awesome-text-to-video

jianzhnieApache-2.0活跃维护

整理文本生成视频(Text-to-Video)领域论文与资源的综述清单,帮研究者快速摸清扩散模型等技术路线和代表工作。

A Survey on Text-to-Video Generation/Synthesis.

暂无版本755star +1 / 7 天148fork同步于 2026-11-11 05:51 UTC

怎么上手

由 README 提炼,执行前请确认
git clone https://github.com/Wan-Video/Wan2.2
cd Wan2.2
pip install -r requirements.txt
硬件要求按 README 说明

README 未说明

支持 Apple Silicon
下载:源码 zip·GitHub Releases(安装包)本站不镜像安装包

项目说明

由 README 自动翻译提炼

文生视频领域的精选资源清单,汇总商业产品、开源模型、论文与数据集

整理文本生成视频(Text-to-Video)领域论文与资源的综述清单,帮研究者快速摸清扩散模型等技术路线和代表工作。

核心能力

  • 按商业产品、开源模型、论文、数据集分类整理
  • 收录 Runway、Kling、Veo 等商业产品对比表
  • 按年份归档 2022 至今的文生视频研究论文
  • 给出 Wan 2.2、HunyuanVideo、CogVideoX 的快速上手命令
  • 跟踪 4K、原生音频、推理加速等趋势

容易踩的坑

本项目本身只是资源清单,不含可运行代码,实际推理需转到各模型仓库;快速上手命令只完成克隆和装依赖,模型权重与推理配置需看对应仓库 README;README 中的数据截至 2026 年 6 月,价格与可用性变化快,需以官网为准

内容由模型根据 README 生成,可能不完整或不准确,以官方文档为准。看原文 README

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    README 原文

    未翻译

    Text-to-Video Banner

    Awesome-Text-To-Video Awesome

    A curated, visually-organized list of Text-to-Video (T2V) products, open-source models, research papers, datasets, and benchmarks.


    Table of Contents


    What's New

    2026 Update: The T2V landscape has shifted dramatically. OpenAI discontinued the consumer Sora app in early 2026, while open-source models (Wan 2.2, HunyuanVideo 1.5, LTX-2.3) and commercial alternatives (Runway Gen-4.5, Seedance 2.0, Kling 3.0, Veo 3.1) now dominate.

    Data collected as of June 2026. Prices, features, and availability change quickly — always check the official website before making a decision.

    Key trends:

    • Native 4K and synchronized audio are becoming standard.
    • Open-source models now rival closed commercial systems.
    • Multi-shot storytelling and character consistency are the new battlegrounds.
    • Inference acceleration (sliding tile attention, token carving, caching) makes local generation feasible.

    Commercial Text-to-Video Products

    Closed-Source Platforms

    Generative Text-to-Video Models
    ProductMakerBest ForMax OutputHighlightsLink
    🎬 Runway Gen-4 / Gen-4.5RunwayMLProfessional creators1080p (4K upscale)@reference consistency, world-class physics, Aleph editingrunwayml.com
    🐉 Kling 3.0KuaishouMotion-heavy / cinematic1080p, 15 sBest-in-class motion, generous free tierklingai.com
    🔍 Veo 3 / Veo 3.1Google DeepMind4K broadcast productionNative 4KScene extension, native audio + lip-syncdeepmind.google
    🌱 Seedance 2.0ByteDanceMulti-shot storytelling2K, 60 s multi-shot12 mixed inputs, native audio-video joint genseedance.tv
    ✨ Luma Dream MachineLuma AIAction / sports / physics4KRealistic motion blur, fluid dynamicslumalabs.ai
    🎭 Pika 2.5 / 3.0Pika LabsSocial / stylized content2KFast, cheap, strong style transferpika.art
    🌀 Hailuo AIMiniMaxRealistic humans / prompt adherence1080p, 10 sStrong physical realism, #1 in Chinahailuoai.video
    🌀 MiniMax H3 (Third-Party)MiniMax3.org (independent)Cinematic text/image/video/audio-reference generation2K768p/2K output and native audio; third-party platform, not an official MiniMax productminimax3.org
    🎬 PixVerse V6PixVerseAnime / stylized content1080p, 15 sCharacter consistency engine, 20+ camera controls, native audiopixverse.ai
    🎥 Vidu Q1/Q2Shengshu / TsinghuaHighly consistent T2V1080p, 16 sU-ViT backbone, subject consistency, 1080p generationvidu.com
    🔬 LumiereGoogle DeepMindResearch T2V / I2V / editing720pSpace-time U-Net, single-pass temporal generationlumiere-video.github.io
    🎞️ Seele TVSeele AICinematic sequence workflowsVaries by selected modelVisual references, shot-level camera direction, and continuity-oriented video creationseele.tv
    AI Avatar / Presenter Tools
    ProductMakerBest ForMax OutputHighlightsLink
    🧑‍💼 SynthesiaSynthesiaCorporate training / avatars1080p100+ avatars, 130+ languagessynthesia.io
    🎤 DeepBrain AIDeepBrain AIHyper-realistic avatars1080pPPT-to-video, chroma key, native AI anchorsdeepbrain.io
    🎥 HeyGenHeyGenAI avatars / translation1080p100+ avatars, multilingual voice clone, video translationheygen.com
    🏢 ColossyanColossyanCorporate training / e-learning1080pSCORM export, branching quizzes, dual-avatar scenescolossyan.com
    ⚡ Elai.ioElaiDocument-to-video automation1080pURL/PPTX-to-video, 100+ languages, ~1.5 min renderingelai.io
    🖼️ D-IDD-IDTalking photos / short outreach1080pAnimate any photo, live streaming API, cheapest entryd-id.com
    📺 Hour OneHour OneEnterprise presentations1080pBroadcast-ready virtual presenters, clean UIhourone.ai
    🧑‍🏫 Vidnoz AIVidnozBudget avatar videos / training1080pCheap avatar generation, multilingual voiceoversvidnoz.com
    🎨 Steve.AISteve.AIAnimated explainer videos4KMultiple animation styles, character librarysteve.ai
    All-in-One Creative Platforms
    ProductMakerBest ForMax OutputHighlightsLink
    🛠️ Krea AIKreaModel-agnostic accessVariesUnified UI for Kling, Hailuo, Luma, Runway, Pikakrea.ai
    🌀 Morphic / Morph StudioMorph StudioAll-in-one creative platformVaries15+ models, canvas editing, custom model trainingmorphic.com
    ✂️ InVideo AIInVideoSocial media / marketing1080p5000+ templates, AI script-to-video workflowinvideo.io
    🎬 YumCutYumCutSelf-hosted vertical shorts9:16Script, voice, visuals, captions, and automation APIyumcut.com · GitHub
    🎩 Magic HourMagic HourMulti-format creative suite1080pFace swap, talking photos, headshots, clothes swappermagichour.ai
    🛒 CreatifyCreatifyUGC-style ad generation1080pE-commerce focused, ad performance trackingcreatify.ai
    🎞️ VivideoVivideoModel-agnostic short-video creationVariesUnified access to multiple T2V/I2V models, synced audio, text- and image-to-videovivideo.ai
    🎞️ cv.cm/v (Cloud Clipboard AI Studio)Cloud ClipboardSeedance-based video workflowsVariesQueue-free Seedance 2.0, image generation, canvas, and short-drama agentcv.cm/v
    🎞️ PixoPixoStory-driven / storyboard-to-filmVariesStory idea → storyboard → scene-by-scene generation → finished video, agent-assisted editingpixo.video
    📣 AdviblyAdviblyOn-brand ad creative (UGC / image / video)VariesBrand + product context drives generation; UGC and talking-actor ads, carousels, voiceover and music; agent-native via MCPadvibly.com
    📝 videos.socialvideos.socialContent marketers / faceless draftsVariesEditable draft from blogs, PDFs, and prompts (script, scenes, voiceover); 1 free render; 1 credit = 1 rendervideos.social
    📅 UnsoraShipped StudioGenerating and scheduling social media contentVariesVideo via Kling, Veo 3.1, and Seedance 2.0, plus images, talking avatars, music, and voiceovers; schedules posts to YouTube, TikTok, Instagram, and other platforms; REST API, MCP server, and CLItryunsora.com · GitHub
    📱 MakeAIVideoMakeAIVideoShort-form social video (TikTok / Reels / Shorts)VariesPrompt, script or photo to finished video: script, AI or stock scenes, AI voiceover in 24 languages, captions and music; posts to social platforms; agent-native via MCPmakeaivideo.ai · MCP server
    🎭 Katechon ArcKatechonAI short dramas / video adsVariesIdea, script, novel, or product brief → characters, storyboards, video, and voice in one agent-guided studio; remote MCP serverarc.katechon.technology
    🎯 aiMakeVideoaiMakeVideoOne-photo short-form videoVariesText/image-to-video plus image tools in one studio; 10 trend templates turn one photo into a 15 s 9:16 clip without a prompt; 9 UI languagesaimakevideo.com
    🛍️ MutatorBitnookProduct videos for TikTok and InstagramVariesStarts from a product photo, a website or an app screenshot; short videos, photo slideshows and product photos; schedules to your own TikTok and Instagram; MCP server for agentsmutator.app
    Sora2 Hub (Third-Party)Sora2 Hub (independent platform)Multi-model video and image generationVariesText-to-video and image-to-video with a shared credit balance; third-party platform, not an official OpenAI productsora2hub.org
    GrokVideo Studio (Third-Party)Grok Video Generator (independent)Text-to-video and image-to-videoVariesUses the Grok Imagine API; 20 trial credits for new accounts; independent platform, not affiliated with or endorsed by xAI or Xgrokvideogenerator.dev
    PromptImagePromptImageAI image and video creationVariesMulti-model image generation, text-to-video workspace, and a prompt librarypromptimage.cloud
    🕺 PixwitPixwitPhoto-to-video / meme dance effectsVariesFreemium AI photo-to-video and meme dance effects; templates like Tiptoeing in My Jordans and Dime Dime Babypixwit.ai
    🥋 PixelDojoPixelDojoAI image and video studio / AI director for ads and short filmsVaries80+ image and video models, plus Sensei, an AI director that makes full ads and short films; freemiumpixeldojo.ai
    📢 pitchboom.iopitchboomMotion-design video ads from a product URL or brief1080p (4K on eligible plans), up to 120 sScript, editable storyboard, voice-over in 34 languages and a generated music bed; 16:9, 9:16, 1:1, 4:5 and 3:4, each recomposed rather than cropped; Free credits at sign-up, then paid plans from €30/monthpitchboom.io
    🧬 RefVidRefVidConsistent product / character video1080p, 30 sSave a product or character once from 1–10 photos, then generate clips on Kling 4, Seedance 2.5 or Kling 3.0 Omni that keep the same label, face and outfit; up to 3 subjects per shot; free credits on sign-uprefvid.com
    H3 MiniMax (Third-Party)H3 MiniMax (independent)Text-to-video and image-to-video with the MiniMax H3 model768P or 2K, 4–15 sIndependent web app for the MiniMax H3 video model: text-to-video and image-to-video clips of 4–15 seconds at 768P or 2K; free trial credits; not an official MiniMax producth3minimax.com
    🎞️ IdeoyIdeoyPhoto-to-video meme templatesVaries by templateTurns a photo into short vertical meme videos using preset trend templatesideoy.ai
    Ozil Goal AI (Third-Party)Ozil Goal AI (independent)Photo-to-video football template14 s, verticalTurns one photo into a goal-inspired clip; independent fan tool, not affiliated with Mesut Özil or any club, league, or competitionozilgoalaivideo.org
    🧰 NanoMaker AI VideoNanoMakerBrowser text-to-video and image-to-videoVariesMulti-model video studio (incl. Seedance); start from a prompt or photo under one subscriptionnanomaker.im/video
    🦗 Cicadas.aiCicadas.aiShorts/UGC multi-model compareVariesOne credit balance across Kling, Veo, Seedance, Wan, Hailuo; price shown before each generatecicadas.ai
    🎬 Seedance Now (Third-Party)Seedance Now (independent)Multi-model text-to-video and image-to-video1080p, up to 30 sSeedance 2.5, Kling 4.0 and Wan 3.0 in one browser studio; no watermark; Free signup credits subject to current offer; independent platform, not affiliated with ByteDanceseedancenow.com
    🎥 CyanvidCyanvidCreators / marketersVariesText/image-to-video with clear credit quotes before generate; multi-model studiocyanvid.com
    Discontinued / Historical
    ProductMakerBest ForMax OutputHighlightsLink
    ⚠️ Sora / Sora 2OpenAIPhotorealism1080p–8KConsumer app shut down March 2026openai.com/sora
    ⚠️ HaiperHaiperFast creator clips1080pConsumer product shut down in 2026haiper.ai

    Featured Product Cards

    Related Tools

    ToolWhat it doesLink
    PodframesGenerates two-host AI podcast videos with scripted dialogue, voices, lip-sync, and captions.github.com/Jellypod-Inc/podframes
    TubePrompterConverts existing videos into optimized text-to-video prompts for Sora, Veo, Runway, etc.tubeprompter.com
    Vadoo AIAI shorts automation platform for faceless channels and social clips.vadoo.tv
    Omni-RewriterOpen agentic prompt-expansion harness for image/video model dialects (schema + validation + bounded repair; expand ≠ generate).github.com/WayneJin0918/Omni-Rewriter
    BeatDesignOpen-source, local-first AI media workbench combining a Canvas, short-form video editor, shared Assets, and MCP control for image and video workflows.github.com/BeatAPI/BeatDesign
    minimax-h3-1000-promptsCurated index of the MiniMax H3 1K prompt dataset: 3-field prompt anatomy, 10 hand-picked reusable prompts, and a model comparison. Interactive atlas of all 1,000 clips.github.com/yangzhou-chaofan/minimax-h3-1000-prompts · neta.art atlas
    VideoCreateSplits a reference clip into timestamped shots with a per-shot sheet (subject, camera, motion, light, style, sound) and writes prompts adapted for Seedance, Kling 3.0, Wan 2.6 and Grok Imagine; includes a library of prompts tested on real generations.videocreate.org
    PowerTokens Video StudioOpen-source (MIT) Video Studio 1.12 (Windows desktop + web) for batch rendering: turns an Excel/CSV shot list into clips with Wan · Seedance · Kling · and more, adds a shared character sheet to every prompt, and resumes unfinished jobs by task ID. Requires a PowerTokens API key.github.com/PowerTokens/video-studio
    VideoPromptFree on-device AI prompt library & generators: 103 templates across 21 platforms, text/video/image → prompt (WebGPU, zero upload), 14 languages. Template library open-sourced (CC-BY-4.0) with a pip CLI.videoprompts.tools · github.com/yangchangjiang/videoprompts
    ShortSmashPrompt-to-published short videos: AI script, neural voiceover in 50 languages, AI-verified stock footage, karaoke captions, one-click publish to 10 platforms.github.com/hydope/shortsmash
    MakeMovieSelf-hosted open-source AI video production platform: source text → script, storyboards, assets, I2V clips, voice cloning (local Qwen3-TTS), score, composed master with subtitles, and EDL/FCPXML handoff to Premiere Pro / DaVinci Resolve.github.com/DreamOfXM/makemovie
    OpenMontage Drama StudioOpen-source (AGPL-3.0), self-hostable web studio that turns a one-line idea into a short drama, short-form video or e-commerce product clip through 7 editable stages (script, characters, scenes, props, storyboard & shots, voice, edit); Seedream for reference images and Seedance for shots, bring your own API keys (paid).github.com/charliewwdev/OpenMontage · openmontage.dtok.io
    VidFareFree tracker of AI video generation prices in dollars per second of output across APIs and credit plans (9 models, 10 platforms, re-checked daily); each price links to its vendor source; credit-plan conversions are marked as estimates. Includes a deals page with end dates and a credit-plan calculator.vidfare.com · github.com/SheepinBoots/clipcost
    Atlas CloudPay-as-you-go API platform that serves text-to-video and image-to-video models from several vendors (including Seedance, Kling, Wan, Veo, Vidu and Hailuo) behind one API key: submit an async generation request, then poll for the result. Also offers image, audio and LLM models.atlascloud.ai
    PhospheneGenerates video from text and images locally on Apple Silicon Macs using MLX.github.com/mrbizarro/Phosphene
    🎤 Barz StudioBrowser lyric-video editor: timed captions and beat-reactive visuals from your own track; free 720 × 1280 WebM export, with optional automatic lyrics.barzvideo.com

    How to Choose

    Your GoalRecommended ToolWhy
    Professional filmmaking / VFXRunway Gen-4.5Best creative control, reference consistency, Aleph editing
    Best motion realism on a budgetKling 3.0Top-tier motion, generous free tier, native audio
    4K broadcast / cinematic scenesVeo 3.1Native 4K, scene extension, lip-sync audio
    Multi-shot storytellingSeedance 2.0Unified audio-video generation, timeline prompting
    Anime / stylized contentPixVerse V6Character consistency, camera controls, native audio
    Corporate training / LMSSynthesia / ColossyanSCORM, avatars, quizzes, multilingual
    Avatar marketing videosHeyGen / D-IDExpressive avatars, fast generation, API access
    Real-time creative explorationKrea AI64+ models, sub-50ms feedback
    Local / open-source deploymentWan 2.2 / HunyuanVideo 1.5Apache 2.0; Wan 2.2 offers a 5B model for 24 GB GPUs

    Open-Source Models & Toolkits

    ModelPreviewOrgSizeCodeMin VRAMBest For
    Wan 2.2Alibaba27B (14B active) / 5BWan24 GB (5B)Open T2V/I2V, MoE models, speech-to-video support
    HunyuanVideo 1.5Tencent8.3BHunyuanVideo~14 GBFast iteration, efficient quality, bilingual
    LTX-Video / LTX-2.3Lightricks22BLTX-Video~8 GBReal-time / 4K generation with native audio
    CogVideoXTHUDM / Zhipu AI2B / 5BCogVideo~16 GBComfyUI ecosystem, LoRA support, beginners
    Open-Sora 2.0HPC-AI Tech11BOpen-Sora~24 GBFull training pipeline, commercial-level quality
    Open-Sora-Plan 1.3PKU-YuanGroup—Open-Sora-PlanVariesOpen reproduction of Sora capabilities
    Mochi 1Genmo10BMochi~24 GBRealistic physics and motion
    Step-Video-T2VStepFun—Step-VideoHighLarge open-source T2V model series
    Stable Video DiffusionStability AI—Stable Video Diffusion~16 GBImage-to-video / video foundation model
    AnimateDiffTsinghua / CUHK—AnimateDiff~12 GBAnimate personalized T2I models without tuning
    LatteShanghai AI Lab / NTU—Latte~16 GBEarly DiT-based latent diffusion for video
    SkyReels V1 / V2SkyworkAI1.3B / 14BSkyReels~16 GBHuman-centric V1; V2 uses diffusion-forcing for infinite-length film
    MAGI-1Sand AI4.5B / 24BMAGI-1VariesAutoregressive chunk-based generation, up to 4M tokens context
    Waver 1.0ByteDance12BWaver~24 GBUnified T2V/I2V/T2I, 1080p, Cascade Refiner
    VideoCrafter2Tencent AI Lab / CUHK—VideoCrafter~16 GBHigh-quality T2V/I2V diffusion models
    ModelScope T2VAlibaba / DAMO—VGen~16 GBEarly open diffusion T2V model (UNet3D)
    Allegro / Allegro-TI2VRhymes AI~3BAllegro~9 GB (offload)Apache 2.0 commercial use, Diffusers integration
    DynamiCrafterCUHK / Tencent AI Lab—DynamiCrafter~16 GB(Text-)Image-to-video animation from still images
    I2VGen-XLAlibaba / DAMO—I2VGen-XL~16 GBHigh-fidelity image-to-video with semantic understanding
    VideoComposerAlibaba / DAMO—VideoComposer~16 GBCompositional video synthesis with motion controllability
    Lumiere (unofficial)lucidrains—Lumiere PyTorchN/APyTorch implementation of Google DeepMind's Lumiere

    Quick Start

    Get started with the most popular open-source models:

    Wan 2.2

    git clone https://github.com/Wan-Video/Wan2.2
    cd Wan2.2
    pip install -r requirements.txt
    

    HunyuanVideo 1.5

    git clone https://github.com/Tencent-Hunyuan/HunyuanVideo
    cd HunyuanVideo
    # Follow the official guide for sampling and I2V inference
    

    CogVideoX

    git clone https://github.com/THUDM/CogVideo
    cd CogVideo
    pip install -r requirements.txt
    

    For detailed inference configs, LoRA fine-tuning, and ComfyUI workflows, see each repository's README.


    Research Papers

    2026

    • Efficient Video Diffusion Models: Advancements and Challenges, Shitong Shao. [Paper]
      • First comprehensive survey focused on efficient video diffusion: step distillation, efficient attention, model compression, caching/trajectory optimization.
    • Partition the Support, Reconstruct the Residual: Training-Free Sparse Attention for Video Generation and World Models, Pardis Taghavi, Reza Langari, and Gaurav Pandey. [Paper] [Project]
      • Training-free sparse attention using response-coupled partitioning and probe-fitted residual reconstruction, evaluated across four video generation and world models.
    • Controllable Video Generation: A Survey [Paper]
      • Systematic review of pose-guided, structure-controlled, and other conditional video generation methods.
    • Survey of Video Diffusion Models: Foundations, Implementations, and Applications, Yimu Wang et al. [Paper]
      • Comprehensive taxonomy of diffusion-based video generation, evaluation metrics, industry solutions, and training engineering.
    • UNIC: Unified In-Context Video Editing [Paper]
    • BRITE: A Benchmark for Reliable and Interpretable T2V Evaluation on Implausible Scenarios [Paper]
    • Runway Gen-4.5 Technical Report — Runway (2026) [Runway Help]
    • ByteDance Seedance 2.0 — Global launch April 2026 [Overview]
    • LTX-2.3: Native 4K Video + Audio Generation — Lightricks (March 2026) [Project]

    2025

    • Bridging Text and Video Generation: A Survey, Nilay Kumar et al. [Paper]
      • Comprehensive survey on T2V evolution, DiT architectures, datasets, training recipes, and benchmarks.
    • Wan 2.2: Mixture-of-Experts Video Generation — Alibaba (July 2025) [Project]
    • Wan: Open and Advanced Large-Scale Video Generative Models, Alibaba. [Paper] [Code]
    • Training a Commercial-Level Video Generation Model in $200k (Open-Sora 2.0) [Paper] [Code]
    • Step-Video-T2V Technical Report: The Practice, Challenges, and Future of Video Foundation Model, Guoqing Ma et al. [Paper] [Code]
    • HunyuanVideo: A Systematic Framework For Large Video Generative Models, Weijie Kong et al. [Paper] [Code]
    • Fast Video Generation with Sliding Tile Attention, Peiyuan Zhang et al. [Paper]
    • Training-Free Efficient Video Generation via Dynamic Token Carving [Paper]
    • FastCar: Cache Attentive Replay for Fast Auto-Regressive Video Generation on the Edge [Paper]
    • On-Device Sora: Enabling Training-Free Diffusion-Based Text-to-Video Generation for Mobile Devices [Paper]
    • SkyReels-A2: Compose Anything in Video Diffusion Transformers [Paper]
    • MotionCanvas: Cinematic Shot Design with Controllable Image-to-Video Generation [Paper]
    • EasyControl: Adding Efficient and Flexible Control for Diffusion Transformer [Paper]
    • MUG-V 10B: High-efficiency Training Pipeline for Large Video Generation Models [Paper]
    • VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness [Paper] [Code]
    • Kandinsky 5.0: A Family of Foundation Models for Image and Video Generation [Paper]
    • ARLON: Boosting Diffusion Transformers with Autoregressive Models for Long Video Generation [Paper]
    • T2VTextBench: A Human Evaluation Benchmark for Textual Control in Video Generation Models [Paper]
    • A Survey of AI-Generated Video Evaluation [Paper]

    2024

    • Movie Gen: A Cast of Media Foundation Models, Meta. [Paper]
    • Lumiere: A Space-Time Diffusion Model for Video Generation, Google DeepMind. [Paper] [Project] [Code]
    • Vidu: A Highly Consistent, Dynamic and Skilled Text-to-Video Generator with Diffusion Models, Shengshu / Tsinghua. [Paper] [Code]
    • Allegro: Open the Black Box of Commercial-Level Video Generation Model, Rhymes AI. [Paper] [Code]
    • DynamiCrafter: Animating Open-domain Images with Video Diffusion Priors, CUHK / Tencent AI Lab. [Paper] [Code]
    • Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models, Yixin Liu et al. [Paper]
    • VideoCrafter2: Overcoming Data Limitations for High-Quality Video Diffusion Models, Haoxin Chen et al. [Paper] [Code]
    • CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer, Zhuoyi Yang et al. [Paper] [Code]
    • Latte: Latent Diffusion Transformer for Video Generation, Xin Ma et al. [Paper] [Code]
    • VideoTetris: Towards Compositional Text-to-Video Generation [Paper]
    • MagicTime: Time-lapse Video Generation Models as Metamorphic Simulators [Paper]
    • T2V-CompBench: A Comprehensive Benchmark for Compositional Text-to-Video Generation [Paper]
    • CPA: Camera-pose-awareness Diffusion Transformer for Video Generation [Paper]
    • Open-Sora: Democratizing Efficient Video Production for All [Project]
    • Open-Sora-Plan: Open-Source Reproduction of Sora [Project]

    2023

    • Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets, Andreas Blattmann et al. [Paper]
    • ModelScope Text-to-Video Technical Report, Jiayu Wang et al. [Paper]
    • I2VGen-XL: High-Quality Image-to-Video Synthesis via Cascaded Diffusion Models, Alibaba / DAMO. [Paper] [Code]
    • AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific Tuning, Yuwei Guo et al. [Paper] [Code]
    • Scalable Diffusion Models with Transformers (DiT), William Peebles & Saining Xie. [Paper] — Foundation for diffusion-transformer architectures used in Sora and successors.
    • Video Generation Models as World Simulators, OpenAI (Sora technical report). [Report]
    • Text-To-4D Dynamic Scene Generation, Uriel Singer et al. [Paper] [Project]

    2022

    • Tune-A-Video: One-Shot Tuning of Image Diffusion Models for Text-to-Video Generation, Jay Zhangjie Wu et al. [Paper] [Project] [Code]
    • MagicVideo: Efficient Video Generation With Latent Diffusion Models, Daquan Zhou et al. [Paper] [Project]
    • Phenaki: Variable Length Video Generation From Open Domain Textual Description, Ruben Villegas et al. [Paper]
    • Imagen Video: High Definition Video Generation with Diffusion Models, Jonathan Ho et al. [Paper] [Project]
    • Text-driven Video Prediction, Xue Song et al. [Paper]
    • Make-A-Video: Text-to-Video Generation without Text-Video Data, Uriel Singer et al. [Paper] [Project] [Code]
    • StoryDALL-E: Adapting Pretrained Text-to-Image Transformers for Story Continuation, Adyasha Maharana et al. [Paper] [Code]
    • Word-Level Fine-Grained Story Visualization, Bowen Li et al. [Paper] [Code]
    • CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers, Wenyi Hong et al. [Paper] [Code]
    • Show Me What and Tell Me How: Video Synthesis via Multimodal Conditioning, Yogesh Balaji et al. [Paper] [Code] [Project]
    • Video Diffusion Models, Jonathan Ho et al. [Paper] [Project]

    Before 2021

    • Transcript to Video: Efficient Clip Sequencing from Texts, Ligong Han et al. [Paper] [Project]
    • GODIVA: Generating Open-DomaIn Videos from nAtural Descriptions, Chenfei Wu et al. [Paper]
    • Text2Video: Text-driven Talking-head Video Synthesis with Phonetic Dictionary, Sibo Zhang et al. [Paper]
    • TiVGAN: Text to Image to Video Generation With Step-by-Step Evolutionary Generator, Doyeon Kim et al. [Paper]
    • Conditional GAN with Discriminative Filter Generation for Text-to-Video Synthesis, Yogesh Balaji et al. [Paper] [Code]
    • IRC-GAN: Introspective Recurrent Convolutional GAN for Text-to-video Generation, Kangle Deng et al. [Paper]
    • StoryGAN: A Sequential Conditional GAN for Story Visualization, Yitong Li et al. [Paper] [Code]
    • Video Generation From Text, Yitong Li et al. [Paper]
    • To create what you tell: Generating videos from captions, Yingwei Pan et al. [Paper]

    Datasets & Benchmarks

    Datasets

    DatasetScaleHighlightsLink
    WebVid-10M10.7M clipsLarge-scale text-video pairs scraped from the webm-bain/webvid
    InternVid7M+ clipsHigh-quality video-text dataset with multimodal annotationsOpenGVLab/InternVid
    HD-VILA-100M100M clipsHigh-resolution long-form videos with dense captionsmicrosoft/HQD
    Panda-70M70M clipsLarge dataset of high-quality video-caption pairssnap-research/Panda-70M
    Vript420K clipsUltra-detailed captions (~145 words), shot type and camera movementVript
    MiraData798K clipsLong-duration videos (avg 72s), 1080p, 318-word captionsMiraData
    OpenVid-1M1M clipsHigh-quality, diverse scenarios, ~98-word captionsOpenVid-1M
    CI-VID1M clips / 717K seqsCoherent interleaved text-video datasetCI-VID
    HD-VG-130M130M clipsHigh-definition, watermark-free video-text pairsHD-VG-130M
    VidProM—Large prompt-gallery dataset for video generationVidProM

    Benchmarks

    BenchmarkFocusLink
    VBench / VBench-2.0Comprehensive video generation evaluation suiteVchitect/VBench
    T2V-CompBenchCompositional text-to-video generationT2V-CompBench
    T2VTextBenchHuman evaluation of textual control in video generationT2VTextBench
    ChronoMagic-BenchMetamorphic / time-lapse text-to-video evaluationChronoMagic-Bench
    BRITEReliable T2V evaluation on implausible scenariosarXiv:2605.00873
    VideoEvalLow-cost evaluation of video foundation modelsVideoEval
    VideoScore2Think-before-you-score reward model / metric for generated video: visual quality, T2V alignment & physical consistency with chain-of-thought (ships VideoScore-Bench-v2)Paper · Code

    Contributing

    Contributions are welcome! Please open a pull request to add new products, papers, models, datasets, or benchmarks. Keep entries concise and include both a paper link and a code/project link when available.

    If you have any questions, feel free to contact jianzhnie.


    License

    Awesome-Text-To-Video is released under the Apache 2.0 license.


    References

    This list was compiled and updated using information from the following sources.

    Product Websites

    Open-Source Repositories

    Datasets, Benchmarks & Surveys