Zhen Xing, Qijun Feng, Haoran Chen, Qi Dai, Han Hu, Hang Xu, Zuxuan Wu, Yu-Gang Jiang
(Source: Make-A-Video, SimDA, PYoCo, Video LDM and Tune-A-Video)
- [News] The Chinese translation is available on Zhihu. Special thanks to Dai-Wenxun for this.
| Methods | Task | Github |
|---|---|---|
| GEN-2 | T2V Generation & Editing | - |
| ModelScope | T2V Generation |  |
| ZeroScope | T2V Generation | - |
| T2V Synthesis Colab | T2V Genetation |  |
| VideoCraft | T2V Genetation & Editing |  |
| Diffusers (T2V synthesis) | T2V Genetation | - |
| AnimateDiff | Personalized T2V Genetation |  |
| Text2Video-Zero | T2V Genetation |  |
| HotShot-XL | T2V Genetation |  |
| Genmo | T2V Genetation | - |
| Fliki | T2V Generation | - |
| Title | arXiv | Github | WebSite | Pub. & Date |
|---|---|---|---|---|
| CelebV-Text: A Large-Scale Facial Text-Video Dataset |  |
 |
- | CVPR, 2023 |
| InternVid: A Large-scale Video-Text Dataset for Multimodal Understanding and Generation | |
 |
- | May, 2023 |
| VideoFactory: Swap Attention in Spatiotemporal Diffusions for Text-to-Video Generation | |
- | - | May, 2023 |
| Advancing High-Resolution Video-Language Representation with Large-Scale Video Transcriptions | |
- | - | Nov, 2021 |
| Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval | |
- | - | ICCV, 2021 |
| MSR-VTT: A Large Video Description Dataset for Bridging Video and Language | |
- | - | CVPR, 2016 |
| Title | arXiv | Github | WebSite | Pub. & Date |
|---|---|---|---|---|
| UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild | |
- | - | Dec., 2012 |
| First Order Motion Model for Image Animation | |
- | - | May, 2023 |
| Learning to Generate Time-Lapse Videos Using Multi-Stage Dynamic Generative Adversarial Networks | |
- | - | CVPR,2018 |
| Title | arXiv | Github | WebSite | Pub. & Date |
|---|---|---|---|---|
| EvalCrafter: Benchmarking and Evaluating Large Video Generation Models | |
- | - | Oct., 2023 |
| Measuring the Quality of Text-to-Video Model Outputs: Metrics and Dataset | |
- | - | Sep., 2023 |
| Title | arXiv | Github | WebSite | Pub. & Date |
|---|---|---|---|---|
| FreeNoise: Tuning-Free Longer Video Diffusion Via Noise Rescheduling | |
 |
 |
Oct, 2023 |
| ConditionVideo: Training-Free Condition-Guided Text-to-Video Generation | |
 |
|
Oct, 2023 |
| LLM-grounded Video Diffusion Models | |
- | - | Oct, 2023 |
| Free-Bloom: Zero-Shot Text-to-Video Generator with LLM Director and LDM Animator | |
 |
- | NeurIPS, 2023 |
| DiffSynth: Latent In-Iteration Deflickering for Realistic Video Synthesis | |
- | - | Aug, 2023 |
| Large Language Models are Frame-level Directors for Zero-shot Text-to-Video Generation | |
 |
- | May, 2023 |
| Text2video-Zero: Text-to-Image Diffusion Models Are Zero-Shot Video Generators | |
|
|
Mar., 2023 |
| Title | arXiv | Github | WebSite | Pub. & Date |
|---|---|---|---|---|
| DisCo: Disentangled Control for Referring Human Dance Generation in Real World | |
 |
|
Jul., 2023 |
| Dancing Avatar: Pose and Text-Guided Human Motion Videos Synthesis with Image Diffusion Model | |
- | - | Aug., 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 |
| Title | arXiv | Github | WebSite | Pub. & Date |
|---|---|---|---|---|
| Motion-Conditioned Diffusion Model for Controllable Video Synthesis | |
- | |
Apr., 2023 |
| DragNUWA: Fine-grained Control in Video Generation by Integrating Text, Image, and Trajectory | |
- | - | Aug., 2023 |
| Title | arXiv | Github | WebSite | Pub. & Date |
|---|---|---|---|---|
| The Power of Sound (TPoS): Audio Reactive Video Generation with Stable Diffusion | |
- | - | ICCV, 2023 |
| Generative Disco: Text-to-Video Generation for Music Visualization | |
- | - | Apr., 2023 |
| AADiff: Audio-Aligned Video Synthesis with Text-to-Image Diffusion | |
- | - | CVPRW, 2023 |
| Title | arXiv | Github | WebSite | Pub. & Date |
|---|---|---|---|---|
| Make-It-4D: Synthesizing a Consistent Long-Term Dynamic Scene Video from a Single Image | |
- | - | MM, 2023 |
| Generative Image Dynamics | |
- | |
Sep., 2023 |
| LaMD: Latent Motion Diffusion for Video Generation | |
- | - | Apr., 2023 |
| Conditional Image-to-Video Generation with Latent Flow Diffusion Models | |
 |
- | CVPR 2023 |
| Title | arXiv | Github | WebSite | Pub. & Date |
|---|---|---|---|---|
| Cinematic Mindscapes: High-quality Video Reconstruction from Brain Activity | |
 |
|
May, 2023 |
| Title | arXiv | Github | WebSite | Pub. & Date |
|---|---|---|---|---|
| Animate-A-Story: Storytelling with Retrieval-Augmented Video Generation | |
 |
|
Jul., 2023 |
| Make-Your-Video: Customized Video Generation Using Textual and Structural Guidance | |
 |
|
Jun., 2023 |
| Title | arXiv | Github | WebSite | Pub. & Date |
|---|---|---|---|---|
| VideoComposer: Compositional Video Synthesis with Motion Controllability | |
 |
|
Jun., 2023 |
| NExT-GPT: Any-to-Any Multimodal LLM | |
- | - | Sep, 2023 |
| MovieFactory: Automatic Movie Creation from Text using Large Generative Models for Language and Images | |
- | |
Jun, 2023 |
| Any-to-Any Generation via Composable Diffusion | |
 |
|
May, 2023 |
| Mm-Diffusion: Learning Multi-Modal Diffusion Models for Joint Audio and Video Generation | |
 |
- | CVPR 2023 |
| Title | arXiv | Github | WebSite | Pub. & Date |
|---|---|---|---|---|
| Video Probabilistic Diffusion Models in Projected Latent Space | |
 |
|
CVPR 2023 |
| VIDM: Video Implicit Diffusion Models | |
 |
|
AAAI 2023 |
| GD-VDM: Generated Depth for better Diffusion-based Video Generation | |
 |
- | Jun., 2023 |
| LEO: Generative Latent Image Animator for Human Video Synthesis | |
 |
|
May., 2023 |
| Title | arXiv | Github | WebSite | Pub. & Date |
|---|---|---|---|---|
| VDT: An Empirical Study on Video Diffusion with Transformers | |
 |
- | May, 2023 |
| Title | arXiv | Github | Pub. & Date |
|---|---|---|---|
| LDMVFI: Video Frame Interpolation with Latent Diffusion Models | |
- | Mar., 2023 |
| CaDM: Codec-aware Diffusion Modeling for Neural-enhanced Video Streaming | |
- | Nov., 2022 |
| Look Ma, No Hands! Agent-Environment Factorization of Egocentric Videos | |
- | - |
| Title | arXiv | Github | Website | Pub. & Date |
|---|---|---|---|---|
| Video Diffusion Models with Local-Global Context Guidance | |
 |
- | IJCAI, 2023 |
| Seer: Language Instructed Video Prediction with Latent Diffusion Models | |
- | |
Mar., 2023 |
| Diffusion Models for Video Prediction and Infilling | |
 |
|
TMLR 2022 |
| McVd: Masked Conditional Video Diffusion for Prediction, Generation, and Interpolation | |
|
|
NeurIPS 2022 |
| Diffusion Probabilistic Modeling for Video Generation | |
 |
- | Mar., 2022 |
| Flexible Diffusion Modeling of Long Videos | |
 |
|
May, 2022 |
| Control-A-Video: Controllable Text-to-Video Generation with Diffusion Models | |
 |
|
May, 2023 |
| Title | arXiv | Github | Website | Pub. Date |
|---|---|---|---|---|
| MagicProp: Diffusion-based Video Editing via Motion-aware Appearance Propagation | |
- | - | Sep, 2023 |
| MagicEdit: High-Fidelity and Temporally Coherent Video Editing | |
- | - | Aug, 2023 |
| Edit Temporal-Consistent Videos with Image Diffusion Model | |
- | - | Aug, 2023 |
| Structure and Content-Guided Video Synthesis With Diffusion Models | |
- | |
ICCV, 2023 |
| Dreamix: Video Diffusion Models Are General Video Editors | |
- | |
Feb, 2023 |
| Title | arXiv | Github | Website | Pub. & Date |
|---|---|---|---|---|
| StableVideo: Text-driven Consistency-aware Diffusion Video Editing | |
 |
|
ICCV, 2023 |
| Shape-aware Text-driven Layered Video Editing | |
- | - | CVPR, 2023 |
| SAVE: Spectral-Shift-Aware Adaptation of Image Diffusion Models for Text-guided Video Editing | |
 |
- | May, 2023 |
| Towards Consistent Video Editing with Text-to-Image Diffusion Models | |
- | - | Mar., 2023 |
| Edit-A-Video: Single Video Editing with Object-Aware Consistency | |
- | |
Mar., 2023 |
| Tune-A-Video: One-Shot Tuning of Image Diffusion Models for Text-to-Video Generation | |
 |
|
ICCV, 2023 |
| ControlVideo: Adding Conditional Control for One Shot Text-to-Video Editing | |
 |
|
May, 2023 |
| Video-P2P: Video Editing with Cross-attention Control | |
 |
|
Mar., 2023 |
| SinFusion: Training Diffusion Models on a Single Image or Video | |
 |
|
Nov., 2022 |
| Title | arXiv | Github | Website | Pub. Date |
|---|---|---|---|---|
| InstructVid2Vid: Controllable Video Editing with Natural Language Instructions | |
- | - | May, 2023 |
| Collaborative Score Distillation for Consistent Visual Synthesis | |
- | - | July, 2023 |
| Title | arXiv | Github | Website | Pub. Date |
|---|---|---|---|---|
| VideoControlNet: A Motion-Guided Video-to-Video Translation Framework by Using Diffusion Model with ControlNet | |
- | |
July, 2023 |
| Title | arXiv | Github | Website | Pub. Date |
|---|---|---|---|---|
| Speech Driven Video Editing via an Audio-Conditioned Diffusion Model | |
- | - | May., 2023 |
| Soundini: Sound-Guided Diffusion for Natural Video Editing | |
 |
|
Apr., 2023 |
| Title | arXiv | Github | Website | Pub. Date |
|---|---|---|---|---|
| CCEdit: Creative and Controllable Video Editing via Diffusion Models | |
- | - | Sep, 2023 |
| Make-A-Protagonist: Generic Video Editing with An Ensemble of Experts | |
 |
|
May, 2023 |
| Title | arXiv | Github | Website | Pub. Date |
|---|---|---|---|---|
| DynVideo-E: Harnessing Dynamic NeRF for Large-Scale Motion- and View-Change Human-Centric Video Editing | |
- | |
Oct., 2023 |
| INVE: Interactive Neural Video Editing | |
- | |
Jul., 2023 |
| Shape-Aware Text-Driven Layered Video Editing | |
- | |
Jan., 2023 |
If you have any suggestions or find our work helpful, feel free to contact us
Homepage: Zhen Xing
Email: [email protected]
If you find our work useful, please consider citing it:
@article{vdmsurvey,
title={A Survey on Video Diffusion Models},
author={Zhen Xing and Qijun Feng and Haoran Chen and Qi Dai and Han Hu and Hang Xu and Zuxuan Wu and Yu-Gang Jiang},
journal={arXiv preprint arXiv:2310.10647},
year={2023}
}
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