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Image Inpainting

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Papers

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TitleStatusHype
Consistency ModelsCode5
Inpaint Anything: Segment Anything Meets Image InpaintingCode5
BrushNet: A Plug-and-Play Image Inpainting Model with Decomposed Dual-Branch DiffusionCode5
Efficient Diffusion Model for Image Restoration by Residual ShiftingCode5
Feature Refinement to Improve High Resolution Image InpaintingCode5
Diffusion Model-Based Image Editing: A SurveyCode4
Flash Diffusion: Accelerating Any Conditional Diffusion Model for Few Steps Image GenerationCode4
GLIGEN: Open-Set Grounded Text-to-Image GenerationCode4
High-Resolution Image Synthesis with Latent Diffusion ModelsCode4
Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image RestorationCode4
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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