Image Deblurring On Gopro

Metrics

PSNR

SSIM

Results

Performance results of various models on this benchmark

			Paper Title	Repository
AdaRevD	34.6	0.972	AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring
EVSSM	34.5	0.9712	Efficient Visual State Space Model for Image Deblurring
fftformer	34.21	0.969	Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring
LoFormer	34.09	0.969	LoFormer: Local Frequency Transformer for Image Deblurring
UFPDeblur	34.06	0.968	Self-Supervised Non-Uniform Kernel Estimation With Flow-Based Motion Prior for Blind Image Deblurring	-
ALGNet-B	34.05	0.969	Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring
MR-VNet	34.04	0.969	MR-VNet: Media Restoration using Volterra Networks	-
Hi-IR-L	33.99	-	Hierarchical Information Flow for Generalized Efficient Image Restoration	-
GRL	33.93	0.968	Efficient and Explicit Modelling of Image Hierarchies for Image Restoration
Instruct-IPT	33.86	0.967	Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation
MADANet	33.84	0.964	Motion Aware Double Attention Network for Dynamic Scene Deblurring	-
CGNet	33.77	0.968	CascadedGaze: Efficiency in Global Context Extraction for Image Restoration
NAFNet-MH-C	33.75	0.967	Multi-Outputs Is All You Need For Deblur
M3SNet	33.74	0.967	A Mountain-Shaped Single-Stage Network for Accurate Image Restoration
CAPTNet	33.74	0.967	Prompt-based Ingredient-Oriented All-in-One Image Restoration
LAKDNet	33.72	0.967	Revisiting Image Deblurring with an Efficient ConvNet
NAFNet - TLC	33.69	0.967	Simple Baselines for Image Restoration
MaIR	33.69	-	MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration
Restormer-TLC	33.57	0.966	Improving Image Restoration by Revisiting Global Information Aggregation
DeepRFT+	33.52	0.965	Intriguing Findings of Frequency Selection for Image Deblurring

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Image Deblurring On Gopro

Metrics

Results