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Boundless: Generative Adversarial Networks for Image Extension

arXiv 1908.07007 ↗First posted 19 Aug 2019cs.CVcited by 62

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Abstract (arXiv)

Image extension models have broad applications in image editing, computational photography and computer graphics. While image inpainting has been extensively studied in the literature, it is challenging to directly apply the state-of-the-art inpainting methods to image extension as they tend to generate blurry or repetitive pixels with inconsistent semantics. We introduce semantic conditioning to the discriminator of a generative adversarial network (GAN), and achieve strong results on image extension with coherent semantics and visually pleasing colors and textures. We also show promising results in extreme extensions, such as panorama generation.

Key facts. Cited by 62 papers in the map (data through 14 Oct 2026). First posted on arXiv 19 Aug 2019.

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Citing papers per year: 2021: 15; 2022: 19; 2023: 12; 2024: 10; 2025: 5; 2026: 1.

62 papers.

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  1. 2021Palette: Image-to-Image Diffusion Modelscited by 1,300
  2. 2022MaskGIT: Masked Generative Image Transformercited by 1,099
  3. 2023A Task is Worth One Word: Learning with Task Prompts for High-Quality Versatile Image Inpaintingcited by 169
  4. 2021Regularizing Generative Adversarial Networks under Limited Datacited by 107
  5. 2021PixelSynth: Generating a 3D-Consistent Experience from a Single Imagecited by 82
  6. 2022InfiniteNature-Zero: Learning Perpetual View Generation of Natural Scenes from Single Imagescited by 82
  7. 2023Long-Term Photometric Consistent Novel View Synthesis with Diffusion Modelscited by 76
  8. 2022Any-resolution Training for High-resolution Image Synthesiscited by 72
  9. 2021Aligning Latent and Image Spaces to Connect the Unconnectablecited by 70
  10. 2024SwitchLight: Co-design of Physics-driven Architecture and Pre-training Framework for Human Portrait Relightingcited by 67
  11. 2023Single Motion Diffusioncited by 65
  12. 2021InfinityGAN: Towards Infinite-Pixel Image Synthesiscited by 61
38 more
  1. 2024360DVD: Controllable Panorama Video Generation with 360-Degree Video Diffusion Modelcited by 58
  2. 2023Training-free Diffusion Model Adaptation for Variable-Sized Text-to-Image Synthesiscited by 56
  3. 2021In&Out : Diverse Image Outpainting via GAN Inversioncited by 55
  4. 2022Look Outside the Room: Synthesizing A Consistent Long-Term 3D Scene Video from A Single Imagecited by 55
  5. 2022Diverse Plausible 360-Degree Image Outpainting for Efficient 3DCG Background Creationcited by 47
  6. 2023Customizing 360-Degree Panoramas through Text-to-Image Diffusion Modelscited by 47
  7. 2024Machine Unlearning for Image-to-Image Generative Modelscited by 47
  8. 2022InsetGAN for Full-Body Image Generationcited by 45
  9. 2023Persistent Nature: A Generative Model of Unbounded 3D Worldscited by 44
  10. 2022SinDiffusion: Learning a Diffusion Model from a Single Natural Imagecited by 42
  11. 2023AutoPoster: A Highly Automatic and Content-aware Design System for Advertising Poster Generationcited by 41
  12. 2024Imagine360: Immersive 360 Video Generation from Perspective Anchorcited by 29
  13. 2021BIPS: Bi-modal Indoor Panorama Synthesis via Residual Depth-aided Adversarial Learningcited by 26
  14. 2024PanoFree: Tuning-Free Holistic Multi-view Image Generation with Cross-view Self-Guidancecited by 18
  15. 2022Deep Rectangling for Image Stitching: A Learning Baselinecited by 16
  16. 2022Factorized and Controllable Neural Re-Rendering of Outdoor Scene for Photo Extrapolationcited by 16
  17. 2022Vector Quantized Image-to-Image Translationcited by 16
  18. 2022High-Fidelity Image Inpainting with GAN Inversioncited by 15
  19. 2024Is One GPU Enough? Pushing Image Generation at Higher-Resolutions with Foundation Modelscited by 14
  20. 2021Bridging the Visual Gap: Wide-Range Image Blendingcited by 12
  21. 2022Cylin-Painting: Seamless 360textdegree Panoramic Image Outpainting and Beyondcited by 12
  22. 2023Learning Subject-Aware Cropping by Outpainting Professional Photoscited by 12
  23. 2021Understanding Invariance via Feedforward Inversion of Discriminatively Trained Classifierscited by 11
  24. 2022Scene Graph Expansion for Semantics-Guided Image Outpaintingcited by 11
  25. 2022Context-Consistent Semantic Image Editing with Style-Preserved Modulationcited by 10
  26. 2023RecRecNet: Rectangling Rectified Wide-Angle Images by Thin-Plate Spline Model and DoF-based Curriculum Learningcited by 8
  27. 2021SemIE: Semantically-aware Image Extrapolationcited by 7
  28. 2022Body Composition Assessment with Limited Field-of-view Computed Tomography: A Semantic Image Extension Perspectivecited by 7
  29. 2021ReGO: Reference-Guided Outpainting for Scenery Imagecited by 6
  30. 2021Boosting Image Outpainting with Semantic Layout Predictioncited by 6
  31. 2023FishDreamer: Towards Fisheye Semantic Completion via Unified Image Outpainting and Segmentationcited by 6
  32. 2022Beyond the Field-of-View: Enhancing Scene Visibility and Perception with Clip-Recurrent Transformercited by 5
  33. 2024Salient Object-Aware Background Generation using Text-Guided Diffusion Modelscited by 5
  34. 2024Controllable Unlearning for Image-to-Image Generative Models via varepsilon-Constrained Optimizationcited by 5
  35. 2024OmniDrag: Enabling Motion Control for Omnidirectional Image-to-Video Generationcited by 5
  36. 2021In-N-Out: Towards Good Initialization for Inpainting and Outpaintingcited by 4
  37. 2023Synthesizing Environment-Specific People in Photographscited by 4
  38. 2025Boosting Resolution Generalization of Diffusion Transformers with Randomized Positional Encodingscited by 4

50 most cited of 62 All 62 (JSON)