mlsanityData to 7 Oct 2026

MagicEdit: High-Fidelity and Temporally Coherent Video Editing

arXiv 2308.14749 ↗First posted 28 Aug 2023cs.CVcited by 75

Not on the map. Why?

Cited by 39 in Diffusion models, but placed by its own abstract, which didn’t fit.

Abstract (arXiv)

In this report, we present MagicEdit, a surprisingly simple yet effective solution to the text-guided video editing task. We found that high-fidelity and temporally coherent video-to-video translation can be achieved by explicitly disentangling the learning of content, structure and motion signals during training. This is in contradict to most existing methods which attempt to jointly model both the appearance and temporal representation within a single framework, which we argue, would lead to degradation in per-frame quality. Despite its simplicity, we show that MagicEdit supports various downstream video editing tasks, including video stylization, local editing, video-MagicMix and video outpainting.

Key facts. Cited by 75 papers in the map (data through 7 Oct 2026). Builds on 19 of its 19 references that are in the map. First posted on arXiv 28 Aug 2023.

Builds on

19 of 19 references.

References · 19

  1. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,694
  2. 2020Denoising Diffusion Implicit Modelscited by 9,655
  3. 2021Diffusion Models Beat GANs on Image Synthesiscited by 8,185
  4. 2022Hierarchical Text-Conditional Image Generation with CLIP Latentscited by 6,539
  5. 2022Photorealistic Text-to-Image Diffusion Models with Deep Language Understandingcited by 6,322
  6. 2023Adding Conditional Control to Text-to-Image Diffusion Modelscited by 5,466
  7. 2021SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equationscited by 1,903
  8. 2019Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-shot Cross-dataset Transfercited by 1,484
  9. 2023AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific Tuningcited by 1,418
  10. 2022Null-text Inversion for Editing Real Images using Guided Diffusion Modelscited by 1,168
  11. 2016Realtime Multi-Person 2D Pose Estimation using Part Affinity Fieldscited by 1,061
  12. 2022Tune-A-Video: One-Shot Tuning of Image Diffusion Models for Text-to-Video Generationcited by 958
7 more
  1. 2023Structure and Content-Guided Video Synthesis with Diffusion Modelscited by 589
  2. 2023Pix2Video: Video Editing using Image Diffusioncited by 318
  3. 2023Video-P2P: Video Editing with Cross-attention Controlcited by 312
  4. 2023Rerender A Video: Zero-Shot Text-Guided Video-to-Video Translationcited by 253
  5. 2023Zero-Shot Video Editing Using Off-The-Shelf Image Diffusion Modelscited by 135
  6. 2023Edit-A-Video: Single Video Editing with Object-Aware Consistencycited by 65
  7. 2022MagicMix: Semantic Mixing with Diffusion Modelscited by 63

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 16; 2024: 30; 2025: 19; 2026: 10.

75 papers.

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  1. 2023VBench: Comprehensive Benchmark Suite for Video Generative Modelscited by 1,755
  2. 2024Depth Anything V2cited by 1,385
  3. 2024Depth Anything: Unleashing the Power of Large-Scale Unlabeled Datacited by 1,346
  4. 2023VideoPoet: A Large Language Model for Zero-Shot Video Generationcited by 479
  5. 2024Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Modelscited by 467
  6. 2025VACE: All-in-One Video Creation and Editingcited by 467
  7. 2025VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulnesscited by 289
  8. 2023A Survey on Video Diffusion Modelscited by 203
  9. 2023State of the Art on Diffusion Models for Visual Computingcited by 126
  10. 2023VideoBooth: Diffusion-based Video Generation with Image Promptscited by 124
  11. 2023RAVE: Randomized Noise Shuffling for Fast and Consistent Video Editing with Diffusion Modelscited by 113
  12. 2024PeRFlow: Piecewise Rectified Flow as Universal Plug-and-Play Acceleratorcited by 95
38 more
  1. 2025UniVideo: Unified Understanding, Generation, and Editing for Videoscited by 85
  2. 2025Seaweed-7B: Cost-Effective Training of Video Generation Foundation Modelcited by 81
  3. 2023CCEdit: Creative and Controllable Video Editing via Diffusion Modelscited by 80
  4. 2023VideoSwap: Customized Video Subject Swapping with Interactive Semantic Point Correspondencecited by 69
  5. 2023ConsistNet: Enforcing 3D Consistency for Multi-view Images Diffusioncited by 65
  6. 2024COVE: Unleashing the Diffusion Feature Correspondence for Consistent Video Editingcited by 59
  7. 2024Magic-Me: Identity-Specific Video Customized Diffusioncited by 58
  8. 2024Customize-A-Video: One-Shot Motion Customization of Text-to-Video Diffusion Modelscited by 55
  9. 2024Still-Moving: Customized Video Generation without Customized Video Datacited by 49
  10. 2024PhysMotion: Physics-Grounded Dynamics From a Single Imagecited by 45
  11. 2023LivePhoto: Real Image Animation with Text-guided Motion Controlcited by 44
  12. 2024Diffusion Model-Based Video Editing: A Surveycited by 44
  13. 2024VBench++: Comprehensive and Versatile Benchmark Suite for Video Generative Modelscited by 42
  14. 2024Mora: Enabling Generalist Video Generation via A Multi-Agent Frameworkcited by 41
  15. 2024Efficient Diffusion Models: A Comprehensive Survey from Principles to Practicescited by 39
  16. 2024LLMs Meet Multimodal Generation and Editing: A Surveycited by 35
  17. 2024Motion Inversion for Video Customizationcited by 30
  18. 2024Be-Your-Outpainter: Mastering Video Outpainting through Input-Specific Adaptationcited by 29
  19. 2024VIVID-10M: A Dataset and Baseline for Versatile and Interactive Video Local Editingcited by 24
  20. 2025Generative Video Motion Editing with 3D Point Trackscited by 21
  21. 2023BIVDiff: A Training-Free Framework for General-Purpose Video Synthesis via Bridging Image and Video Diffusion Modelscited by 19
  22. 2023Fine-grained Controllable Video Generation via Object Appearance and Contextcited by 18
  23. 2024DIVE: Taming DINO for Subject-Driven Video Editingcited by 17
  24. 2024MotionStone: Decoupled Motion Intensity Modulation with Diffusion Transformer for Image-to-Video Generationcited by 16
  25. 2023A Video is Worth 256 Bases: Spatial-Temporal Expectation-Maximization Inversion for Zero-Shot Video Editingcited by 14
  26. 2025Survey of Video Diffusion Models: Foundations, Implementations, and Applicationscited by 14
  27. 2025SayAnything: Audio-Driven Lip Synchronization with Conditional Video Diffusioncited by 12
  28. 2025Get In Video: Add Anything You Want to the Videocited by 12
  29. 2023Flow-Guided Diffusion for Video Inpaintingcited by 11
  30. 2023MaskINT: Video Editing via Interpolative Non-autoregressive Masked Transformerscited by 11
  31. 2024GenRec: Unifying Video Generation and Recognition with Diffusion Modelscited by 11
  32. 2024PoseCrafter: One-Shot Personalized Video Synthesis Following Flexible Pose Controlcited by 10
  33. 2025Tinker: Diffusion's Gift to 3D--Multi-View Consistent Editing From Sparse Inputs without Per-Scene Optimizationcited by 9
  34. 2025OmniInsert: Mask-Free Video Insertion of Any Reference via Diffusion Transformer Modelscited by 9
  35. 2023Towards Accurate Guided Diffusion Sampling through Symplectic Adjoint Methodcited by 8
  36. 2024MVOC: a training-free multiple video object composition method with diffusion modelscited by 8
  37. 2025Visual Prompting for One-shot Controllable Video Editing without Inversioncited by 8
  38. 2026Tele-Omni: a Unified Multimodal Framework for Video Generation and Editingcited by 8

50 most cited of 75 All 75 (JSON)