mlsanityData to 7 Oct 2026

DoveNet: Deep Image Harmonization via Domain Verification

arXiv 1911.13239 ↗First posted 27 Nov 2019cs.CVcited by 134

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Cited by 32 in Diffusion models, but placed by its own abstract, which didn’t fit.

Abstract (arXiv)

Image composition is an important operation in image processing, but the inconsistency between foreground and background significantly degrades the quality of composite image. Image harmonization, aiming to make the foreground compatible with the background, is a promising yet challenging task. However, the lack of high-quality publicly available dataset for image harmonization greatly hinders the development of image harmonization techniques. In this work, we contribute an image harmonization dataset iHarmony4 by generating synthesized composite images based on COCO (resp., Adobe5k, Flickr, day2night) dataset, leading to our HCOCO (resp., HAdobe5k, HFlickr, Hday2night) sub-dataset. Moreover, we propose a new deep image harmonization method DoveNet using a novel domain verification discriminator, with the insight that the foreground needs to be translated to the same domain as background. Extensive experiments on our constructed dataset demonstrate the effectiveness of our proposed method. Our dataset and code are available at https://github.com/bcmi/Image_Harmonization_Datasets.

Key facts. Cited by 134 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Nov 2019.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 19; 2022: 25; 2023: 38; 2024: 17; 2025: 24; 2026: 11.

134 papers.

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  1. 2022DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generationcited by 3,286
  2. 2022Paint by Example: Exemplar-based Image Editing with Diffusion Modelscited by 489
  3. 2023AnyDoor: Zero-shot Object-level Image Customizationcited by 411
  4. 2023TF-ICON: Diffusion-Based Training-Free Cross-Domain Image Compositioncited by 182
  5. 2021M2TR: Multi-modal Multi-scale Transformers for Deepfake Detectioncited by 114
  6. 2022FocalClick: Towards Practical Interactive Image Segmentationcited by 101
  7. 2021GeoSim: Realistic Video Simulation via Geometry-Aware Composition for Self-Drivingcited by 75
  8. 2021Region-aware Adaptive Instance Normalization for Image Harmonizationcited by 71
  9. 2024Zero-shot Image Editing with Reference Imitationcited by 64
  10. 2021Making Images Real Again: A Comprehensive Survey on Deep Image Compositioncited by 63
  11. 2022Harmonizer: Learning to Perform White-Box Image and Video Harmonizationcited by 61
  12. 2021SSH: A Self-Supervised Framework for Image Harmonizationcited by 60
38 more
  1. 2023Unified Multi-Modal Latent Diffusion for Joint Subject and Text Conditional Image Generationcited by 60
  2. 2023Relightful Harmonization: Lighting-aware Portrait Background Replacementcited by 56
  3. 2021High-Resolution Image Harmonization via Collaborative Dual Transformationscited by 55
  4. 2021TransFill: Reference-guided Image Inpainting by Merging Multiple Color and Spatial Transformationscited by 48
  5. 2022DCCF: Deep Comprehensible Color Filter Learning Framework for High-Resolution Image Harmonizationcited by 46
  6. 2023ControlCom: Controllable Image Composition using Diffusion Modelcited by 43
  7. 2024ConsistentID: Portrait Generation with Multimodal Fine-Grained Identity Preservingcited by 42
  8. 2022ObjectStitch: Generative Object Compositingcited by 36
  9. 2023Neural Preset for Color Style Transfercited by 36
  10. 2021Shadow Generation for Composite Image in Real-world Scenescited by 35
  11. 2023Towards Unified Deep Image Deraining: A Survey and A New Benchmarkcited by 34
  12. 2023Collage Diffusioncited by 33
  13. 2025Does FLUX Already Know How to Perform Physically Plausible Image Composition?cited by 30
  14. 2021OPA: Object Placement Assessment Datasetcited by 28
  15. 2023Semi-supervised Parametric Real-world Image Harmonizationcited by 26
  16. 2021Towards Open-World Text-Guided Face Image Generation and Manipulationcited by 25
  17. 2021Spatial-Separated Curve Rendering Network for Efficient and High-Resolution Image Harmonizationcited by 25
  18. 2023Region-Aware Diffusion for Zero-shot Text-driven Image Editingcited by 25
  19. 2023CustomNet: Zero-shot Object Customization with Variable-Viewpoints in Text-to-Image Diffusion Modelscited by 25
  20. 2024Tuning-Free Image Customization with Image and Text Guidancecited by 25
  21. 2022SCS-Co: Self-Consistent Style Contrastive Learning for Image Harmonizationcited by 24
  22. 2022Learning Object Placement via Dual-path Graph Completioncited by 20
  23. 2023Paste, Inpaint and Harmonize via Denoising: Subject-Driven Image Editing with Pre-Trained Diffusion Modelcited by 20
  24. 2024PrimeComposer: Faster Progressively Combined Diffusion for Image Composition with Attention Steeringcited by 20
  25. 2023Dense Pixel-to-Pixel Harmonization via Continuous Image Representationcited by 19
  26. 2023Towards Enhanced Image Inpainting: Mitigating Unwanted Object Insertion and Preserving Color Consistencycited by 19
  27. 2023A Data Perspective on Enhanced Identity Preservation for Diffusion Personalizationcited by 18
  28. 2023DreamCom: Finetuning Text-guided Inpainting Model for Image Compositioncited by 17
  29. 2024Shadow Generation for Composite Image Using Diffusion modelcited by 17
  30. 2025Generative AI for Cel-Animation: A Surveycited by 17
  31. 2023PixHt-Lab: Pixel Height Based Light Effect Generation for Image Compositingcited by 15
  32. 2023Cross-domain Compositing with Pretrained Diffusion Modelscited by 13
  33. 2022Fast Object Placement Assessmentcited by 12
  34. 2022Hierarchical Dynamic Image Harmonizationcited by 12
  35. 2023LEMaRT: Label-Efficient Masked Region Transform for Image Harmonizationcited by 12
  36. 2023Painterly Image Harmonization using Diffusion Modelcited by 12
  37. 2023Deep Image Harmonization in Dual Color Spacescited by 12
  38. 2025Comprehensive Relighting: Generalizable and Consistent Monocular Human Relighting and Harmonizationcited by 12

50 most cited of 134 All 134 (JSON)