mlsanityData to 7 Oct 2026

Recycle-GAN: Unsupervised Video Retargeting

arXiv 1808.05174 ↗First posted 15 Aug 2018cs.CV cs.GR cs.LGcited by 89

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Abstract (arXiv)

We introduce a data-driven approach for unsupervised video retargeting that translates content from one domain to another while preserving the style native to a domain, i.e., if contents of John Oliver's speech were to be transferred to Stephen Colbert, then the generated content/speech should be in Stephen Colbert's style. Our approach combines both spatial and temporal information along with adversarial losses for content translation and style preservation. In this work, we first study the advantages of using spatiotemporal constraints over spatial constraints for effective retargeting. We then demonstrate the proposed approach for the problems where information in both space and time matters such as face-to-face translation, flower-to-flower, wind and cloud synthesis, sunrise and sunset.

Key facts. Cited by 89 papers in the map (data through 7 Oct 2026). First posted on arXiv 15 Aug 2018.

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Citing papers per year: 2021: 36; 2022: 23; 2023: 14; 2024: 14; 2025: 2.

89 papers.

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  1. 2021Motion Representations for Articulated Animationcited by 253
  2. 2021PIRenderer: Controllable Portrait Image Generation via Semantic Neural Renderingcited by 202
  3. 2022StyleHEAT: One-Shot High-Resolution Editable Talking Face Generation via Pre-trained StyleGANcited by 169
  4. 2021A Good Image Generator Is What You Need for High-Resolution Video Synthesiscited by 162
  5. 2021Audio2Head: Audio-driven One-shot Talking-head Generation with Natural Head Motioncited by 148
  6. 2021Image-to-Image Translation: Methods and Applicationscited by 116
  7. 2022Self-Supervised Learning for Videos: A Surveycited by 85
  8. 2021Deepfakes Generation and Detection: State-of-the-art, open challenges, countermeasures, and way forwardcited by 82
  9. 2021Explainability of deep vision-based autonomous driving systems: Review and challengescited by 80
  10. 2021Responsive Listening Head Generation: A Benchmark Dataset and Baselinecited by 67
  11. 2022Synthetic Data -- what, why and how?cited by 66
  12. 2022SinFusion: Training Diffusion Models on a Single Image or Videocited by 58
38 more
  1. 2021Style and Pose Control for Image Synthesis of Humans from a Single Monocular Viewcited by 53
  2. 2021HumanGAN: A Generative Model of Humans Imagescited by 47
  3. 2022Exploring Frequency Adversarial Attacks for Face Forgery Detectioncited by 45
  4. 2022Implicit Warping for Animation with Image Setscited by 45
  5. 2023DPE: Disentanglement of Pose and Expression for General Video Portrait Editingcited by 45
  6. 2021Learned Spatial Representations for Few-shot Talking-Head Synthesiscited by 32
  7. 2024Put Myself in Your Shoes: Lifting the Egocentric Perspective from Exocentric Videoscited by 32
  8. 2024GaussianHeads: End-to-End Learning of Drivable Gaussian Head Avatars from Coarse-to-fine Representationscited by 31
  9. 2023AvatarStudio: Text-driven Editing of 3D Dynamic Human Head Avatarscited by 29
  10. 2024MegActor: Harness the Power of Raw Video for Vivid Portrait Animationcited by 27
  11. 2023LoCoNet: Long-Short Context Network for Active Speaker Detectioncited by 24
  12. 2021Long-Term Temporally Consistent Unpaired Video Translation from Simulated Surgical 3D Datacited by 21
  13. 2021Cross-View Exocentric to Egocentric Video Synthesiscited by 20
  14. 2021Contrastive Learning of Image Representations with Cross-Video Cycle-Consistencycited by 19
  15. 2021View Generalization for Single Image Textured 3D Modelscited by 19
  16. 2021Deep Person Generation: A Survey from the Perspective of Face, Pose and Cloth Synthesiscited by 16
  17. 2022A survey on GANs for computer vision: Recent research, analysis and taxonomycited by 15
  18. 2021Behavior-Driven Synthesis of Human Dynamicscited by 14
  19. 2021Dance In the Wild: Monocular Human Animation with Neural Dynamic Appearance Synthesiscited by 14
  20. 2023Interactive Conversational Head Generationcited by 14
  21. 2021Learning Temporal Dynamics from Cycles in Narrated Videocited by 13
  22. 2021Image-to-Video Generation via 3D Facial Dynamicscited by 13
  23. 2021Diverse Generation from a Single Video Made Possiblecited by 13
  24. 2023ToonTalker: Cross-Domain Face Reenactmentcited by 12
  25. 2021Egocentric Videoconferencingcited by 10
  26. 2021I2V-GAN: Unpaired Infrared-to-Visible Video Translationcited by 10
  27. 2022Cross-identity Video Motion Retargeting with Joint Transformation and Synthesiscited by 10
  28. 2022Compressing Video Calls using Synthetic Talking Headscited by 10
  29. 2021Learning Cycle-Consistent Cooperative Networks via Alternating MCMC Teaching for Unsupervised Cross-Domain Translationcited by 8
  30. 2024Do As I Do: Pose Guided Human Motion Copycited by 8
  31. 2022Weakly Supervised Correspondence Learningcited by 7
  32. 2022Deepfake: Definitions, Performance Metrics and Standards, Datasets and Benchmarks, and a Meta-Reviewcited by 6
  33. 2022Learning Temporally and Semantically Consistent Unpaired Video-to-video Translation Through Pseudo-Supervision From Synthetic Optical Flowcited by 5
  34. 2022TemporalUV: Capturing Loose Clothing with Temporally Coherent UV Coordinatescited by 5
  35. 2022ROMA: Cross-Domain Region Similarity Matching for Unpaired Nighttime Infrared to Daytime Visible Video Translationcited by 5
  36. 2021DeepFake MNIST+: A DeepFake Facial Animation Datasetcited by 4
  37. 2024AnaMoDiff: 2D Analogical Motion Diffusion via Disentangled Denoisingcited by 4
  38. 2021Video Reenactment as Inductive Bias for Content-Motion Disentanglementcited by 3

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