Image Super-Resolution

Image Super-Resolution is a machine learning task where the goal is to increase the resolution of an image, often by a factor of 4x or more, while maintaining its content and details as much as possible. The end result is a high-resolution version of the original image. This task can be used for various applications such as improving image quality, enhancing visual detail, and increasing the accuracy of computer vision algorithms.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1051–1075 of 1589 papers

Title	Date	Tasks	Status	Hype
On-Device Text Image Super Resolution	Nov 20, 2020	Cloud ComputingGPU	—Unverified	0
Fast and Robust Cascade Model for Multiple Degradation Single Image Super-Resolution	Nov 16, 2020	DeblurringImage Super-Resolution	CodeCode Available	0
Lightweight Single-Image Super-Resolution Network with Attentive Auxiliary Feature Learning	Nov 13, 2020	Image Super-ResolutionSuper-Resolution	CodeCode Available	1
Strict Enforcement of Conservation Laws and Invertibility in CNN-Based Super Resolution for Scientific Datasets	Nov 11, 2020	Image Super-ResolutionSuper-Resolution	—Unverified	0
Dense U-net for super-resolution with shuffle pooling layer	Nov 11, 2020	Image Super-ResolutionSSIM	—Unverified	0
EPSR: Edge Profile Super resolution	Nov 9, 2020	Image Super-ResolutionSSIM	—Unverified	0
Fine Perceptive GANs for Brain MR Image Super-Resolution in Wavelet Domain	Nov 9, 2020	Generative Adversarial NetworkImage Super-Resolution	—Unverified	0
MPRNet: Multi-Path Residual Network for Lightweight Image Super Resolution	Nov 9, 2020	Image Super-ResolutionSuper-Resolution	—Unverified	0
Symmetric Parallax Attention for Stereo Image Super-Resolution	Nov 7, 2020	Image Super-ResolutionOcclusion Handling	CodeCode Available	1
Augmented Equivariant Attention Networks for Microscopy Image Reconstruction	Nov 6, 2020	image-classificationImage Classification	—Unverified	0
A Novel Fast 3D Single Image Super-Resolution Algorithm	Oct 29, 2020	Image Super-ResolutionSuper-Resolution	—Unverified	0
Learning Deep Interleaved Networks with Asymmetric Co-Attention for Image Restoration	Oct 29, 2020	DeblurringImage Deblurring	CodeCode Available	1
Differentiable Channel Sparsity Search via Weight Sharing within Filters	Oct 28, 2020	General Classificationimage-classification	—Unverified	0
Micro-CT Synthesis and Inner Ear Super Resolution via Generative Adversarial Networks and Bayesian Inference	Oct 27, 2020	Bayesian InferenceImage Super-Resolution	—Unverified	0
Model-Driven Channel Estimation for OFDM Systems Based on Image Super- Resolution Network	Oct 23, 2020	Image Super-ResolutionSuper-Resolution	—Unverified	0
Deep Learning for Efficient Reconstruction of High-Resolution Turbulent DNS Data	Oct 21, 2020	Deep LearningImage Super-Resolution	CodeCode Available	1
Attaining Real-Time Super-Resolution for Microscopic Images Using GAN	Oct 9, 2020	GPUImage Super-Resolution	CodeCode Available	1
WDN: A Wide and Deep Network to Divide-and-Conquer Image Super-resolution	Oct 7, 2020	Image Super-ResolutionSuper-Resolution	—Unverified	0
ASDN: A Deep Convolutional Network for Arbitrary Scale Image Super-Resolution	Oct 6, 2020	Image Super-ResolutionSuper-Resolution	CodeCode Available	0
Efficient Image Super-Resolution Using Pixel Attention	Oct 2, 2020	Image Super-ResolutionSuper-Resolution	CodeCode Available	1
High Quality Remote Sensing Image Super-Resolution Using Deep Memory Connected Network	Oct 1, 2020	image-classificationImage Classification	—Unverified	0
FAN: Frequency Aggregation Network for Real Image Super-resolution	Sep 30, 2020	Image Super-ResolutionSSIM	—Unverified	0
Interpretable Detail-Fidelity Attention Network for Single Image Super-Resolution	Sep 28, 2020	Image Super-ResolutionSuper-Resolution	CodeCode Available	1
Deep Artifact-Free Residual Network for Single Image Super-Resolution	Sep 25, 2020	Image ReconstructionImage Super-Resolution	—Unverified	0
Blind Image Super-Resolution with Spatial Context Hallucination	Sep 25, 2020	Blind Super-ResolutionDeblurring	—Unverified	0

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All datasets Set14 - 4x upscaling BSD100 - 4x upscaling Urban100 - 4x upscaling Manga109 - 4x upscaling Set5 - 2x upscaling Set14 - 2x upscaling Set5 - 3x upscaling BSD100 - 2x upscaling Urban100 - 2x upscaling Set14 - 3x upscaling Urban100 - 3x upscaling BSD100 - 3x upscaling

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DRCT-L	PSNR	29.54	—	Unverified
2	HMA†	PSNR	29.51	—	Unverified
3	Hi-IR-L	PSNR	29.49	—	Unverified
4	HAT-L	PSNR	29.47	—	Unverified
5	HAT_FIR	PSNR	29.44	—	Unverified
6	DRCT	PSNR	29.4	—	Unverified
7	HAT	PSNR	29.38	—	Unverified
8	CPAT+	PSNR	29.36	—	Unverified
9	SwinFIR	PSNR	29.36	—	Unverified
10	CPAT	PSNR	29.34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DRCT-L	PSNR	28.16	—	Unverified
2	HMA†	PSNR	28.13	—	Unverified
3	Hi-IR-L	PSNR	28.13	—	Unverified
4	HAT-L	PSNR	28.09	—	Unverified
5	HAT_FIR	PSNR	28.07	—	Unverified
6	CPAT+	PSNR	28.06	—	Unverified
7	DRCT	PSNR	28.06	—	Unverified
8	HAT	PSNR	28.05	—	Unverified
9	CPAT	PSNR	28.04	—	Unverified
10	SwinFIR	PSNR	28.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Hi-IR-L	PSNR	28.72	—	Unverified
2	DRCT-L	PSNR	28.7	—	Unverified
3	HMA†	PSNR	28.69	—	Unverified
4	HAT-L	PSNR	28.6	—	Unverified
5	HAT_FIR	PSNR	28.43	—	Unverified
6	DRCT	PSNR	28.4	—	Unverified
7	HAT	PSNR	28.37	—	Unverified
8	CPAT+	PSNR	28.33	—	Unverified
9	CPAT	PSNR	28.22	—	Unverified
10	PFT	PSNR	28.2	—	Unverified