SOTAVerified

Image Enhancement

Image Enhancement is basically improving the interpretability or perception of information in images for human viewers and providing ‘better’ input for other automated image processing techniques. The principal objective of Image Enhancement is to modify attributes of an image to make it more suitable for a given task and a specific observer.

Source: A Comprehensive Review of Image Enhancement Techniques

Papers

Showing 951983 of 983 papers

TitleStatusHype
Self-supervision via Controlled Transformation and Unpaired Self-conditioning for Low-light Image EnhancementCode0
FLAIR: A Conditional Diffusion Framework with Applications to Face Video RestorationCode0
Fast Underwater Image Enhancement for Improved Visual PerceptionCode0
Fast Perceptual Image EnhancementCode0
A 7K Parameter Model for Underwater Image Enhancement based on Transmission Map PriorCode0
UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater ImagesCode0
Fast and Efficient Image Quality Enhancement via Desubpixel Convolutional Neural NetworksCode0
Deep Photo Enhancer: Unpaired Learning for Image Enhancement From Photographs With GANsCode0
A Practical Framework for Unsupervised Structure Preservation Medical Image EnhancementCode0
Fast and Effective L0 Gradient Minimization by Region FusionCode0
UID2021: An Underwater Image Dataset for Evaluation of No-reference Quality Assessment MetricsCode0
EyeBench: A Call for More Rigorous Evaluation of Retinal Image EnhancementCode0
Deep Perceptual Enhancement for Medical Image AnalysisCode0
Deep Perceptual Enhancement for Medical Image AnalysisCode0
Extremely Low-light Image Enhancement with Scene Text RestorationCode0
SINET: Sparsity-driven Interpretable Neural Network for Underwater Image EnhancementCode0
Single image deep defocus estimation and its applicationsCode0
UIERL: Internal-External Representation Learning Network for Underwater Image EnhancementCode0
Single Image Reflection Separation with Perceptual LossesCode0
UIE-UnFold: Deep Unfolding Network with Color Priors and Vision Transformer for Underwater Image EnhancementCode0
SinoSynth: A Physics-based Domain Randomization Approach for Generalizable CBCT Image EnhancementCode0
Underwater Object Detection Enhancement via Channel StabilizationCode0
A Physical Model-Guided Framework for Underwater Image Enhancement and Depth EstimationCode0
Entropy-Driven Genetic Optimization for Deep-Feature-Guided Low-Light Image EnhancementCode0
Deep Class Aware DenoisingCode0
Explaining Image Enhancement Black-Box Methods through a Path Planning Based AlgorithmCode0
Exemplar based underwater image enhancement augmented by Wavelet Corrected TransformsCode0
Ultrasound Image Enhancement using CycleGAN and Perceptual LossCode0
Event Neural NetworksCode0
Deep Burst DenoisingCode0
An Underwater Image Enhancement Benchmark Dataset and BeyondCode0
Beneath the Surface: The Role of Underwater Image Enhancement in Object DetectionCode0
ERetinex: Event Camera Meets Retinex Theory for Low-Light Image EnhancementCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HG-MTFEPSNR on proRGB25.69Unverified
2PQDynamicISPPSNR on proRGB25.53Unverified
3RSFNet-mapPSNR on proRGB25.49Unverified
4AdaIntPSNR on proRGB25.49Unverified
5SepLUTPSNR on proRGB25.47Unverified
6MTFEPSNR on proRGB25.46Unverified
73D LUTPSNR on proRGB25.21Unverified
8RetinexformerPSNR on sRGB24.94Unverified
94D LUTPSNR on proRGB24.61Unverified
10DIFAR (MSCA, level 1)PSNR on proRGB24.2Unverified
#ModelMetricClaimedVerifiedStatus
1ESDNet-LPSNR30.11Unverified
2MBCNNPSNR30.03Unverified
3ESDNetPSNR29.81Unverified
4Uformer-BPSNR29.28Unverified
5MopNetPSNR27.75Unverified
6DMCNNPSNR26.77Unverified
#ModelMetricClaimedVerifiedStatus
1Exposure-slotPSNR23.18Unverified
2CSECPSNR22.73Unverified
3LCDPNetPSNR22.17Unverified
4IATPSNR20.34Unverified
5MSECPSNR20.21Unverified
#ModelMetricClaimedVerifiedStatus
1TreEnhanceDeltaE11.25Unverified
#ModelMetricClaimedVerifiedStatus
1CIDNetAverage PSNR13.45Unverified
#ModelMetricClaimedVerifiedStatus
1CIDNetAverage PSNR13.43Unverified