Image-to-Image Translation on Cityscapes Labels-to-Photo

Metric: FID (lower is better)

LeaderboardDataset

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Results

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#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	DP-SIMS (ConvNext-L)	38.2	No	Unlocking Pre-trained Image Backbones for Semant...	2023-12-20	-
2	DP-GAN	44.1	No	Dual Pyramid Generative Adversarial Networks for...	2022-10-08	Code
3	OASIS	47.7	No	You Only Need Adversarial Supervision for Semant...	2020-12-08	Code
4	SIMS	49.7	No	Semi-parametric Image Synthesis	2018-04-29	Code
5	USIS-Wavelet	50.14	No	Wavelet-based Unsupervised Label-to-Image Transl...	2023-05-16	Code
6	CC-FPSE-AUG	52.1	No	Improving Augmentation and Evaluation Schemes fo...	2020-11-25	-
7	USIS	53.67	No	USIS: Unsupervised Semantic Image Synthesis	2021-09-29	Code
8	SPADE + SESAME	54.2	No	SESAME: Semantic Editing of Scenes by Adding, Ma...	2020-04-10	Code
9	CC-FPSE	54.3	No	Learning to Predict Layout-to-image Conditional ...	2019-10-15	Code
10	SPADE + FFL	59.5	No	Focal Frequency Loss for Image Reconstruction an...	2020-12-23	Code
11	SB-GAN	60.39	No	Semantic Bottleneck Scene Generation	2019-11-26	Code
12	SPADE	71.8	No	Semantic Image Synthesis with Spatially-Adaptive...	2019-03-18	Code
13	Pix2PixHD-AUG	72.7	No	Improving Augmentation and Evaluation Schemes fo...	2020-11-25	-
14	pix2pixHD	95	No	High-Resolution Image Synthesis and Semantic Man...	2017-11-30	Code
15	CRN	104.7	No	Photographic Image Synthesis with Cascaded Refin...	2017-07-28	-

#1DP-SIMS (ConvNext-L)SOTA
38.2
FID· 2023-12-20
Unlocking Pre-trained Image Backbones for Semantic Image Synthesis
#2DP-GANSOTA
44.1
FID· 2022-10-08
Dual Pyramid Generative Adversarial Networks for Semantic Image Synthesis Code
#3OASISSOTA
47.7
FID· 2020-12-08
You Only Need Adversarial Supervision for Semantic Image Synthesis Code
#4SIMSSOTA
49.7
FID· 2018-04-29
Semi-parametric Image Synthesis Code
#5USIS-Wavelet
50.14
FID· 2023-05-16
Wavelet-based Unsupervised Label-to-Image Translation Code
#6CC-FPSE-AUG
52.1
FID· 2020-11-25
Improving Augmentation and Evaluation Schemes for Semantic Image Synthesis
#7USIS
53.67
FID· 2021-09-29
USIS: Unsupervised Semantic Image Synthesis Code
#8SPADE + SESAME
54.2
FID· 2020-04-10
SESAME: Semantic Editing of Scenes by Adding, Manipulating or Erasing Objects Code
#9CC-FPSE
54.3
FID· 2019-10-15
Learning to Predict Layout-to-image Conditional Convolutions for Semantic Image Synthesis Code
#10SPADE + FFL
59.5
FID· 2020-12-23
Focal Frequency Loss for Image Reconstruction and Synthesis Code
#11SB-GAN
60.39
FID· 2019-11-26
Semantic Bottleneck Scene Generation Code
#12SPADE
71.8
FID· 2019-03-18
Semantic Image Synthesis with Spatially-Adaptive Normalization Code
#13Pix2PixHD-AUG
72.7
FID· 2020-11-25
Improving Augmentation and Evaluation Schemes for Semantic Image Synthesis
#14pix2pixHDSOTA
95
FID· 2017-11-30
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs Code
#15CRNSOTA
104.7
FID· 2017-07-28
Photographic Image Synthesis with Cascaded Refinement Networks