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Image Inpainting
벤치마크
Image Inpainting on
CelebA-HQ
12개 결과 ·
⬇ CSV
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JSON
FID
낮을수록 좋음
4.86
6.855
8.85
10.84
12.84
2021-03
2026-09
CoModGAN — 5.65 (2021-03-18)
CoModGAN — 5.65 (2021-03-18)
ICT — 12.84 (2021-03-25)
ICT — 12.84 (2021-03-25)
MADF — 6.83 (2021-04-28)
MADF — 6.83 (2021-04-28)
LaMa — 8.15 (2021-09-15)
LaMa — 8.15 (2021-09-15)
MAT — 4.86 (2022-03-29)
MAT — 4.86 (2022-03-29)
WavePaint — 5.53 (2023-07-01)
WavePaint — 5.53 (2023-07-01)
CoModGAN — 5.65 (2021-03-18)
MAT — 4.86 (2022-03-29)
2021-03-18 — CoModGAN: FID 5.65
2022-03-29 — MAT: FID 4.86
Rank
Model
FID
P-IDS
U-IDS
Paper
Code
Year
1
MAT
4.86
13.83
25.33
MAT: Mask-Aware Transformer for Large Hole Image Inpainting
fenglinglwb/mat
2022
2
WavePaint
5.53
–
–
WavePaint: Resource-efficient Token-mixer for Self-supervised Inpainting
pranavphoenix/WavePaint
2023
3
CoModGAN
5.65
11.23
22.54
Large Scale Image Completion via Co-Modulated Generative Adversarial Networks
zsyzzsoft/co-mod-gan
2021
4
MADF
6.83
3.41
11.26
Image Inpainting by End-to-End Cascaded Refinement with Mask Awareness
MADF-inpainting/Pytorch-MADF
2021
5
LaMa
8.15
2.07
7.58
Resolution-robust Large Mask Inpainting with Fourier Convolutions
saic-mdal/lama
·
advimman/lama
·
geekyutao/inpaint-anything
·
+5
2021
6
ICT
12.84
0.13
0.58
High-Fidelity Pluralistic Image Completion with Transformers
raywzy/ICT
·
yangyucheng000/ICT
·
karynaur/ICT
·
+1
2021
7
MAT
4.86
13.83
25.33
MAT: Mask-Aware Transformer for Large Hole Image Inpainting
fenglinglwb/mat
2022
8
WavePaint
5.53
–
–
WavePaint: Resource-efficient Token-mixer for Self-supervised Inpainting
pranavphoenix/WavePaint
2023
9
CoModGAN
5.65
11.23
22.54
Large Scale Image Completion via Co-Modulated Generative Adversarial Networks
zsyzzsoft/co-mod-gan
2021
10
MADF
6.83
3.41
11.26
Image Inpainting by End-to-End Cascaded Refinement with Mask Awareness
MADF-inpainting/Pytorch-MADF
2021
11
LaMa
8.15
2.07
7.58
Resolution-robust Large Mask Inpainting with Fourier Convolutions
saic-mdal/lama
·
advimman/lama
·
geekyutao/inpaint-anything
·
+5
2021
12
ICT
12.84
0.13
0.58
High-Fidelity Pluralistic Image Completion with Transformers
raywzy/ICT
·
yangyucheng000/ICT
·
karynaur/ICT
·
+1
2021
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