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

العربية

Image Super Resolution On Set5 4X Upscaling

المقاييس

PSNR

SSIM

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	PSNR	SSIM	Paper Title	Repository
MaIR+	33.14	0.9058	MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration	-
SRCNN	30.49	0.8628	Image Super-Resolution Using Deep Convolutional Networks
CPAT+	33.24	0.9071	Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution	-
ML-CrAIST	32.36	0.8984	ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer
SRGAN	29.4	0.8472	Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
EDSR	32.46	0.8968	Enhanced Deep Residual Networks for Single Image Super-Resolution
MaIR	32.93	0.9045	MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration	-
ML-CrAIST-Li	32.15	0.8962	ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer
CPAT	33.19	0.9069	Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution	-
HAT-L	33.30	0.9083	Activating More Pixels in Image Super-Resolution Transformer
Hi-IR-L	33.22	0.9103	Hierarchical Information Flow for Generalized Efficient Image Restoration	-
HMA†	33.38	0.9089	HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution

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