Image-to-Image Translation on ADE20K Labels-to-Photos

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)	22.7	No	Unlocking Pre-trained Image Backbones for Semant...	2023-12-20	-
2	DP-GAN	26.1	No	Dual Pyramid Generative Adversarial Networks for...	2022-10-08	Code
3	CoCosNet	26.4	No	Cross-domain Correspondence Learning for Exempla...	2020-04-12	Code
4	SCDM	26.9	No	Stochastic Conditional Diffusion Models for Robu...	2024-02-26	Code
5	OASIS	28.3	No	You Only Need Adversarial Supervision for Semant...	2020-12-08	Code
6	CC-FPSE	31.7	No	Learning to Predict Layout-to-image Conditional ...	2019-10-15	Code
7	SPADE + SESAME	31.9	No	SESAME: Semantic Editing of Scenes by Adding, Ma...	2020-04-10	Code
8	CC-FPSE-AUG	32.6	No	Improving Augmentation and Evaluation Schemes fo...	2020-11-25	-
9	USIS	33.2	No	USIS: Unsupervised Semantic Image Synthesis	2021-09-29	Code
10	SPADE	33.9	No	Semantic Image Synthesis with Spatially-Adaptive...	2019-03-18	Code
11	USIS-Wavelet	34.5	No	Wavelet-based Unsupervised Label-to-Image Transl...	2023-05-16	Code
12	VQGAN+Transformer	35.5	No	Taming Transformers for High-Resolution Image Sy...	2020-12-17	Code
13	Pix2PixHD-AUG	41.5	No	Improving Augmentation and Evaluation Schemes fo...	2020-11-25	-
14	CRN	73.3	No	Photographic Image Synthesis with Cascaded Refin...	2017-07-28	-
15	pix2pixHD	81.8	No	High-Resolution Image Synthesis and Semantic Man...	2017-11-30	Code

#1DP-SIMS (ConvNext-L)SOTA
22.7
FID· 2023-12-20
Unlocking Pre-trained Image Backbones for Semantic Image Synthesis
#2DP-GANSOTA
26.1
FID· 2022-10-08
Dual Pyramid Generative Adversarial Networks for Semantic Image Synthesis Code
#3CoCosNetSOTA
26.4
FID· 2020-04-12
Cross-domain Correspondence Learning for Exemplar-based Image Translation Code
#4SCDM
26.9
FID· 2024-02-26
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis Code
#5OASIS
28.3
FID· 2020-12-08
You Only Need Adversarial Supervision for Semantic Image Synthesis Code
#6CC-FPSESOTA
31.7
FID· 2019-10-15
Learning to Predict Layout-to-image Conditional Convolutions for Semantic Image Synthesis Code
#7SPADE + SESAME
31.9
FID· 2020-04-10
SESAME: Semantic Editing of Scenes by Adding, Manipulating or Erasing Objects Code
#8CC-FPSE-AUG
32.6
FID· 2020-11-25
Improving Augmentation and Evaluation Schemes for Semantic Image Synthesis
#9USIS
33.2
FID· 2021-09-29
USIS: Unsupervised Semantic Image Synthesis Code
#10SPADESOTA
33.9
FID· 2019-03-18
Semantic Image Synthesis with Spatially-Adaptive Normalization Code
#11USIS-Wavelet
34.5
FID· 2023-05-16
Wavelet-based Unsupervised Label-to-Image Translation Code
#12VQGAN+Transformer
35.5
FID· 2020-12-17
Taming Transformers for High-Resolution Image Synthesis Code
#13Pix2PixHD-AUG
41.5
FID· 2020-11-25
Improving Augmentation and Evaluation Schemes for Semantic Image Synthesis
#14CRNSOTA
73.3
FID· 2017-07-28
Photographic Image Synthesis with Cascaded Refinement Networks
#15pix2pixHD
81.8
FID· 2017-11-30
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs Code