الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Image To Image Translation On Ade20K Labels

المقاييس

FID

mIoU

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	FID	mIoU	Paper Title	Repository
USIS-Wavelet	34.5	16.95	Wavelet-based Unsupervised Label-to-Image Translation
CRN	73.3	22.4	Photographic Image Synthesis with Cascaded Refinement Networks	-
CoCosNet	26.4	-	Cross-domain Correspondence Learning for Exemplar-based Image Translation
INADE	-	-	Diverse Semantic Image Synthesis via Probability Distribution Modeling
OASIS	28.3	48.8	You Only Need Adversarial Supervision for Semantic Image Synthesis
DP-GAN	26.1	52.7	Dual Pyramid Generative Adversarial Networks for Semantic Image Synthesis
pix2pixHD	81.8	20.3	High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs
DP-SIMS (ConvNext-L)	22.7	54.3	Unlocking Pre-trained Image Backbones for Semantic Image Synthesis	-
SPADE	33.9	38.5	Semantic Image Synthesis with Spatially-Adaptive Normalization
VQGAN+Transformer	35.5	-	Taming Transformers for High-Resolution Image Synthesis
SPADE + SESAME	31.9	49	SESAME: Semantic Editing of Scenes by Adding, Manipulating or Erasing Objects
Pix2PixHD-AUG	41.5	-	Improving Augmentation and Evaluation Schemes for Semantic Image Synthesis	-
CC-FPSE-AUG	32.6	44	Improving Augmentation and Evaluation Schemes for Semantic Image Synthesis	-
CC-FPSE	31.7	43.7	Learning to Predict Layout-to-image Conditional Convolutions for Semantic Image Synthesis
SCDM	26.9	49.4	Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis
USIS	33.2	17.38	USIS: Unsupervised Semantic Image Synthesis

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