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 101–150 of 983 papers

TitleStatusHype
Underwater Variable Zoom: Depth-Guided Perception Network for Underwater Image EnhancementCode1
Spatial-frequency Dual-Domain Feature Fusion Network for Low-Light Remote Sensing Image EnhancementCode1
PromptCIR: Blind Compressed Image Restoration with Prompt LearningCode1
Low-Light Image Enhancement Framework for Improved Object Detection in Fisheye Lens DatasetsCode1
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image EnhancementCode1
RAVE: Residual Vector Embedding for CLIP-Guided Backlit Image EnhancementCode1
Taming Lookup Tables for Efficient Image RetouchingCode1
Burst Super-Resolution with Diffusion Models for Improving Perceptual QualityCode1
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A Layer-Wise Tokens-to-Token Transformer Network for Improved Historical Document Image EnhancementCode1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
WaveNet: Wave-Aware Image EnhancementCode1
CoDi: Conditional Diffusion Distillation for Higher-Fidelity and Faster Image GenerationCode1
Exchange means change: an unsupervised single-temporal change detection framework based on intra- and inter-image patch exchangeCode1
Joint Correcting and Refinement for Balanced Low-Light Image EnhancementCode1
Multimodal Transformers for Wireless Communications: A Case Study in Beam PredictionCode1
Double Domain Guided Real-Time Low-Light Image Enhancement for Ultra-High-Definition Transportation SurveillanceCode1
Toward Sufficient Spatial-Frequency Interaction for Gradient-aware Underwater Image EnhancementCode1
Underwater Image Enhancement by Transformer-based Diffusion Model with Non-uniform Sampling for Skip StrategyCode1
Empowering Low-Light Image Enhancer through Customized Learnable PriorsCode1
A Generic Fundus Image Enhancement Network Boosted by Frequency Self-supervised Representation LearningCode1
Multiple transformation function estimation for image enhancementCode1
Improving Underwater Visual Tracking With a Large Scale Dataset and Image EnhancementCode1
Generalized Lightness Adaptation with Channel Selective NormalizationCode1
CDAN: Convolutional dense attention-guided network for low-light image enhancementCode1
Synergistic Multiscale Detail Refinement via Intrinsic Supervision for Underwater Image EnhancementCode1
Self-Reference Deep Adaptive Curve Estimation for Low-Light Image EnhancementCode1
A Generalized Physical-knowledge-guided Dynamic Model for Underwater Image EnhancementCode1
FourLLIE: Boosting Low-Light Image Enhancement by Fourier Frequency InformationCode1
From Generation to Suppression: Towards Effective Irregular Glow Removal for Nighttime Visibility EnhancementCode1
LLDiffusion: Learning Degradation Representations in Diffusion Models for Low-Light Image EnhancementCode1
Lighting up NeRF via Unsupervised Decomposition and EnhancementCode1
ExposureDiffusion: Learning to Expose for Low-light Image EnhancementCode1
Glow in the Dark: Low-Light Image Enhancement with External MemoryCode1
LLCaps: Learning to Illuminate Low-Light Capsule Endoscopy with Curved Wavelet Attention and Reverse DiffusionCode1
A Gated Cross-domain Collaborative Network for Underwater Object DetectionCode1
Show:102550
← PrevPage 3 of 20Next →
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