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Deblurring On Realblur J 1

Metrics

PSNR (sRGB)
Params(M)
SSIM (sRGB)

Results

Performance results of various models on this benchmark

Model Name
PSNR (sRGB)
Params(M)
SSIM (sRGB)
Paper TitleRepository
MAXIM32.8422.20.935MAXIM: Multi-Axis MLP for Image Processing-
SRN31.388.060.909Scale-recurrent Network for Deep Image Deblurring-
DeblurGAN-v229.695.080.870DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better-
MPRNet31.7620.10.922Multi-Stage Progressive Image Restoration-
LoFormer32.90-0.933LoFormer: Local Frequency Transformer for Image Deblurring-
Stripformer32.48200.929Stripformer: Strip Transformer for Fast Image Deblurring-
DeepRFT+32.63-0.933Intriguing Findings of Frequency Selection for Image Deblurring-
AdaRevD33.96-0.944AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring-
BANet32.00-0.923BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring-
ID-Blau (Restormer)33.11-0.937ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation-
MLWNet33.84-0.941Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring-
MSSNet32.115.60.928MSSNet: Multi-Scale-Stage Network for Single Image Deblurring-
MIMO-UNet++32.0516.10.921Rethinking Coarse-to-Fine Approach in Single Image Deblurring-
ALGNet32.94-0.946Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring-
FFTformer32.62-0.9326Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring-
ID-Blau (Stripformer)33.77200.940ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation-
ID-Blau (FFTformer)32.88-0.934ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation-
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