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

العربية

Single Image Deraining On Rain100H

المقاييس

PSNR

SSIM

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	PSNR	SSIM	Paper Title	Repository
HINet	30.65	0.894	HINet: Half Instance Normalization Network for Image Restoration
MSPFN	28.66	0.86	Multi-Scale Progressive Fusion Network for Single Image Deraining
MHNet	30.34	-	Mixed Hierarchy Network for Image Restoration
UMRL	-	0.832	Uncertainty Guided Multi-Scale Residual Learning-using a Cycle Spinning CNN for Single Image De-Raining
PReNet	29.46	0.899	Progressive Image Deraining Networks: A Better and Simpler Baseline
MPRNet	30.41	0.89	Multi-Stage Progressive Image Restoration
M3SNet	30.64	0.892	A Mountain-Shaped Single-Stage Network for Accurate Image Restoration
MAXIM	-	0.903	MAXIM: Multi-Axis MLP for Image Processing
GOUB (Mean-ODE)	34.56	0.9414	Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge
DA-CLIP	33.91	0.926	Controlling Vision-Language Models for Multi-Task Image Restoration
RESCAN	26.36	0.786	Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining	-
IR-SDE	31.65	0.9041	Image Restoration with Mean-Reverting Stochastic Differential Equations
MCW-Net	30.70	0.922	MCW-Net: Single Image Deraining with Multi-level Connections and Wide Regional Non-local Blocks
Restormer	31.46	0.904	Restormer: Efficient Transformer for High-Resolution Image Restoration
DerainNet	-	0.592	Clearing the Skies: A deep network architecture for single-image rain removal
SEMI	16.56	0.486	Semi-supervised Transfer Learning for Image Rain Removal
DIDMDN	-	0.524	Density-aware Single Image De-raining using a Multi-stream Dense Network

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