improving Text-Guided Video Inpainting for Better Consistency, Controllability and Compatibility (Mar., 2024)
  

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

• Video Editing via Factorized Diffusion Distillation (Mar., 2024)
  

• FastVideoEdit: Leveraging Consistency Models for Efficient Text-to-Video Editing (Mar., 2024)
  

• UniEdit: A Unified Tuning-Free Framework for Video Motion and Appearance Editing (Feb., 2024)
  

• Object-Centric Diffusion for Efficient Video Editing (Jan., 2024)
  

• VASE: Object-Centric Shape and Appearance Manipulation of Real Videos (Jan., 2024)
  

• FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis (Dec., 2023)
  

• Fairy: Fast Parallelized Instruction-Guided Video-to-Video Synthesis (Dec., 2023)
  

• RealCraft: Attention Control as A Solution for Zero-shot Long Video Editing (Dec., 2023)
  

• MaskINT: Video Editing via Interpolative Non-autoregressive Masked Transformers (Dec., 2023)
  

• VidToMe: Video Token Merging for Zero-Shot Video Editing (Dec., 2023)
  

• A Video is Worth 256 Bases: Spatial-Temporal Expectation-Maximization Inversion for Zero-Shot Video Editing (Dec., 2023)
  

• Neutral Editing Framework for Diffusion-based Video Editing (Dec., 2023)
  

• DiffusionAtlas: High-Fidelity Consistent Diffusion Video Editing (Dec., 2023)
  

• RAVE: Randomized Noise Shuffling for Fast and Consistent Video Editing with Diffusion Models (Dec., 2023)
  

• SAVE: Protagonist Diversification with Structure Agnostic Video Editing (Dec., 2023)
  

• MagicStick: Controllable Video Editing via Control Handle Transformations (Dec., 2023)
  

• VideoSwap: Customized Video Subject Swapping with Interactive Semantic Point Correspondence (CVPR 2024)
  

• DragVideo: Interactive Drag-style Video Editing (Dec., 2023)
  

• Drag-A-Video: Non-rigid Video Editing with Point-based Interaction (Dec., 2023)
  

• BIVDiff: A Training-Free Framework for General-Purpose Video Synthesis via Bridging Image and Video Diffusion Models (Dec., 2023)
  

• VMC: Video Motion Customization using Temporal Attention Adaption for Text-to-Video Diffusion Models (CVPR 2024)
  

• FLATTEN: optical FLow-guided ATTENtion for consistent text-to-video editing (ICLR 2024)
  

• MotionEditor: Editing Video Motion via Content-Aware Diffusion (Nov., 2023)
  

• Motion-Conditioned Image Animation for Video Editing (Nov., 2023)
  

• Space-Time Diffusion Features for Zero-Shot Text-Driven Motion Transfer (CVPR 2024)
  

• Cut-and-Paste: Subject-Driven Video Editing with Attention Control (Nov., 2023)
  

• LatentWarp: Consistent Diffusion Latents for Zero-Shot Video-to-Video Translation (Nov., 2023)
  

• Fuse Your Latents: Video Editing with Multi-source Latent Diffusion Models (Oct., 2023)
  

• DynVideo-E: Harnessing Dynamic NeRF for Large-Scale Motion- and View-Change Human-Centric Video Editing (Oct., 2023)
  

• Ground-A-Video: Zero-shot Grounded Video Editing using Text-to-image Diffusion Models (ICLR 2024)
  

• CCEdit: Creative and Controllable Video Editing via Diffusion Models (Sep., 2023)
  

• MagicProp: Diffusion-based Video Editing via Motion-aware Appearance Propagation (Sep., 2023)
  

• MagicEdit: High-Fidelity and Temporally Coherent Video Editing (Aug., 2023)
  

• StableVideo: Text-driven Consistency-aware Diffusion Video Editing (ICCV 2023)
  

• CoDeF: Content Deformation Fields for Temporally Consistent Video Processing (CVPR 2024)
  

• TokenFlow: Consistent Diffusion Features for Consistent Video Editing (ICLR 2024)
  

• INVE: Interactive Neural Video Editing (Jul., 2023)
  

• VidEdit: Zero-Shot and Spatially Aware Text-Driven Video Editing (Jun., 2023)
  

• Rerender A Video: Zero-Shot Text-Guided Video-to-Video Translation (SIGGRAPH Asia 2023)
  

• ControlVideo: Adding Conditional Control for One Shot Text-to-Video Editing (May, 2023)
  

• Make-A-Protagonist: Generic Video Editing with An Ensemble of Experts (May, 2023)
  

• Soundini: Sound-Guided Diffusion for Natural Video Editing (Apr., 2023)
  

• Zero-Shot Video Editing Using Off-the-Shelf Image Diffusion Models (Mar., 2023)
  

• Edit-A-Video: Single Video Editing with Object-Aware Consistency (Mar., 2023)
  

• FateZero: Fusing Attentions for Zero-shot Text-based Video Editing (Mar., 2023)
  

• Pix2video: Video Editing Using Image Diffusion (Mar., 2023)
  

• Video-P2P: Video Editing with Cross-attention Control (Mar., 2023)
  

• Dreamix: Video Diffusion Models Are General Video Editors (Feb., 2023)
  

• Shape-Aware Text-Driven Layered Video Editing (Jan., 2023)
  

• Speech Driven Video Editing via an Audio-Conditioned Diffusion Model (Jan., 2023)
  

• Diffusion Video Autoencoders: Toward Temporally Consistent Face Video Editing via Disentangled Video Encoding (CVPR 2023)
  

Human or Subject Motion

• MTVCrafter: 4D Motion Tokenization for Open-World Human Image Animation (May., 2025)
  

• AnyTop: Character Animation Diffusion with Any Topology (Feb., 2025)
  

• HumanDiT: Pose-Guided Diffusion Transformer for Long-form Human Motion Video Generation (Feb., 2025)
  

• VideoJAM: Joint Appearance-Motion Representations for Enhanced Motion Generation in Video Models (Feb., 2025)
  

• OmniHuman-1: Rethinking the Scaling-Up of One-Stage Conditioned Human Animation Models (Feb., 2025)
  

• AnchorCrafter: Animate CyberAnchors Saling Your Products via Human-Object Interacting Video Generation (Nov., 2024)
  

• KMM: Key Frame Mask Mamba for Extended Motion Generation (Nov., 2024)
  

• DanceFusion: A Spatio-Temporal Skeleton Diffusion Transformer for Audio-Driven Dance Motion Reconstruction (Nov., 2024)
  

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

• A Comprehensive Survey on Human Video Generation: Challenges, Methods, and Insights (Jul., 2024)
  

• OccFusion: Rendering Occluded Humans with Generative Diffusion Priors (Jul., 2024)
  

• EchoMimic: Lifelike Audio-Driven Portrait Animations through Editable Landmark Conditions (Jul., 2024)
  

• DiffSHEG: A Diffusion-Based Approach for Real-Time Speech-driven Holistic 3D Expression and Gesture Generation (CVPR 2024)
  

• Avatars Grow Legs: Generating Smooth Human Motion from Sparse Tracking Inputs with Diffusion Model (CVPR 2023)
  

• InterGen: Diffusion-based Multi-human Motion Generation under Complex Interactions (Apr., 2023)
  

• ReMoDiffuse: Retrieval-Augmented Motion Diffusion Model (Apr., 2023)
  

• Human Motion Diffusion as a Generative Prior (Mar., 2023)
  

• Can We Use Diffusion Probabilistic Models for 3d Motion Prediction? (Feb., 2023)
  

• Single Motion Diffusion (Feb., 2023)
  

• HumanMAC: Masked Motion Completion for Human Motion Prediction (Feb., 2023)
  

• DiffMotion: Speech-Driven Gesture Synthesis Using Denoising Diffusion Model (Jan., 2023)
  

• Modiff: Action-Conditioned 3d Motion Generation With Denoising Diffusion Probabilistic Models (Jan., 2023)
  

• Unifying Human Motion Synthesis and Style Transfer With Denoising Diffusion Probabilistic Models (GRAPP 2023)
  

• Executing Your Commands via Motion Diffusion in Latent Space (CVPR 2023)
  

• Pretrained Diffusion Models for Unified Human Motion Synthesis (Dec., 2022)
  

• PhysDiff: Physics-Guided Human Motion Diffusion Model (Dec., 2022)
  

• BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction (Dec., 2022)
  

• Diffusion Motion: Generate Text-Guided 3d Human Motion by Diffusion Model (ICASSP 2023)
  

• Human Joint Kinematics Diffusion-Refinement for Stochastic Motion Prediction (Oct., 2022)
  

• Human Motion Diffusion Model (ICLR 2023)
  

• FLAME: Free-form Language-based Motion Synthesis & Editing (AAAI 2023)
  

• MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model (Aug., 2022)
  

• Stochastic Trajectory Prediction via Motion Indeterminacy Diffusion (CVPR 2022)
  

Video Enhancement and Restoration

• Enhance-A-Video: Better Generated Video for Free (Feb., 2025)
  

• SVFR: A Unified Framework for Generalized Video Face Restoration (Jan., 2025)
  

• Disentangled Motion Modeling for Video Frame Interpolation (Jun, 2024)
  

• DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration Models (Jul., 2024)
  

• LDMVFI: Video Frame Interpolation with Latent Diffusion Models (Mar., 2023)
  

• CaDM: Codec-aware Diffusion Modeling for Neural-enhanced Video Streaming (Nov., 2022)
  

Audio Synthesis for Video

• AV-DiT: Efficient Audio-Visual Diffusion Transformer for Joint Audio and Video Generation (Feb., 2025)

• UniForm: A Unified Diffusion Transformer for Audio-Video Generation (Feb., 2025)
  

• AGAV-Rater: Enhancing LMM for AI-Generated Audio-Visual Quality Assessment (Jan., 2025)
  

• XMusic: Towards a Generalized and Controllable Symbolic Music Generation Framework (Jan., 2025)
  

• Taming Multimodal Joint Training for High-Quality Video-to-Audio Synthesis (Dec., 2024)
  

• Stable-V2A: Synthesis of Synchronized Audio Effects with Temporal and Semantic Controls (Dec., 2024)
  

• AV-Link: Temporally-Aligned Diffusion Features for Cross-Modal Audio-Video Generation (Dec., 2024)
  

• VinTAGe: Joint Video and Text Conditioning for Holistic Audio Generation (Nov., 2024)
  

• YingSound: Video-Guided Sound Effects Generation with Multi-modal Chain-of-Thought Controls (Nov., 2024)
  

• Video-Guided Foley Sound Generation with Multimodal Controls (Nov., 2024)
  

• MuVi: Video-to-Music Generation with Semantic Alignment and Rhythmic Synchronization (Oct., 2024)
  

• Diverse and Aligned Audio-to-Video Generation via Text-to-Video Model Adaptation (Sep., 2023)
  

• VMAs: Video-to-Music Generation via Semantic Alignment in Web Music Videos (Oct., 2024)
  

• STA-V2A: Video-to-Audio Generation with Semantic and Temporal Alignment (Oct., 2024)
  

• Draw an Audio: Leveraging Multi-Instruction for Video-to-Audio Synthesis (Sep., 2024)
  

• Mini-Omni: Language Models Can Hear, Talk While Thinking in Streaming (Jul., 2024)
  

• Speech To Speech: an effort for an open-sourced and modular GPT4-o (Aug., 2024)
  

• Video-Foley: Two-Stage Video-To-Sound Generation via Temporal Event Condition For Foley Sound (Aug., 2024)
  

• Masked Generative Video-to-Audio Transformers with Enhanced Synchronicity (Jul., 2024)
  

• Video-to-Audio Generation with Hidden Alignment (Jul., 2024)
  

• Read, Watch and Scream! Sound Generation from Text and Video (Jul., 2024)
  

• FoleyCrafter: Bring Silent Videos to Life with Lifelike and Synchronized Sounds (July, 2024)
  

• Network Bending of Diffusion Models for Audio-Visual Generation (CVPR, 2024)
  

Talking Head Generation

• TalkingMachines: Real-Time Audio-Driven FaceTime-Style Video via Autoregressive Diffusion Models (Jun., 2025)

• IM-Portrait: Learning 3D-aware Video Diffusion for Photorealistic Talking Heads from Monocular Videos (May, 2025)

• KeySync: A Robust Approach for Leakage-free Lip Synchronization in High Resolution (May, 2025)

• OmniTalker: Real-Time Text-Driven Talking Head Generation with In-Context Audio-Visual Style Replication (Apr., 2025)

• Audio-visual Controlled Video Diffusion with Masked Selective State Spaces Modelling for Natural Talking Head Generation (Apr., 2025)

• MoCha: Towards Movie-Grade Talking Character Synthesis (Apr., 2025)
  

• SayAnything: Audio-Driven Lip Synchronization with Conditional Video Diffusion (Feb., 2025)
  

• VQTalker: Towards Multilingual Talking Avatars through Facial Motion Tokenization (Dec., 2024)
  

• IF-MDM: Implicit Face Motion Diffusion Model for High-Fidelity Realtime Talking Head Generation (Dec., 2024)
  

• INFP: Audio-Driven Interactive Head Generation in Dyadic Conversations (Dec., 2024)
  

• MEMO: Memory-Guided Diffusion for Expressive Talking Video Generation (Dec., 2024)
  

• SINGER: Vivid Audio-driven Singing Video Generation with Multi-scale Spectral Diffusion Model (Dec., 2024)
  

• Synergizing Motion and Appearance: Multi-Scale Compensatory Codebooks for Talking Head Video Generation (Nov., 2024)
  

• Hallo3: Highly Dynamic and Realistic Portrait Image Animation with Diffusion Transformer Networks (Nov., 2024)
  

• FLOAT: Generative Motion Latent Flow Matching for Audio-driven Talking Portrait (Nov., 2024)
  

• EmotiveTalk: Expressive Talking Head Generation through Audio Information Decoupling and Emotional Video Diffusion (Nov., 2024)
  

• LetsTalk: Latent Diffusion Transformer for Talking Video Synthesis (Nov., 2024)
  

• Loopy: Taming Audio-Driven Portrait Avatar with Long-Term Motion Dependency (Nov., 2024)
  

• HelloMeme: Integrating Spatial Knitting Attentions to Embed High-Level and Fidelity-Rich Conditions in Diffusion Models (Oct., 2024)
  

• PersonaTalk: Bring Attention to Your Persona in Visual Dubbing (Oct., 2024)
  

• Talking With Hands 16.2M: A Large-Scale Dataset of Synchronized Body-Finger Motion and Audio for Conversational Motion Analysis and Synthesis (Oct., 2024)
  

• Learning to Listen: Modeling Non-Deterministic Dyadic Facial Motion (Oct., 2024)
  

• GestureDiffuCLIP: Gesture Diffusion Model with CLIP Latents (Oct., 2024)
  

• From Audio to Photoreal Embodiment: Synthesizing Humans in Conversations (Oct., 2024)
  

• Takin-ADA: Emotion Controllable Audio-Driven Animation with Canonical and Landmark Loss Optimization (Oct., 2024)
  

• DAWN: Dynamic Frame Avatar with Non-autoregressive Diffusion Framework for Talking Head Video Generation (Oct., 2024)
  

• MimicTalk: Mimicking a personalized and expressive 3D talking face in few minutes (Oct., 2024)
  

• Hallo2: Long-Duration and High-Resolution Audio-driven Portrait Image Animation (Oct., 2024)
  

• Listen, Denoise, Action! Audio-Driven Motion Synthesis With Diffusion Models (Nov. 2022)
  

• TANGO: Co-Speech Gesture Video Reenactment with Hierarchical Audio Motion Embedding and Diffusion Interpolation (Oct., 2024)
  

• Hallo: Hierarchical Audio-Driven Visual Synthesis for Portrait Image Animation (Jun., 2024)
  

Reinforcement Learning for Video Generation

• Scaling Image and Video Generation via Test-Time Evolutionary Search (Jun., 2025)
  

• DenseDPO: Fine-Grained Temporal Preference Optimization for Video Diffusion Models (Jun., 2025)

• LiFT: Leveraging Human Feedback for Text-to-Video Model Alignment (Dec., 2024)
  

• Improving Dynamic Object Interactions in Text-to-Video Generation with AI Feedback (Nov., 2024)

• VIDEOSCORE: Building Automatic Metrics to Simulate Fine-grained Human Feedback for Video Generation (July, 2024)
  

Policy Learning

• Object-Centric Image to Video Generation with Language Guidance (Feb, 2025)
  

• Video Prediction Policy: A Generalist Robot Policy with Predictive Visual Representations (Dec, 2024)
  

• Motion Tracks: A Unified Representation for Human-Robot Transfer in Few-Shot Imitation Learning (Dec, 2024)
  

• Stag-1: Towards Realistic 4D Driving Simulation with Video Generation Model (Dec, 2024)
  

• RT-Sketch: Goal-Conditioned Imitation Learning from Hand-Drawn Sketches (Dec, 2024)
  

• EgoVid-5M: A Large-Scale Video-Action Dataset for Egocentric Video Generation (Nov, 2024)
  

• GR-MG: Leveraging Partially Annotated Data via Multi-Modal Goal Conditioned Policy (July, 2024)
  

• Any-point Trajectory Modeling for Policy Learning (July, 2024)
  

• This&That: Language-Gesture Controlled Video Generation for Robot Planning (Jun, 2024)
  

• Dreamitate: Real-World Visuomotor Policy Learning via Video Generation (Jun, 2024)
  

Virtual Try-On

• 1-2-1: Renaissance of Single-Network Paradigm for Virtual Try-On (Jan., 2025)
  

• Dynamic Try-On: Taming Video Virtual Try-on with Dynamic Attention Mechanism (Dec., 2024)
  

• Fashion-VDM: Video Diffusion Model for Virtual Try-On (Nov., 2024)
  

3D

• Monocular Normal Estimation via Shading Sequence Estimation (Feb., 2026)
  

• WorldExplorer: Towards Generating Fully Navigable 3D Scenes (Jun., 2025)
  

• Voyager: Long-Range and World-Consistent Video Diffusion for Explorable 3D Scene Generation (Jun., 2025)
  

• Difix3D+: Improving 3D Reconstructions with Single-Step Diffusion Models (Mar., 2025 | CVPR 2025)
  

• Wonderland: Navigating 3D Scenes from a Single Image (Dec., 2024)
  

• GPT-4V(ision) is a Human-Aligned Evaluator for Text-to-3D Generation (Jan., 2024)
  

• MonST3R: A Simple Approach for Estimating Geometry in the Presence of Motion (Oct., 2024)
  

• L3DG: Latent 3D Gaussian Diffusion (Oct., 2024)
  

• ReconX: Reconstruct Any Scene from Sparse Views with Video Diffusion Model (Oct., 2024)
  

• Hi3D: Pursuing High-Resolution Image-to-3D Generation with Video Diffusion Models (Oct., 2024)
  

• ReconX: Reconstruct Any Scene from Sparse Views with Video Diffusion Model (Aug., 2024)
  

• SV4D: Dynamic 3D Content Generation with Multi-Frame and Multi-View Consistency (Jul., 2024)
  

• Shape of Motion: 4D Reconstruction from a Single Video (Jul., 2024)
  

• WonderWorld: Interactive 3D Scene Generation from a Single Image (Jun., 2024)
  

• WonderJourney: Going from Anywhere to Everywhere (CVPR 2024)
  

• MultiDiff: Consistent Novel View Synthesis from a Single Image (CVPR, 2024)
  

• ViewDiff: 3D-Consistent Image Generation with Text-to-Image Models (CVPR, 2024)
  

• Vivid-ZOO: Multi-View Video Generation with Diffusion Model (Jun, 2024)
  

• Director3D: Real-world Camera Trajectory and 3D Scene Generation from Text (June, 2024)
  

• YouDream: Generating Anatomically Controllable Consistent Text-to-3D Animals (June, 2024)
  

• Text2NeRF: Text-Driven 3D Scene Generation with Neural Radiance Fields (May, 2023)
  

• RoomDreamer: Text-Driven 3D Indoor Scene Synthesis with Coherent Geometry and Texture (May, 2023)
  

• NeuralField-LDM: Scene Generation with Hierarchical Latent Diffusion Models (CVPR 2023)
  

• Single-Stage Diffusion NeRF: A Unified Approach to 3D Generation and Reconstruction (Apr., 2023)
  

• Instruct-NeRF2NeRF: Editing 3D Scenes with Instructions (Mar., 2023)
  

• Text2Room: Extracting Textured 3D Meshes from 2D Text-to-Image Models (Mar., 2023)
  

• DiffusioNeRF: Regularizing Neural Radiance Fields with Denoising Diffusion Models (Feb., 2023)
  

• NerfDiff: Single-image View Synthesis with NeRF-guided Distillation from 3D-aware Diffusion (Feb., 2023)
  

• DiffRF: Rendering-guided 3D Radiance Field Diffusion (CVPR 2023)
  

4D

• Diff4Splat: Controllable 4D Scene Generation with Latent Dynamic Reconstruction Models (November, 2025)

• Diffuman4D: 4D Consistent Human View Synthesis from Sparse-View Videos with Spatio-Temporal Diffusion Models (July, 2025)

• Diffuman4D: 4D Consistent Human View Synthesis from Sparse-View Videos with Spatio-Temporal Diffusion Models (July, 2025)

• Taming Video Diffusion Models for Panoramic 4D Scene Generation (May, 2025)
  

• In-2-4D: Inbetweening from Two Single-View Images to 4D Generation (Apr, 2025)
  

• Vivid4D: Improving 4D Reconstruction from Monocular Video by Video Inpainting (Apr., 2025)
  

• AvatarArtist: Open-Domain 4D Avatarization (Apr., 2025)
  

• Not All Frame Features Are Equal: Video-to-4D Generation via Decoupling Dynamic-Static Features (Feb., 2025)
  

• DreamDrive: Generative 4D Scene Modeling from Street View Images (Jan., 2025)
  

• Stereo4D Learning How Things Move in 3D from Internet Stereo Videos (Dec., 2024)
  

• 4Real-Video: Learning Generalizable Photo-Realistic 4D Video Diffusion (Dec., 2024)
  

• PaintScene4D: Consistent 4D Scene Generation from Text Prompts (Dec., 2024)
  

• CAT4D: Create Anything in 4D with Multi-View Video Diffusion Models (Nov., 2024)
  

• DimensionX: Create Any 3D and 4D Scenes from a Single Image with Controllable Video Diffusion (Nov., 2024)
  

Game Generation

• Playable Game Generation (Nov., 2024)
  

AI Safety

• What Matters in Detecting AI-Generated Videos like Sora? (Jun., 2024)
  

Rendering with Virtual Engine

• UnrealZoo: Enriching Photo-realistic Virtual Worlds for Embodied AI (Jan., 2025)
  

• Infinigen Indoors: Photorealistic Indoor Scenes using Procedural Generation (CVPR 2024)
  

• Scene Co-pilot: Procedural Text to Video Generation with Human in the Loop (Dec., 2024)
  

Open-World Model

• Inference-time Physics Alignment of Video Generative Models with Latent World Models (Jan., 2026)
  

• Vid2World: Crafting Video Diffusion Models to Interactive World Models (May., 2025)
  

• WORLDMEM: Long-term Consistent World Simulation with Memory (Apr., 2025)
  

• MineWorld: a Real-Time and Open-Source Interactive World Model on Minecraft (Apr., 2025)
  

• Aether: Geometric-Aware Unified World Modeling (Mar., 2025)
  

• Pre-Trained Video Generative Models as World Simulators (Feb., 2025)
  

• VideoWorld: Exploring Knowledge Learning from Unlabeled Videos (Jan., 2025)
  

• GameFactory: Creating New Games with Generative Interactive Videos (Jan., 2025)
  

• Vid2Sim: Realistic and Interactive Simulation from Video for Urban Navigation (Jan., 2025)
  

• GenEx: Generating an Explorable World (Dec., 2024)
  

• The Matrix: Infinite-Horizon World Generation with Real-Time Moving Control (Dec., 2024)
  

• Navigation World Models (Dec., 2024)
  

• Genie 2: A large-scale foundation world model (Dec., 2024)
  

• Understanding World or Predicting Future? A Comprehensive Survey of World Models (Nov., 2024)
  

• AppWorld: A Controllable World of Apps and People for Benchmarking Interactive Coding Agents (Nov., 2024)
  

• Oasis: A Universe in a Transformer (Nov., 2024)
  

• Digital Life Project: Autonomous 3D Characters with Social Intelligence (CVPR 2024)
  

• 3D-VLA: A 3D Vision-Language-Action Generative World Model (ICML 2024)
  

Video Understanding

• UniReal: Universal Image Generation and Editing via Learning Real-world Dynamics (Dec., 2024)
  

• Divot: Diffusion Powers Video Tokenizer for Comprehension and Generation (Nov., 2024)
  

• VLM-Grounder: A VLM Agent for Zero-Shot 3D Visual Grounding (Oct., 2024)
  

• Exploring Diffusion Models for Unsupervised Video Anomaly Detection (Apr., 2023)
  

• PDPP:Projected Diffusion for Procedure Planning in Instructional Videos (CVPR 2023)
  

• DiffTAD: Temporal Action Detection with Proposal Denoising Diffusion (Mar., 2023)
  

• Diffusion Action Segmentation (ICCV 2023)
  

• DiffusionRet: Generative Text-Video Retrieval with Diffusion Model (ICCV 2023)
  

• Refined Semantic Enhancement Towards Frequency Diffusion for Video Captioning (Nov., 2022)
  

• A Generalist Framework for Panoptic Segmentation of Images and Videos (Oct., 2022)
  

Healthcare and Biology

• FEAT: Full-Dimensional Efficient Attention Transformer for Medical Video Generation (Jun., 2025)
  

• Medical Video Generation for Disease Progression Simulation (Nov., 2024)
  

• Artificial Intelligence for Biomedical Video Generation (Nov., 2024)
  

• Exploring Variational Autoencoders for Medical Image Generation: A Comprehensive Study (Nov., 2024)
  

• MedSora: Optical Flow Representation Alignment Mamba Diffusion Model for Medical Video Generation (Nov., 2024)
  

• Annealed Score-Based Diffusion Model for Mr Motion Artifact Reduction (Jan., 2023)
  

• Feature-Conditioned Cascaded Video Diffusion Models for Precise Echocardiogram Synthesis (Mar., 2023)
  

• Neural Cell Video Synthesis via Optical-Flow Diffusion (Dec., 2022)
  

Other Applications

• History-Guided Video Diffusion (Feb., 2025)
  

• VidSketch: Hand-drawn Sketch-Driven Video Generation with Diffusion Control (Feb., 2025)
  

• VanGogh: A Unified Multimodal Diffusion-based Framework for Video Colorization (Jan., 2025)
  

• PhysAnimator: Physics-Guided Generative Cartoon Animation (Feb., 2025)
  

Code-rendered Video Generation

• Code2Video: A Code-centric Paradigm for Educational Video Generation (Oct., 2025)
  

• Paper2Video: Automatic Video Generation from Scientific Papers (Oct., 2025)
  

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