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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–125 of 983 papers

TitleStatusHype
FDCE-Net: Underwater Image Enhancement with Embedding Frequency and Dual Color EncoderCode1
PromptCIR: Blind Compressed Image Restoration with Prompt LearningCode1
Spatial-frequency Dual-Domain Feature Fusion Network for Low-Light Remote Sensing Image EnhancementCode1
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image EnhancementCode1
Low-Light Image Enhancement Framework for Improved Object Detection in Fisheye Lens DatasetsCode1
RAVE: Residual Vector Embedding for CLIP-Guided Backlit Image EnhancementCode1
Burst Super-Resolution with Diffusion Models for Improving Perceptual QualityCode1
Taming Lookup Tables for Efficient Image RetouchingCode1
Residual Dense Swin Transformer for Continuous Depth-Independent Ultrasound ImagingCode1
End-To-End Underwater Video Enhancement: Dataset and ModelCode1
7T MRI Synthesization from 3T AcquisitionsCode1
Learning A Physical-aware Diffusion Model Based on Transformer for Underwater Image EnhancementCode1
Troublemaker Learning for Low-Light Image EnhancementCode1
PPformer: Using pixel-wise and patch-wise cross-attention for low-light image enhancementCode1
Real-Time Exposure Correction via Collaborative Transformations and Adaptive SamplingCode1
UIEDP:Underwater Image Enhancement with Diffusion PriorCode1
A Layer-Wise Tokens-to-Token Transformer Network for Improved Historical Document Image EnhancementCode1
Enhancing and Adapting in the Clinic: Source-free Unsupervised Domain Adaptation for Medical Image EnhancementCode1
Boosting Object Detection with Zero-Shot Day-Night Domain AdaptationCode1
Is Underwater Image Enhancement All Object Detectors Need?Code1
Wavelet-based Fourier Information Interaction with Frequency Diffusion Adjustment for Underwater Image RestorationCode1
RAUNE-Net: A Residual and Attention-Driven Underwater Image Enhancement MethodCode1
Global Structure-Aware Diffusion Process for Low-Light Image EnhancementCode1
Lookup Table meets Local Laplacian Filter: Pyramid Reconstruction Network for Tone MappingCode1
Dimma: Semi-supervised Low Light Image Enhancement with Adaptive DimmingCode1
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All datasetsMIT-Adobe 5kTIP 2018Exposure-ErrorsMIT-Adobe FiveKSICE-GradSICE-Mix

Benchmark Results

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