Image Inpainting on Places2

Metric: FID (lower is better)

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#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	ASUKA	1.23	No	Towards Enhanced Image Inpainting: Mitigating Un...	2023-12-08	Code
2	CM-GAN	1.628	No	CM-GAN: Image Inpainting with Cascaded Modulatio...	2022-03-22	Code
3	MAT	1.96	No	MAT: Mask-Aware Transformer for Large Hole Image...	2022-03-29	Code
4	CoModGAN	2.92	No	Large Scale Image Completion via Co-Modulated Ge...	2021-03-18	Code
5	LAMA	2.97	No	Resolution-robust Large Mask Inpainting with Fou...	2021-09-15	Code
6	MADF	7.53	No	Image Inpainting by End-to-End Cascaded Refineme...	2021-04-28	Code
7	ProFill	7.7	No	High-Resolution Image Inpainting with Iterative ...	2020-05-24	Code
8	DeepFill v2	9.27	No	Free-Form Image Inpainting with Gated Convolution	2018-06-10	Code
9	CR-Fill	9.657	No	-	-	Code
10	AOT GAN	10.64	No	Aggregated Contextual Transformations for High-R...	2021-04-03	Code
11	EdgeConnect	12.66	No	EdgeConnect: Generative Image Inpainting with Ad...	2019-01-01	Code
12	TFill (20-50% free-form)	22.13	No	Bridging Global Context Interactions for High-Fi...	2021-04-02	Code
13	SEELE	24.4	No	Repositioning the Subject within Image	2024-01-30	Code
14	HFill	28.92	No	Contextual Residual Aggregation for Ultra High-R...	2020-05-19	Code

#1ASUKASOTA
1.23
FID· 2023-12-08
Towards Enhanced Image Inpainting: Mitigating Unwanted Object Insertion and Preserving Color Consistency Code
#2CM-GANSOTA
1.628
FID· 2022-03-22
CM-GAN: Image Inpainting with Cascaded Modulation GAN and Object-Aware Training Code
#3MAT
1.96
FID· 2022-03-29
MAT: Mask-Aware Transformer for Large Hole Image Inpainting Code
#4CoModGANSOTA
2.92
FID· 2021-03-18
Large Scale Image Completion via Co-Modulated Generative Adversarial Networks Code
#5LAMA
2.97
FID· 2021-09-15
Resolution-robust Large Mask Inpainting with Fourier Convolutions Code
#6MADF
7.53
FID· 2021-04-28
Image Inpainting by End-to-End Cascaded Refinement with Mask Awareness Code
#7ProFillSOTA
7.7
FID· 2020-05-24
High-Resolution Image Inpainting with Iterative Confidence Feedback and Guided Upsampling Code
#8DeepFill v2SOTA
9.27
FID· 2018-06-10
Free-Form Image Inpainting with Gated Convolution Code
#9CR-Fill
9.657
FID
No paperCode
#10AOT GAN
10.64
FID· 2021-04-03
Aggregated Contextual Transformations for High-Resolution Image Inpainting Code
#11EdgeConnect
12.66
FID· 2019-01-01
EdgeConnect: Generative Image Inpainting with Adversarial Edge Learning Code
#12TFill (20-50% free-form)
22.13
FID· 2021-04-02
Bridging Global Context Interactions for High-Fidelity Image Completion Code
#13SEELE
24.4
FID· 2024-01-30
Repositioning the Subject within Image Code
#14HFill
28.92
FID· 2020-05-19
Contextual Residual Aggregation for Ultra High-Resolution Image Inpainting Code