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 421430 of 983 papers

TitleStatusHype
LIME: Low-light Image Enhancement via Illumination Map EstimationCode0
Super Resolution for Root ImagingCode0
MambaUIE&SR: Unraveling the Ocean's Secrets with Only 2.8 GFLOPsCode0
Dual High-Order Total Variation Model for Underwater Image RestorationCode0
Brightness Perceiving for Recursive Low-Light Image EnhancementCode0
Leveraging Content and Context Cues for Low-Light Image EnhancementCode0
LFW-Beautified: A Dataset of Face Images with Beautification and Augmented Reality FiltersCode0
DPFNet: A Dual-branch Dilated Network with Phase-aware Fourier Convolution for Low-light Image EnhancementCode0
Learning to Kindle the StarlightCode0
Domain Adaptation for Underwater 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