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 211220 of 983 papers

TitleStatusHype
A Generic Fundus Image Enhancement Network Boosted by Frequency Self-supervised Representation LearningCode1
Decoupled Low-light Image EnhancementCode1
Pre-processing Image using Brightening, CLAHE and RETINEXCode1
PromptCIR: Blind Compressed Image Restoration with Prompt LearningCode1
DGD-cGAN: A Dual Generator for Image Dewatering and RestorationCode1
R2RNet: Low-light Image Enhancement via Real-low to Real-normal NetworkCode1
Deep Color Consistent Network for Low-Light Image EnhancementCode1
Deep Convolutional Autoencoders for reconstructing magnetic resonance images of the healthy brainCode1
Realistic Saliency Guided Image EnhancementCode1
Double Domain Guided Real-Time Low-Light Image Enhancement for Ultra-High-Definition Transportation SurveillanceCode1
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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