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 201–250 of 983 papers

TitleStatusHype
Image-Adaptive YOLO for Object Detection in Adverse Weather ConditionsCode1
DALE : Dark Region-Aware Low-light Image EnhancementCode1
OTRE: Where Optimal Transport Guided Unpaired Image-to-Image Translation Meets Regularization by EnhancingCode1
Early Exit or Not: Resource-Efficient Blind Quality Enhancement for Compressed ImagesCode1
MambaNUT: Nighttime UAV Tracking via Mamba-based Adaptive Curriculum LearningCode1
DPF-Net: Physical Imaging Model Embedded Data-Driven Underwater Image EnhancementCode1
Low-Light Maritime Image Enhancement with Regularized Illumination Optimization and Deep Noise SuppressionCode1
Domain Adaptation for Underwater Image Enhancement via Content and Style SeparationCode1
Is Underwater Image Enhancement All Object Detectors Need?Code1
Joint Correcting and Refinement for Balanced Low-Light Image EnhancementCode1
A Generic Fundus Image Enhancement Network Boosted by Frequency Self-supervised Representation LearningCode1
Decoupled Low-light Image EnhancementCode1
Learn from Unpaired Data for Image Restoration: A Variational Bayes ApproachCode1
KAN See In the DarkCode1
Learning a Simple Low-Light Image Enhancer From Paired Low-Light InstancesCode1
Learning Image-adaptive 3D Lookup Tables for High Performance Photo Enhancement in Real-timeCode1
Deep Color Consistent Network for Low-Light Image EnhancementCode1
Deep Convolutional Autoencoders for reconstructing magnetic resonance images of the healthy brainCode1
Learning Deep Context-Sensitive Decomposition for Low-Light Image EnhancementCode1
Semantic-aware Texture-Structure Feature Collaboration for Underwater Image EnhancementCode1
Learning Enhancement From Degradation: A Diffusion Model For Fundus Image EnhancementCode1
Learning Enriched Features for Real Image Restoration and EnhancementCode1
DocEnTr: An End-to-End Document Image Enhancement TransformerCode1
A guided edge-aware smoothing-sharpening filter based on patch interpolation model and generalized Gamma distributionCode1
Low-Light Image Enhancement with Multi-Stage Residue Quantization and Brightness-Aware AttentionCode1
Lesion Focused Super-ResolutionCode1
DNF: Decouple and Feedback Network for Seeing in the DarkCode1
Legacy Photo Editing with Learned Noise PriorCode1
STAR: A Structure-Aware Lightweight Transformer for Real-Time Image EnhancementCode1
Deep Photo Scan: Semi-Supervised Learning for dealing with the real-world degradation in Smartphone Photo ScanningCode1
A Large-scale Film Style Dataset for Learning Multi-frequency Driven Film EnhancementCode1
Lighting up NeRF via Unsupervised Decomposition and EnhancementCode1
Synergistic Multiscale Detail Refinement via Intrinsic Supervision for Underwater Image EnhancementCode1
SyreaNet: A Physically Guided Underwater Image Enhancement Framework Integrating Synthetic and Real ImagesCode1
Boosting Object Detection with Zero-Shot Day-Night Domain AdaptationCode1
Low-Light Image and Video Enhancement Using Deep Learning: A SurveyCode1
Double Domain Guided Real-Time Low-Light Image Enhancement for Ultra-High-Definition Transportation SurveillanceCode1
Low-Light Image Enhancement with Normalizing FlowCode1
Multimodal Transformers for Wireless Communications: A Case Study in Beam PredictionCode1
Degrade is Upgrade: Learning Degradation for Low-light Image EnhancementCode1
Denoising Diffusion Post-Processing for Low-Light Image EnhancementCode1
A Vision Transformer Approach for Efficient Near-Field Irregular SAR Super-ResolutionCode1
DisC-Diff: Disentangled Conditional Diffusion Model for Multi-Contrast MRI Super-ResolutionCode1
Deploying Image Deblurring across Mobile Devices: A Perspective of Quality and LatencyCode1
Low-light Image Enhancement via Breaking Down the DarknessCode1
LLCaps: Learning to Illuminate Low-Light Capsule Endoscopy with Curved Wavelet Attention and Reverse DiffusionCode1
Blind Video Temporal Consistency via Deep Video PriorCode1
Local Color Distributions Prior for Image EnhancementCode1
DGD-cGAN: A Dual Generator for Image Dewatering and RestorationCode1
1st Place Solution to MultiEarth 2023 Challenge on Multimodal SAR-to-EO Image TranslationCode1
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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