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 301–350 of 983 papers

TitleStatusHype
ADNP-15: An Open-Source Histopathological Dataset for Neuritic Plaque Segmentation in Human Brain Whole Slide Images with Frequency Domain Image Enhancement for Stain Normalization—0
MSFNet-CPD: Multi-Scale Cross-Modal Fusion Network for Crop Pest DetectionCode0
HiLLIE: Human-in-the-Loop Training for Low-Light Image EnhancementCode0
Multi-Scale Target-Aware Representation Learning for Fundus Image Enhancement—0
RD-UIE: Relation-Driven State Space Modeling for Underwater Image EnhancementCode0
VR-FuseNet: A Fusion of Heterogeneous Fundus Data and Explainable Deep Network for Diabetic Retinopathy Classification—0
DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal LearningCode0
FusionNet: Multi-model Linear Fusion Framework for Low-light Image Enhancement—0
Structure-guided Diffusion Transformer for Low-Light Image Enhancement—0
Learning Physics-Informed Color-Aware Transforms for Low-Light Image Enhancement—0
Towards Realistic Low-Light Image Enhancement via ISP Driven Data ModelingCode0
AgentPolyp: Accurate Polyp Segmentation via Image Enhancement Agent—0
UKDM: Underwater keypoint detection and matching using underwater image enhancement techniques—0
Learning to Harmonize Cross-vendor X-ray Images by Non-linear Image Dynamics Correction—0
Low-Light Image Enhancement using Event-Based Illumination Estimation—0
Nonlocal Retinex-Based Variational Model and its Deep Unfolding Twin for Low-Light Image Enhancement—0
Lumina-OmniLV: A Unified Multimodal Framework for General Low-Level Vision—0
SemiISP/SemiIE: Semi-Supervised Image Signal Processor and Image Enhancement Leveraging One-to-Many Mapping sRGB-to-RAW—0
HPGN: Hybrid Priors-Guided Network for Compressed Low-Light Image Enhancement—0
Brightness Perceiving for Recursive Low-Light Image EnhancementCode0
A GAN-Enhanced Deep Learning Framework for Rooftop Detection from Historical Aerial ImageryCode0
Underwater Image Enhancement by Convolutional Spiking Neural NetworksCode0
LENVIZ: A High-Resolution Low-Exposure Night Vision Benchmark Dataset—0
LLGS: Unsupervised Gaussian Splatting for Image Enhancement and Reconstruction in Pure Dark Environment—0
Cross-Domain Underwater Image Enhancement Guided by No-Reference Image Quality Assessment: A Transfer Learning Approach—0
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
Striving for Faster and Better: A One-Layer Architecture with Auto Re-parameterization for Low-Light Image EnhancementCode0
ILACS-LGOT: A Multi-Layer Contrast Enhancement Approach for Palm-Vein Images—0
CLIP-Optimized Multimodal Image Enhancement via ISP-CNN Fusion for Coal Mine IoVT under Uneven Illumination—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
EyeBench: A Call for More Rigorous Evaluation of Retinal Image EnhancementCode0
Reinforcement Learning for Ultrasound Image Analysis A Comprehensive Review of Advances and Applications—0
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
A framework for river connectivity classification using temporal image processing and attention based neural networks—0
EENet: Frequency-Aware and Spatially Multiscale Network for Single Image DehazingCode0
Segmentation-Aware Generative Reinforcement Network (GRN) for Tissue Layer Segmentation in 3-D Ultrasound Images for Chronic Low-back Pain (cLBP) AssessmentCode0
UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater ImagesCode0
Directing Mamba to Complex Textures: An Efficient Texture-Aware State Space Model for Image Restoration—0
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
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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