Deblurring On Hide Trained On Gopro

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 Title	Repository
MPRNet-TLC	31.19	20.1	0.942	Improving Image Restoration by Revisiting Global Information Aggregation	-
Suin et al	29.98	-	0.930	-	-
MPRNet	30.96	20.1	0.939	Multi-Stage Progressive Image Restoration	-
Restormer-TLC	31.49	26.13	0.945	Improving Image Restoration by Revisiting Global Information Aggregation	-
DeepRFT+	31.66	-	0.946	Intriguing Findings of Frequency Selection for Image Deblurring	-
AdaRevD	32.35	-	0.953	AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring	-
Stripformer	31.03	-	0.94	Stripformer: Strip Transformer for Fast Image Deblurring	-
DeblurDiNAT-L	31.47	16.1	0.944	DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains	-
FFTformer	31.62	16.6	0.9455	Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring	-
CAPTNet	31.86	-	0.949	Prompt-based Ingredient-Oriented All-in-One Image Restoration	-
MAXIM	32.83	22.2	0.956	MAXIM: Multi-Axis MLP for Image Processing	-
Gao et al	29.11	-	0.913	-	-
Uformer-B	30.83	50.88	0.952	Uformer: A General U-Shaped Transformer for Image Restoration	-
LaKDNet	31.58	37.5	0.946	Revisiting Image Deblurring with an Efficient ConvNet	-
DBGAN	28.94	-	0.915	Deblurring by Realistic Blurring	-
Nah et al	25.73	-	-	Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring	-
MT-RNN	29.15	2.6	0.918	Multi-Temporal Recurrent Neural Networks For Progressive Non-Uniform Single Image Deblurring With Incremental Temporal Training	-
LoFormer	31.86	-	0.949	LoFormer: Local Frequency Transformer for Image Deblurring	-
Restormer	31.22	26.13	0.942	Restormer: Efficient Transformer for High-Resolution Image Restoration	-
BANet	30.16	-	0.93	BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring	-

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