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 51–100 of 983 papers

TitleStatusHype
Cross-Domain Underwater Image Enhancement Guided by No-Reference Image Quality Assessment: A Transfer Learning Approach—0
DPF-Net: Physical Imaging Model Embedded Data-Driven Underwater Image EnhancementCode1
Dream-IF: Dynamic Relative EnhAnceMent for Image Fusion—0
Deep Perceptual Enhancement for Medical Image AnalysisCode0
QUIET-SR: Quantum Image Enhancement Transformer for Single Image Super-Resolution—0
GM-MoE: Low-Light Enhancement with Gated-Mechanism Mixture-of-Experts—0
An Adaptive Underwater Image Enhancement Framework via Multi-Domain Fusion and Color Compensation—0
ERetinex: Event Camera Meets Retinex Theory for Low-Light Image EnhancementCode0
Self-supervision via Controlled Transformation and Unpaired Self-conditioning for Low-light Image EnhancementCode0
Flow Matching for Medical Image Synthesis: Bridging the Gap Between Speed and QualityCode2
Striving for Faster and Better: A One-Layer Architecture with Auto Re-parameterization for Low-Light Image EnhancementCode0
HVI: A New color space for Low-light Image EnhancementCode4
CLIP-Optimized Multimodal Image Enhancement via ISP-CNN Fusion for Coal Mine IoVT under Uneven Illumination—0
ILACS-LGOT: A Multi-Layer Contrast Enhancement Approach for Palm-Vein Images—0
Improved Partial Differential Equation and Fast Approximation Algorithm for Hazy/Underwater/Dust Storm Image Enhancement—0
LUMINA-Net: Low-light Upgrade through Multi-stage Illumination and Noise Adaptation Network for Image Enhancement—0
Optimized Pap Smear Image Enhancement: Hybrid PMD Filter-CLAHE Using Spider Monkey Optimization—0
Reinforcement Learning for Ultrasound Image Analysis A Comprehensive Review of Advances and Applications—0
EyeBench: A Call for More Rigorous Evaluation of Retinal Image EnhancementCode0
A Comprehensive Survey on Image Signal Processing Approaches for Low-Illumination Image Enhancement—0
Performance Evaluation of Image Enhancement Techniques on Transfer Learning for Touchless Fingerprint Recognition—0
EENet: Frequency-Aware and Spatially Multiscale Network for Single Image DehazingCode0
A framework for river connectivity classification using temporal image processing and attention based neural networks—0
Segmentation-Aware Generative Reinforcement Network (GRN) for Tissue Layer Segmentation in 3-D Ultrasound Images for Chronic Low-back Pain (cLBP) AssessmentCode0
Directing Mamba to Complex Textures: An Efficient Texture-Aware State Space Model for Image Restoration—0
UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater ImagesCode0
Bayesian Neural Networks for One-to-Many Mapping in Image EnhancementCode2
Enhanced Confocal Laser Scanning Microscopy with Adaptive Physics Informed Deep Autoencoders—0
Where Do You Go? Pedestrian Trajectory Prediction using Scene Features—0
Quality Enhancement of Radiographic X-ray Images by Interpretable Mapping—0
DLEN: Dual Branch of Transformer for Low-Light Image Enhancement in Dual DomainsCode0
FLOL: Fast Baselines for Real-World Low-Light EnhancementCode1
Natural Language Supervision for Low-light Image Enhancement—0
Underwater Image Enhancement using Generative Adversarial Networks: A Survey—0
HipyrNet: Hypernet-Guided Feature Pyramid network for mixed-exposure correction—0
Color Correction Meets Cross-Spectral Refinement: A Distribution-Aware Diffusion for Underwater Image Restoration—0
Recognition-Oriented Low-Light Image Enhancement based on Global and Pixelwise Optimization—0
Underwater Image Restoration Through a Prior Guided Hybrid Sense Approach and Extensive Benchmark AnalysisCode1
Generalized Task-Driven Medical Image Quality Enhancement with Gradient Promotion—0
Conditional Consistency Guided Image Translation and EnhancementCode1
Multi-Modal Synergistic Implicit Image Enhancement for Efficient Optical Flow Estimation—0
Low-Light Image Enhancement via Generative Perceptual PriorsCode1
WeatherGS: 3D Scene Reconstruction in Adverse Weather Conditions via Gaussian SplattingCode2
SDM-Car: A Dataset for Small and Dim Moving Vehicles Detection in Satellite VideosCode0
Underwater Image Restoration via Polymorphic Large Kernel CNNsCode1
Rethinking Model Redundancy for Low-light Image Enhancement—0
Toward Highly Efficient Semantic-Guided Machine Vision for Low-Light Object DetectionCode1
SeagrassFinder: Deep Learning for Eelgrass Detection and Coverage Estimation in the Wild—0
DarkIR: Robust Low-Light Image RestorationCode3
VIIS: Visible and Infrared Information Synthesis for Severe Low-light Image EnhancementCode0
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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
3AdaIntPSNR on proRGB25.49—Unverified
4RSFNet-mapPSNR 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