Image Inpainting on Places2 (test)
0.766FIDDMTimg
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DMTimgMask size=Small2023.07 | 0.766 | — | — | — | — | — | 0.3 | 0.434 | — | |
| LamaMask size=Small2023.07 | 0.91 | — | — | — | — | — | 0.193 | 0.402 | — | |
| FcFMask size=Small2023.07 | 0.91 | — | — | — | — | — | 0.285 | 0.426 | — | |
| CoModGANMask size=Small2023.07 | 1.177 | — | — | — | — | — | 0.2 | 0.396 | — | |
| TFillMask size=Small2023.07 | 1.417 | — | — | — | — | — | 0.126 | 0.361 | — | |
| EdgeConnect (Canny edges)Mask size=10-20%2019.01 | 2.25 | 0.0116 | 0.941 | 30.85 | — | — | — | — | — | |
| EdgeConnectMask size=10-20%2019.01 | 2.32 | 0.015 | 0.92 | 27.95 | — | — | — | — | — | |
| DeepFillMask size=Small2023.07 | 2.598 | — | — | — | — | — | 0.055 | 0.304 | — | |
| EdgeConnect (Canny edges)Mask size=Fixed2019.01 | 3.24 | 0.0222 | 0.892 | 26.52 | — | — | — | — | — | |
| EdgeConnect (Canny edges)Mask size=20-30%2019.01 | 3.42 | 0.0188 | 0.902 | 28.35 | — | — | — | — | — | |
| DMTimgMask size=Large2023.07 | 4.208 | — | — | — | — | — | 0.156 | 0.314 | — | |
| Ours2021.04 | 4.45 | — | 0.872 | 26.11 | — | — | — | — | — | |
| MISFMask size=Small2023.07 | 4.458 | — | — | — | — | — | 0.003 | 0.126 | — | |
| EdgeConnect (Canny edges)Mask size=30-40%2019.01 | 4.87 | 0.026 | 0.863 | 26.66 | — | — | — | — | — | |
| EdgeConnectMask size=20-30%2019.01 | 4.91 | 0.0259 | 0.861 | 24.92 | — | — | — | — | — | |
| StructureFlow2021.04 | 5.54 | — | 0.863 | 25.77 | — | — | — | — | — | |
| FcFMask size=Large2023.07 | 5.55 | — | — | — | — | — | 0.132 | 0.289 | — | |
| EC2021.04 | 5.76 | — | 0.843 | 24.86 | — | — | — | — | — | |
| Contextual AttentionMask size=10-20%2019.01 | 6.16 | 0.0241 | 0.893 | 24.36 | — | — | — | — | — | |
| CoModGANMask size=Large2023.07 | 6.68 | — | — | — | — | — | 0.087 | 0.251 | — | |
| LBAM2021.04 | 7.06 | — | 0.849 | 25 | — | — | — | — | — | |
| EdgeConnect (Canny edges)Mask size=40-50%2019.01 | 7.13 | 0.0341 | 0.821 | 25.2 | — | — | — | — | — | |
| PConv2021.04 | 7.53 | — | 0.856 | 25.3 | — | — | — | — | — | |
| GConv2021.04 | 7.88 | — | 0.831 | 23.57 | — | — | — | — | — | |
| FLUX.1-Fill-DevParam. (x10^9)=11.902▲5166%, Latency (ms/step)=161.01▲519%2026.06 | 8.02 | — | — | — | — | — | — | — | 0.279 | |
| EdgeConnectMask size=Fixed2019.01 | 8.16 | 0.0386 | 0.823 | 21.75 | — | — | — | — | — | |
| StructureFlow2021.04 | 8.24 | — | 0.767 | 21.23 | — | — | — | — | — | |
| PEN-Net2021.04 | 8.29 | — | 0.778 | 23.19 | — | — | — | — | — | |
| Ours2021.04 | 8.29 | — | 0.768 | 21.32 | — | — | — | — | — | |
| Contextual AttentionMask size=Fixed2019.01 | 8.31 | 0.0437 | 0.818 | 20.65 | — | — | — | — | — | |
| LamaMask size=Large2023.07 | 8.331 | — | — | — | — | — | 0.045 | 0.219 | — | |
| Globally and Locally Consistent Image CompletionMask size=Fixed2019.01 | 8.42 | 0.0412 | 0.814 | 21.34 | — | — | — | — | — | |
| PixelHackerParam. (x10^9)=0.862▲281%, Latency (ms/step)=46.89▲80%2026.06 | 8.59 | — | — | — | — | — | — | — | 0.203 | |
| EdgeConnectMask size=30-40%2019.01 | 8.91 | 0.0377 | 0.799 | 22.84 | — | — | — | — | — | |
| MAT2026.06 | 9.27 | — | — | — | — | — | — | — | 0.211 | |
| MoebiusParam. (x10^9)=0.226, Latency (ms/step)=26.012026.06 | 9.48 | — | — | — | — | — | — | — | 0.207 | |
| EC2021.04 | 10.87 | — | 0.747 | 20.44 | — | — | — | — | — | |
| PEN-Net2021.04 | 10.91 | — | 0.726 | 20.2 | — | — | — | — | — | |
| PM2021.04 | 11.38 | — | 0.816 | 23.48 | — | — | — | — | — | |
| CA2021.04 | 11.42 | — | 0.735 | 19.52 | — | — | — | — | — | |
| Globally and Locally Consistent Image CompletionMask size=10-20%2019.01 | 11.84 | 0.0266 | 0.862 | 23.49 | — | — | — | — | — | |
| LBAM2021.04 | 12.07 | — | 0.748 | 20.68 | — | — | — | — | — | |
| PM2021.04 | 12.68 | — | 0.717 | 19.7 | — | — | — | — | — | |
| GConv2021.04 | 13.22 | — | 0.726 | 19.11 | — | — | — | — | — | |
| Contextual AttentionMask size=20-30%2019.01 | 14.17 | 0.0423 | 0.815 | 21.19 | — | — | — | — | — | |
| MI-GAN2026.06 | 14.36 | — | — | — | — | — | — | — | 0.239 | |
| TFillMask size=Large2023.07 | 14.537 | — | — | — | — | — | 0.021 | 0.159 | — | |
| EdgeConnectMask size=40-50%2019.01 | 14.98 | 0.0514 | 0.731 | 21.16 | — | — | — | — | — | |
| CA2021.04 | 15.84 | — | 0.752 | 21.03 | — | — | — | — | — | |
| PConv2021.04 | 15.91 | — | 0.756 | 21.06 | — | — | — | — | — | |
| MISFMask size=Large2023.07 | 17.451 | — | — | — | — | — | 0.001 | 0.064 | — | |
| PowerPaintParam. (x10^9)=0.860▲281%, Latency (ms/step)=56.58▲118%2026.06 | 17.91 | — | — | — | — | — | — | — | 0.223 | |
| PUT_50Group=pluralistic, Mask Ratio=20-40%, K value=502022.05 | 19.617 | — | 0.861 | 25.452 | — | 0.0235 | — | — | — | |
| SDParam. (x10^9)=0.860▲281%, Latency (ms/step)=57.07▲119%2026.06 | 19.73 | — | — | — | — | — | — | — | 0.232 | |
| PUT_allGroup=deterministic, Mask Ratio=20-40%, Sampling strategy=all tokens2022.05 | 19.776 | — | 0.885 | 26.58 | — | 0.0205 | — | — | — | |
| LaMa2026.06 | 21.07 | — | — | — | — | — | — | — | 0.213 | |
| DeepFillMask size=Large2023.07 | 21.403 | — | — | — | — | — | 0.006 | 0.098 | — | |
| LDMParam. (x10^9)=0.387†▲71%2026.06 | 21.42 | — | — | — | — | — | — | — | 0.232 | |
| Latent-C.I.Param. (x10^9)=1.686▲646%2026.06 | 23.14 | — | — | — | — | — | — | — | 0.288 | |
| HD-PainterParam. (x10^9)=0.860▲281%, Latency (ms/step)=58.61▲125%2026.06 | 23.53 | — | — | — | — | — | — | — | 0.322 | |
| Contextual AttentionMask size=30-40%2019.01 | 24.16 | 0.0615 | 0.739 | 19.13 | — | — | — | — | — | |
| RoRemParam. (x10^9)=2.567▲1036%, Latency (ms/step)=113.66▲337%2026.06 | 24.17 | — | — | — | — | — | — | — | 0.297 | |
| Globally and Locally Consistent Image CompletionMask size=20-30%2019.01 | 25.11 | 0.047 | 0.771 | 20.45 | — | — | — | — | — | |
| DDNMParam. (x10^9)=0.553▲145%, Latency (ms/step)=195.50▲652%2026.06 | 29.62 | — | — | — | — | — | — | — | 0.727 | |
| LaMaMask Ratio=40%-60%, Resolution=512 x 5122022.05 | 31.16 | — | — | 22.694 | — | — | — | — | — | |
| CoModGANMask Ratio=40%-60%, Resolution=512 x 5122022.05 | 32.559 | — | — | 20.962 | — | — | — | — | — | |
| ICT_allGroup=deterministic, Mask Ratio=40-60%, Sampling strategy=all tokens2022.05 | 33.51 | — | 0.723 | 22.12 | — | 0.0433 | — | — | — | |
| Contextual AttentionMask size=40-50%2019.01 | 35.78 | 0.0803 | 0.662 | 17.75 | — | — | — | — | — | |
| SD3.5 Large-Inp.Param. (x10^9)=8.057▲3465%, Latency (ms/step)=151.02▲481%2026.06 | 37.33 | — | — | — | — | — | — | — | 0.237 | |
| PUT_allMask Ratio=40%-60%, Resolution=512 x 5122022.05 | 38.472 | — | — | 22.589 | — | — | — | — | — | |
| Globally and Locally Consistent Image CompletionMask size=30-40%2019.01 | 39.88 | 0.0678 | 0.686 | 18.5 | — | — | — | — | — | |
| Globally and Locally Consistent Image CompletionMask size=40-50%2019.01 | 54.3 | 0.0885 | 0.603 | 17.17 | — | — | — | — | — | |
| Context AttentionMask ratio=(0.1, 0.2]2019.09 | — | — | 0.881 | 26.27 | 2.05 | — | — | — | — | |
| Context AttentionMask ratio=(0.2, 0.3]2019.09 | — | — | 0.769 | 23.56 | 3.74 | — | — | — | — | |
| Context AttentionMask ratio=(0.3, 0.4]2019.09 | — | — | 0.667 | 21.2 | 5.65 | — | — | — | — | |
| Context AttentionMask ratio=(0.4, 0.5]2019.09 | — | — | 0.563 | 19.95 | 7.43 | — | — | — | — | |
| Global&LocalMask ratio=(0.1, 0.2]2019.09 | — | — | 0.828 | 23.36 | 2.45 | — | — | — | — | |
| Global&LocalMask ratio=(0.2, 0.3]2019.09 | — | — | 0.744 | 20.53 | 4.01 | — | — | — | — | |
| Global&LocalMask ratio=(0.3, 0.4]2019.09 | — | — | 0.643 | 19.37 | 5.86 | — | — | — | — | |
| Global&LocalMask ratio=(0.4, 0.5]2019.09 | — | — | 0.545 | 17.86 | 7.92 | — | — | — | — | |
| LBAMMask ratio=(0.1, 0.2]2019.09 | — | — | 0.872 | 28.51 | 1.12 | — | — | — | — | |
| LBAMMask ratio=(0.2, 0.3]2019.09 | — | — | 0.785 | 25.59 | 1.93 | — | — | — | — | |
| LBAMMask ratio=(0.3, 0.4]2019.09 | — | — | 0.708 | 23.31 | 2.55 | — | — | — | — | |
| LBAMMask ratio=(0.4, 0.5]2019.09 | — | — | 0.602 | 21.66 | 3.67 | — | — | — | — | |
| Partial ConvolutionMask size=10-20%2019.01 | — | 0.0114 | 0.869 | 28.02 | — | — | — | — | — | |
| Partial ConvolutionMask size=20-30%2019.01 | — | 0.0198 | 0.777 | 24.9 | — | — | — | — | — | |
| Partial ConvolutionMask size=30-40%2019.01 | — | 0.0302 | 0.685 | 22.45 | — | — | — | — | — | |
| Partial ConvolutionMask size=40-50%2019.01 | — | 0.0411 | 0.589 | 20.86 | — | — | — | — | — | |
| PatchMatchMask ratio=(0.1, 0.2]2019.09 | — | — | 0.876 | 26.67 | 1.43 | — | — | — | — | |
| PatchMatchMask ratio=(0.2, 0.3]2019.09 | — | — | 0.763 | 24.21 | 2.38 | — | — | — | — | |
| PatchMatchMask ratio=(0.3, 0.4]2019.09 | — | — | 0.657 | 21.95 | 3.59 | — | — | — | — | |
| PatchMatchMask ratio=(0.4, 0.5]2019.09 | — | — | 0.572 | 20.02 | 5.22 | — | — | — | — | |
| PConvMask ratio=(0.1, 0.2]2019.09 | — | — | 0.87 | 28.32 | 1.09 | — | — | — | — | |
| PConvMask ratio=(0.2, 0.3]2019.09 | — | — | 0.779 | 25.25 | 1.88 | — | — | — | — | |
| PConvMask ratio=(0.3, 0.4]2019.09 | — | — | 0.689 | 22.89 | 2.84 | — | — | — | — | |
| PConvMask ratio=(0.4, 0.5]2019.09 | — | — | 0.595 | 21.38 | 3.85 | — | — | — | — |