Image Generation on CelebA-HQ

Metric: FID (lower is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	MAT	4.86	No	MAT: Mask-Aware Transformer for Large Hole Image...	2022-03-29	Code
2	WavePaint	5.53	No	WavePaint: Resource-efficient Token-mixer for Se...	2023-07-01	Code
3	CoModGAN	5.65	No	Large Scale Image Completion via Co-Modulated Ge...	2021-03-18	Code
4	MADF	6.83	No	Image Inpainting by End-to-End Cascaded Refineme...	2021-04-28	Code
5	LaMa	8.15	No	Resolution-robust Large Mask Inpainting with Fou...	2021-09-15	Code
6	ICT	12.84	No	High-Fidelity Pluralistic Image Completion with ...	2021-03-25	Code
7	StarGAN v2	13.73	No	StarGAN v2: Diverse Image Synthesis for Multiple...	2019-12-04	Code
8	StarGAN v2	13.73	No	StarGAN v2: Diverse Image Synthesis for Multiple...	2019-12-04	Code
9	CoCosNet	14.3	No	Cross-domain Correspondence Learning for Exempla...	2020-04-12	Code
10	PHStarGANv2 n=4	16.54	No	Hypercomplex Image-to-Image Translation	2022-05-04	Code
11	PHStarGANv2 n=3	16.63	No	Hypercomplex Image-to-Image Translation	2022-05-04	Code
12	PonoSPadaIN	23.8	No	Image-to-Image Translation with Low Resolution C...	2021-07-23	Code
13	EGSDE	30.61	No	EGSDE: Unpaired Image-to-Image Translation via E...	2022-07-14	Code
14	MUNIT	31.4	No	Multimodal Unsupervised Image-to-Image Translation	2018-04-12	Code
15	MSGAN	33.1	No	Mode Seeking Generative Adversarial Networks for...	2019-03-13	Code
16	DRIT	52.1	No	Diverse Image-to-Image Translation via Disentang...	2018-08-02	Code

#1MATSOTA
4.86
FID· 2022-03-29
MAT: Mask-Aware Transformer for Large Hole Image Inpainting Code
#2WavePaint
5.53
FID· 2023-07-01
WavePaint: Resource-efficient Token-mixer for Self-supervised Inpainting Code
#3CoModGANSOTA
5.65
FID· 2021-03-18
Large Scale Image Completion via Co-Modulated Generative Adversarial Networks Code
#4MADF
6.83
FID· 2021-04-28
Image Inpainting by End-to-End Cascaded Refinement with Mask Awareness Code
#5LaMa
8.15
FID· 2021-09-15
Resolution-robust Large Mask Inpainting with Fourier Convolutions Code
#6ICT
12.84
FID· 2021-03-25
High-Fidelity Pluralistic Image Completion with Transformers Code
#7StarGAN v2SOTA
13.73
FID· 2019-12-04
StarGAN v2: Diverse Image Synthesis for Multiple Domains Code
#8StarGAN v2
13.73
FID· 2019-12-04
StarGAN v2: Diverse Image Synthesis for Multiple Domains Code
#9CoCosNet
14.3
FID· 2020-04-12
Cross-domain Correspondence Learning for Exemplar-based Image Translation Code
#10PHStarGANv2 n=4
16.54
FID· 2022-05-04
Hypercomplex Image-to-Image Translation Code
#11PHStarGANv2 n=3
16.63
FID· 2022-05-04
Hypercomplex Image-to-Image Translation Code
#12PonoSPadaIN
23.8
FID· 2021-07-23
Image-to-Image Translation with Low Resolution Conditioning Code
#13EGSDE
30.61
FID· 2022-07-14
EGSDE: Unpaired Image-to-Image Translation via Energy-Guided Stochastic Differential Equations Code
#14MUNITSOTA
31.4
FID· 2018-04-12
Multimodal Unsupervised Image-to-Image Translation Code
#15MSGAN
33.1
FID· 2019-03-13
Mode Seeking Generative Adversarial Networks for Diverse Image Synthesis Code
#16DRIT
52.1
FID· 2018-08-02
Diverse Image-to-Image Translation via Disentangled Representations Code