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 1126–1150 of 1589 papers

Title	Date	Tasks	Status	Hype
Feedback Neural Network based Super-resolution of DEM for generating high fidelity features	Jul 3, 2020	Image Super-ResolutionSuper-Resolution	—Unverified	0
A deep primal-dual proximal network for image restoration	Jul 2, 2020	image-classificationImage Classification	—Unverified	0
Cross-Scale Internal Graph Neural Network for Image Super-Resolution	Jun 30, 2020	Graph Neural NetworkImage Restoration	CodeCode Available	1
HypervolGAN: An efficient approach for GAN with multi-objective training function	Jun 26, 2020	Image EnhancementImage Super-Resolution	—Unverified	0
SRFlow: Learning the Super-Resolution Space with Normalizing Flow	Jun 25, 2020	DiversityImage Manipulation	CodeCode Available	1
Efficient Integer-Arithmetic-Only Convolutional Neural Networks	Jun 21, 2020	Image Super-ResolutionQuantization	CodeCode Available	0
Mapping Low-Resolution Images To Multiple High-Resolution Images Using Non-Adversarial Mapping	Jun 21, 2020	Image Super-ResolutionSuper-Resolution	—Unverified	0
iSeeBetter: Spatio-Temporal Video Super Resolution using Recurrent-Generative Back-Projection Networks	Jun 21, 2020	Generative Adversarial NetworkImage Super-Resolution	CodeCode Available	1
Real-World Super-Resolution via Kernel Estimation and Noise Injection	Jun 19, 2020	Image Super-ResolutionSuper-Resolution	CodeCode Available	2
Progressively Unfreezing Perceptual GAN	Jun 18, 2020	Image GenerationImage Super-Resolution	—Unverified	0
Hyperspectral Image Super-resolution via Deep Progressive Zero-centric Residual Learning	Jun 18, 2020	Hyperspectral Image Super-ResolutionHyperspectral Unmixing	CodeCode Available	1
Exploring Sparsity in Image Super-Resolution for Efficient Inference	Jun 17, 2020	Image Super-ResolutionSuper-Resolution	CodeCode Available	1
iSeeBetter: Spatio-temporal video super-resolution using recurrent generative back-projection networks	Jun 13, 2020	Generative Adversarial NetworkImage Super-Resolution	CodeCode Available	1
Neural Sparse Representation for Image Restoration	Jun 8, 2020	DenoisingImage Compression	CodeCode Available	1
Learning Texture Transformer Network for Image Super-Resolution	Jun 7, 2020	Hard AttentionImage Generation	CodeCode Available	1
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining	Jun 2, 2020	Feature CorrelationImage Super-Resolution	CodeCode Available	1
Robust Reference-Based Super-Resolution With Similarity-Aware Deformable Convolution	Jun 1, 2020	Image Super-ResolutionOptical Flow Estimation	CodeCode Available	1
Residual Feature Aggregation Network for Image Super-Resolution	Jun 1, 2020	Image Super-ResolutionSuper-Resolution	—Unverified	0
SAINT: Spatially Aware Interpolation NeTwork for Medical Slice Synthesis	Jun 1, 2020	Image Super-ResolutionSuper-Resolution	—Unverified	0
Dual Super-Resolution Learning for Semantic Segmentation	Jun 1, 2020	Crack SegmentationImage Super-Resolution	CodeCode Available	1
Inter-Task Association Critic for Cross-Resolution Person Re-Identification	Jun 1, 2020	Image Super-ResolutionPerson Re-Identification	—Unverified	0
Hyperspectral Image Super-resolution via Deep Spatio-spectral Convolutional Neural Networks	May 29, 2020	Hyperspectral Image Super-ResolutionImage Super-Resolution	—Unverified	0
Perceptual Extreme Super Resolution Network with Receptive Field Block	May 26, 2020	Image Super-Resolutionobject-detection	CodeCode Available	1
Single Image Super-Resolution via Residual Neuron Attention Networks	May 21, 2020	Image Super-ResolutionSuper-Resolution	—Unverified	0
Iterative Network for Image Super-Resolution	May 20, 2020	Image Super-ResolutionSSIM	CodeCode Available	1

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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