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 1026–1050 of 1589 papers

Title	Date	Tasks	Status	Hype
Dynamic High-Pass Filtering and Multi-Spectral Attention for Image Super-Resolution	Jan 1, 2021	Image Super-ResolutionSuper-Resolution	—Unverified	0
Context Reasoning Attention Network for Image Super-Resolution	Jan 1, 2021	Image Super-ResolutionSuper-Resolution	—Unverified	0
not-so-big-GAN: Generating High-Fidelity Images on Small Compute with Wavelet-based Super-Resolution	Jan 1, 2021	DecoderImage Generation	—Unverified	0
Perception Consistency Ultrasound Image Super-resolution via Self-supervised CycleGAN	Dec 28, 2020	Generative Adversarial NetworkImage Enhancement	CodeCode Available	1
Memory-Efficient Hierarchical Neural Architecture Search for Image Restoration	Dec 24, 2020	DenoisingGPU	CodeCode Available	1
DAQ: Channel-Wise Distribution-Aware Quantization for Deep Image Super-Resolution Networks	Dec 21, 2020	Image Super-ResolutionQuantization	CodeCode Available	1
Attention-based Image Upsampling	Dec 17, 2020	image-classificationImage Classification	—Unverified	0
Neural Radiance Flow for 4D View Synthesis and Video Processing	Dec 17, 2020	Image Super-ResolutionSuper-Resolution	CodeCode Available	1
Learning-Based Quality Assessment for Image Super-Resolution	Dec 16, 2020	Image Super-ResolutionSuper-Resolution	—Unverified	0
Learning Continuous Image Representation with Local Implicit Image Function	Dec 16, 2020	3D ReconstructionImage Super-Resolution	CodeCode Available	2
Learning Omni-frequency Region-adaptive Representations for Real Image Super-Resolution	Dec 11, 2020	Image Super-ResolutionSuper-Resolution	—Unverified	0
Super-resolution Guided Pore Detection for Fingerprint Recognition	Dec 10, 2020	Generative Adversarial NetworkImage Super-Resolution	—Unverified	0
Bayesian Image Reconstruction using Deep Generative Models	Dec 8, 2020	Image DenoisingImage Inpainting	CodeCode Available	1
Hierarchical Residual Attention Network for Single Image Super-Resolution	Dec 8, 2020	Image Super-ResolutionSuper-Resolution	CodeCode Available	1
Boosting Image Super-Resolution Via Fusion of Complementary Information Captured by Multi-Modal Sensors	Dec 7, 2020	3D ReconstructionAutonomous Navigation	—Unverified	0
Learning Spatial Attention for Face Super-Resolution	Dec 2, 2020	Face ParsingImage Super-Resolution	CodeCode Available	1
GLEAN: Generative Latent Bank for Large-Factor Image Super-Resolution	Dec 1, 2020	DecoderImage Super-Resolution	—Unverified	0
Pre-Trained Image Processing Transformer	Dec 1, 2020	Color Image DenoisingContrastive Learning	CodeCode Available	1
Cross-MPI: Cross-scale Stereo for Image Super-Resolution using Multiplane Images	Nov 30, 2020	Image Super-ResolutionSuper-Resolution	—Unverified	0
Fully Quantized Image Super-Resolution Networks	Nov 29, 2020	Image Super-ResolutionQuantization	CodeCode Available	1
Single Image Super-resolution with a Switch Guided Hybrid Network for Satellite Images	Nov 29, 2020	Image Super-ResolutionSuper-Resolution	—Unverified	0
Rank-One Network: An Effective Framework for Image Restoration	Nov 25, 2020	Color Image DenoisingDenoising	CodeCode Available	1
Multi-Scale Progressive Fusion Learning for Depth Map Super-Resolution	Nov 24, 2020	Depth Map Super-ResolutionImage Super-Resolution	—Unverified	0
Interpreting Super-Resolution Networks with Local Attribution Maps	Nov 22, 2020	Image Super-ResolutionSuper-Resolution	—Unverified	0
Cryo-ZSSR: multiple-image super-resolution based on deep internal learning	Nov 22, 2020	Image Super-ResolutionSuper-Resolution	—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