Methods › General › Self-Supervised Learning › Inpainting
Inpainting
Introduced by Deepak Pathak et al. in Context Encoders: Feature Learning by Inpainting
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Train a convolutional neural network to generate the contents of an arbitrary image region conditioned on its surroundings.
Papers archive 2025-07-28
30 shown of 998, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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MFGDiffusion: Mask-Guided Smoke Synthesis for Enhanced Forest Fire Detection 15 Jul 2025 · 1 repository · arXiv:2507.11252
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The model is the message: Lightweight convolutional autoencoders applied to noisy imaging data for planetary science and astrobiology 15 Jul 2025 · 0 repositories · arXiv:2507.11400
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RePaintGS: Reference-Guided Gaussian Splatting for Realistic and View-Consistent 3D Scene Inpainting 11 Jul 2025 · 0 repositories · arXiv:2507.08434
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Rethinking Layered Graphic Design Generation with a Top-Down Approach 8 Jul 2025 · 0 repositories · arXiv:2507.05601
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MTADiffusion: Mask Text Alignment Diffusion Model for Object Inpainting 30 Jun 2025 · 0 repositories · arXiv:2506.23482
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Controllable 3D Placement of Objects with Scene-Aware Diffusion Models 26 Jun 2025 · 0 repositories · arXiv:2506.21446
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DeOcc-1-to-3: 3D De-Occlusion from a Single Image via Self-Supervised Multi-View Diffusion 26 Jun 2025 · 1 repository · arXiv:2506.21544
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Video Virtual Try-on with Conditional Diffusion Transformer Inpainter 26 Jun 2025 · 0 repositories · arXiv:2506.21270
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Let Your Video Listen to Your Music! 23 Jun 2025 · 0 repositories · arXiv:2506.18881
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3DeepRep: 3D Deep Low-rank Tensor Representation for Hyperspectral Image Inpainting 20 Jun 2025 · 0 repositories · arXiv:2506.16735
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Exploring Diffusion with Test-Time Training on Efficient Image Restoration 17 Jun 2025 · 0 repositories · arXiv:2506.14541
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orGAN: A Synthetic Data Augmentation Pipeline for Simultaneous Generation of Surgical Images and Ground Truth Labels 17 Jun 2025 · 0 repositories · arXiv:2506.14303
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VideoPDE: Unified Generative PDE Solving via Video Inpainting Diffusion Models 16 Jun 2025 · 0 repositories · arXiv:2506.13754
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3D Hand Mesh-Guided AI-Generated Malformed Hand Refinement with Hand Pose Transformation via Diffusion Model 15 Jun 2025 · 0 repositories · arXiv:2506.12680
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Aligned Novel View Image and Geometry Synthesis via Cross-modal Attention Instillation 13 Jun 2025 · 0 repositories · arXiv:2506.11924
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VEIGAR: View-consistent Explicit Inpainting and Geometry Alignment for 3D object Removal 13 Jun 2025 · 0 repositories · arXiv:2506.15821
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InstaInpaint: Instant 3D-Scene Inpainting with Masked Large Reconstruction Model 12 Jun 2025 · 0 repositories · arXiv:2506.10980
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Conditional diffusion models for guided anomaly detection in brain images using fluid-driven anomaly randomization 11 Jun 2025 · 0 repositories · arXiv:2506.10233
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HiSin: Efficient High-Resolution Sinogram Inpainting via Resolution-Guided Progressive Inference 10 Jun 2025 · 0 repositories · arXiv:2506.08809
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Difference Inversion: Interpolate and Isolate the Difference with Token Consistency for Image Analogy Generation 9 Jun 2025 · 0 repositories · arXiv:2506.07750
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Flow-Anything: Learning Real-World Optical Flow Estimation from Large-Scale Single-view Images 9 Jun 2025 · 0 repositories · arXiv:2506.07740
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Highly Compressed Tokenizer Can Generate Without Training 9 Jun 2025 · 1 repository · arXiv:2506.08257
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MARS: Radio Map Super-resolution and Reconstruction Method under Sparse Channel Measurements 5 Jun 2025 · 0 repositories · arXiv:2506.04682
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Follow-Your-Creation: Empowering 4D Creation through Video Inpainting 5 Jun 2025 · 0 repositories · arXiv:2506.04590
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Geological Field Restoration through the Lens of Image Inpainting 5 Jun 2025 · 0 repositories · arXiv:2506.04869
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OGGSplat: Open Gaussian Growing for Generalizable Reconstruction with Expanded Field-of-View 5 Jun 2025 · 1 repository · arXiv:2506.05204
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DreamDance: Animating Character Art via Inpainting Stable Gaussian Worlds 30 May 2025 · 0 repositories · arXiv:2505.24733
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MGE-LDM: Joint Latent Diffusion for Simultaneous Music Generation and Source Extraction 29 May 2025 · 0 repositories · arXiv:2505.23305
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UniTEX: Universal High Fidelity Generative Texturing for 3D Shapes 29 May 2025 · 1 repository · arXiv:2505.23253
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Video Editing for Audio-Visual Dubbing 29 May 2025 · 1 repository · arXiv:2505.23406
Tasks archive 2025-07-28
20 shown of 444 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Image Inpainting | 361 |
| Image Generation | 113 |
| Denoising | 108 |
| Video Inpainting | 90 |
| Object | 70 |
| Semantic Segmentation | 47 |
| Decoder | 39 |
| Image Restoration | 37 |
| Segmentation | 37 |
| Super-Resolution | 36 |
| Novel View Synthesis | 31 |
| NeRF | 29 |
| Optical Flow Estimation | 29 |
| Generative Adversarial Network | 27 |
| Diversity | 26 |
| Data Augmentation | 24 |
| Facial Inpainting | 23 |
| Image Reconstruction | 21 |
| Virtual Try-on | 21 |
| Depth Estimation | 19 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections