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Image Inpainting

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Papers

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Showing 1–50 of 708 papers

TitleStatusHype
Efficient Diffusion Model for Image Restoration by Residual ShiftingCode5
BrushNet: A Plug-and-Play Image Inpainting Model with Decomposed Dual-Branch DiffusionCode5
Consistency ModelsCode5
Feature Refinement to Improve High Resolution Image InpaintingCode5
Inpaint Anything: Segment Anything Meets Image InpaintingCode5
RePaint: Inpainting using Denoising Diffusion Probabilistic ModelsCode4
GLIGEN: Open-Set Grounded Text-to-Image GenerationCode4
Diffusion Model-Based Image Editing: A SurveyCode4
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelCode4
VideoPainter: Any-length Video Inpainting and Editing with Plug-and-Play Context ControlCode4
Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image RestorationCode4
High-Resolution Image Synthesis with Latent Diffusion ModelsCode4
Flash Diffusion: Accelerating Any Conditional Diffusion Model for Few Steps Image GenerationCode4
Designing a Better Asymmetric VQGAN for StableDiffusionCode3
Texture Memory-Augmented Deep Patch-Based Image InpaintingCode3
Aggregated Contextual Transformations for High-Resolution Image InpaintingCode3
Diffree: Text-Guided Shape Free Object Inpainting with Diffusion ModelCode3
Resolution-robust Large Mask Inpainting with Fourier ConvolutionsCode3
Planning with Diffusion for Flexible Behavior SynthesisCode3
PixelHacker: Image Inpainting with Structural and Semantic ConsistencyCode3
ZIM: Zero-Shot Image Matting for AnythingCode3
CoCoCo: Improving Text-Guided Video Inpainting for Better Consistency, Controllability and CompatibilityCode3
Transformer based Pluralistic Image Completion with Reduced Information LossCode2
Unsupervised High-Resolution Portrait Gaze Correction and AnimationCode2
Text Image Inpainting via Global Structure-Guided Diffusion ModelsCode2
Structure Matters: Tackling the Semantic Discrepancy in Diffusion Models for Image InpaintingCode2
DreamMix: Decoupling Object Attributes for Enhanced Editability in Customized Image InpaintingCode2
PointDreamer: Zero-shot 3D Textured Mesh Reconstruction from Colored Point CloudCode2
Towards Unified Keyframe Propagation ModelsCode2
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse ProblemsCode2
MI-GAN: A Simple Baseline for Image Inpainting on Mobile DevicesCode2
Incremental Transformer Structure Enhanced Image Inpainting with Masking Positional EncodingCode2
Minutes to Seconds: Speeded-up DDPM-based Image Inpainting with Coarse-to-Fine SamplingCode2
Image Restoration with Mean-Reverting Stochastic Differential EquationsCode2
HINT: High-quality INPainting Transformer with Mask-Aware Encoding and Enhanced AttentionCode2
Improving Diffusion Models for Inverse Problems using Manifold ConstraintsCode2
Paint by Inpaint: Learning to Add Image Objects by Removing Them FirstCode2
Blended Latent DiffusionCode2
Generative Modeling by Estimating Gradients of the Data DistributionCode2
Coherent and Multi-modality Image Inpainting via Latent Space OptimizationCode2
Image Inpainting with Learnable Feature ImputationCode2
BiGR: Harnessing Binary Latent Codes for Image Generation and Improved Visual Representation CapabilitiesCode2
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion ModelsCode2
Controlling Vision-Language Models for Multi-Task Image RestorationCode2
Inst-Inpaint: Instructing to Remove Objects with Diffusion ModelsCode2
MAT: Mask-Aware Transformer for Large Hole Image InpaintingCode2
HD-Painter: High-Resolution and Prompt-Faithful Text-Guided Image Inpainting with Diffusion ModelsCode2
Autoregressive Image Generation with Randomized Parallel DecodingCode2
Flow Matching in Latent SpaceCode2
CM-GAN: Image Inpainting with Cascaded Modulation GAN and Object-Aware TrainingCode2
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All datasetsPlaces2CelebAImageNetPlaces2 valCelebA-HQFFHQ 512 x 512FFHQ 1024 x 1024Paris StreetViewApolloScapeApolloscape InpaintingPlaces365StreetView

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HFillFID28.92—Unverified
2SEELEFID24.4—Unverified
3TFill (20-50% free-form)FID22.13—Unverified
4EdgeConnectFID12.66—Unverified
5AOT GANFID10.64—Unverified
6CR-FillFID9.66—Unverified
7DeepFill v2FID9.27—Unverified
8ProFillFID7.7—Unverified
9MADFFID7.53—Unverified
10LAMAFID2.97—Unverified
#ModelMetricClaimedVerifiedStatus
1A+yFID181.56—Unverified
2A+yFID103.3—Unverified
3A+yFID54.31—Unverified
4RePaintFID14.19—Unverified
5DDRMFID12.53—Unverified
6DDRMFID6.24—Unverified
7DDNMFID4.54—Unverified
8DDNMFID1.41—Unverified
9ConPreDiffLPIPS0.02—Unverified
#ModelMetricClaimedVerifiedStatus
1A+yFID72.71—Unverified
2DGPFID64.34—Unverified
3A+yFID55.42—Unverified
4RePaintFID12.31—Unverified
5DDRMFID4.82—Unverified
6DDNMFID3.89—Unverified
7WavePaintFID3.21—Unverified
8DDRMFID1.48—Unverified
9DDNMFID1.15—Unverified
#ModelMetricClaimedVerifiedStatus
1HiFill (128×128 center mask)FID16.9—Unverified
2HiFill (20-30% free form)FID15.7—Unverified
3DeepFillv2 (128×128 center mask)FID15.3—Unverified
4TFill (20-30% free form)FID15.2—Unverified
5DeepFillv2 (20-30% free form)FID13.5—Unverified
6Palette (128×128 center mask)FID11.9—Unverified
7Palatte (20-30% free form)FID11.7—Unverified
#ModelMetricClaimedVerifiedStatus
1ICTFID12.84—Unverified
2LaMaFID8.15—Unverified
3MADFFID6.83—Unverified
4CoModGANFID5.65—Unverified
5WavePaintFID5.53—Unverified
6MATFID4.86—Unverified
#ModelMetricClaimedVerifiedStatus
1CoModGANFID3.7—Unverified
2TFillFID3.5—Unverified
3SH-GANFID3.4—Unverified
#ModelMetricClaimedVerifiedStatus
1SN-PatchGANLPIPS0.24—Unverified
2BRGMLPIPS0.19—Unverified
#ModelMetricClaimedVerifiedStatus
1Coherent Semantic Attention for Image Inpainting40-50% Mask PSNR23.1—Unverified
2Image Inpainting with Learnable Bidirectional Attention Maps40-50% Mask PSNR22.62—Unverified
#ModelMetricClaimedVerifiedStatus
1DVIMAE6.14—Unverified
#ModelMetricClaimedVerifiedStatus
1DVIRMSE9.63—Unverified
#ModelMetricClaimedVerifiedStatus
1GGLAL1 error1.2—Unverified
#ModelMetricClaimedVerifiedStatus
1SRNetSSIM0.79—Unverified