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Deblurring On Realblur J 1

Métriques

PSNR (sRGB)

Params(M)

SSIM (sRGB)

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	PSNR (sRGB)	Params(M)	SSIM (sRGB)	Paper Title	Repository
MAXIM	32.84	22.2	0.935	MAXIM: Multi-Axis MLP for Image Processing
SRN	31.38	8.06	0.909	Scale-recurrent Network for Deep Image Deblurring
DeblurGAN-v2	29.69	5.08	0.870	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better
MPRNet	31.76	20.1	0.922	Multi-Stage Progressive Image Restoration
LoFormer	32.90	-	0.933	LoFormer: Local Frequency Transformer for Image Deblurring
Stripformer	32.48	20	0.929	Stripformer: Strip Transformer for Fast Image Deblurring
DeepRFT+	32.63	-	0.933	Intriguing Findings of Frequency Selection for Image Deblurring
AdaRevD	33.96	-	0.944	AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring
BANet	32.00	-	0.923	BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring
ID-Blau (Restormer)	33.11	-	0.937	ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation
MLWNet	33.84	-	0.941	Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring
MSSNet	32.1	15.6	0.928	MSSNet: Multi-Scale-Stage Network for Single Image Deblurring
MIMO-UNet++	32.05	16.1	0.921	Rethinking Coarse-to-Fine Approach in Single Image Deblurring
ALGNet	32.94	-	0.946	Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring
FFTformer	32.62	-	0.9326	Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring
ID-Blau (Stripformer)	33.77	20	0.940	ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation
ID-Blau (FFTformer)	32.88	-	0.934	ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation

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