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
• Efficiency for Video Generation
• Controllable Video Generation
• Motion Customization
• Long Video / Film Generation
• Video Generation with Physical Prior / 3D
• Video Editing
• Long-form Video Generation and Completion
• Human or Subject Motion
• AI Safety for Video Generation
• Video Enhancement and Restoration
• Audio Synthesis for Video
• Talking Head Generation
• Human Feedback for Video Generation
• Policy Learning with Video Generation
• Try On with Video Generation
• 3D / NeRF
• 4D
• Rendering with Virtual Engine
• Open-World Model
• Video Understanding
• Healthcare and Biology

Open-source Toolboxes and Foundation Models

• VideoTuna
  

• 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)
  

Evaluation Benchmarks and Metrics

• 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 (Jun., 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

• Kling
  KuaiShou Company

• Gen 3
  Runway Company

• Dream Machine
  Luma Company

Video Generation

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

• 

• PersonalVideo: High ID-Fidelity Video Customization without Dynamic and Semantic Degradation (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
  

• 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)
  

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

Efficiency for Video Generation

• 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)
  

Controllable Video Generation

• 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)
  

• 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)
  

• 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)
  

Motion Customization

• 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

• 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 (Nov., 2024)
  

• 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)
  

• 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)
  

• 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)
  

Video Generation with Physical Prior / 3D

• 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

• 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)
  

Long-form Video Generation and Completion

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

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

Human or Subject Motion

• 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)
  

AI Safety for Video Generation

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

Video Enhancement and Restoration

• 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

• 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)
  

• 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

• 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)
  

Human Feedback for Video Generation

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

Policy Learning with Video Generation

• 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)
  

Try On with Video Generation

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

3D / NeRF

• 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)
  

• 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)
  

• 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

• 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)
  

Rendering with Virtual Engine

• 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

• 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

• 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

• 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)