Deblurring On Gopro

Metrics

PSNR

SSIM

Results

Performance results of various models on this benchmark

Model Name	PSNR	SSIM	Paper Title	Repository
STFAN	28.59	0.861	Spatio-Temporal Filter Adaptive Network for Video Deblurring
SAPHNet	32.02	0.953	Spatially-Attentive Patch-Hierarchical Network for Adaptive Motion Deblurring	-
MIMO-UNet++	32.68	0.959	Rethinking Coarse-to-Fine Approach in Single Image Deblurring
VRT	34.81	0.9724	VRT: A Video Restoration Transformer
Ghost-DeblurGAN	28.75	0.919	Application of Ghost-DeblurGAN to Fiducial Marker Detection	-
FGST	33.03	0.964	Flow-Guided Sparse Transformer for Video Deblurring
MADANet	33.84	0.964	Motion Aware Double Attention Network for Dynamic Scene Deblurring	-
DeblurGAN-v2	29.55	0.934	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better
DeblurGANv2-MobileNet	28.17	0.925	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better
RNN-MBP	33.32	0.9627	Deep Recurrent Neural Network with Multi-scale Bi-directional Propagation for Video Deblurring
MSSNet-small	32.02	0.953	MSSNet: Multi-Scale-Stage Network for Single Image Deblurring
Nah et al	29.08	0.9135	Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring
CDVD-TSP	31.67	0.9279	Cascaded Deep Video Deblurring Using Temporal Sharpness Prior
Stripformer	33.08	0.962	Stripformer: Strip Transformer for Fast Image Deblurring
Restormer-Local	33.57	0.966	Improving Image Restoration by Revisiting Global Information Aggregation
ID-Blau (Restormer)	33.51	0.965	ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation
BANet	32.54	0.957	BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring
HINet-local	33.08	0.962	Improving Image Restoration by Revisiting Global Information Aggregation
ESTRNN	31.07	0.9023	Real-world Video Deblurring: A Benchmark Dataset and An Efficient Recurrent Neural Network
Blurred-Image-to-Video	30.58	0.941	Bringing Alive Blurred Moments

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