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
Zero-Shot Low Light Image Enhancement with Diffusion Prior—0
Leveraging Content and Context Cues for Low-Light Image EnhancementCode0
Analytical-Heuristic Modeling and Optimization for Low-Light Image Enhancement—0
Deep Joint Unrolling for Deblurring and Low-Light Image Enhancement (JUDE)—0
Phaseformer: Phase-based Attention Mechanism for Underwater Image Restoration and BeyondCode1
MambaNUT: Nighttime UAV Tracking via Mamba-based Adaptive Curriculum LearningCode1
DMFourLLIE: Dual-Stage and Multi-Branch Fourier Network for Low-Light Image EnhancementCode1
Self-Supervised Denoiser Framework—0
HUPE: Heuristic Underwater Perceptual Enhancement with Semantic Collaborative LearningCode1
MambaTrack: Exploiting Dual-Enhancement for Night UAV TrackingCode0
Beneath the Surface: The Role of Underwater Image Enhancement in Object DetectionCode0
Zero-Shot Low-Light Image Enhancement via Joint Frequency Domain Priors Guided DiffusionCode1
Contourlet Refinement Gate Framework for Thermal Spectrum Distribution Regularized Infrared Image Super-ResolutionCode2
Oscillation Inversion: Understand the structure of Large Flow Model through the Lens of Inversion Method—0
Underwater Image Enhancement with Cascaded Contrastive LearningCode1
Dropout the High-rate Downsampling: A Novel Design Paradigm for UHD Image Restoration—0
Enhancing Low-Light Images with Kolmogorov–Arnold Networks in Transformer AttentionCode0
ERUP-YOLO: Enhancing Object Detection Robustness for Adverse Weather Condition by Unified Image-Adaptive Processing—0
TPOT: Topology Preserving Optimal Transport in Retinal Fundus Image EnhancementCode0
Medical X-Ray Image Enhancement Using Global Contrast-Limited Adaptive Histogram Equalization—0
High-Fidelity Document Stain Removal via A Large-Scale Real-World Dataset and A Memory-Augmented TransformerCode1
Analyzing Noise Models and Advanced Filtering Algorithms for Image EnhancementCode0
Wavelet-based Mamba with Fourier Adjustment for Low-light Image EnhancementCode2
Deep Learning, Machine Learning -- Digital Signal and Image Processing: From Theory to Application—0
HUE Dataset: High-Resolution Event and Frame Sequences for Low-Light Vision—0
An Improved Chicken Swarm Optimization Algorithm for Handwritten Document Image EnhancementCode0
Efficient Diffusion as Low Light Enhancer—0
Bayesian Enhancement Models for One-to-Many Mapping in Image EnhancementCode2
LoLI-Street: Benchmarking Low-Light Image Enhancement and BeyondCode1
LIME-Eval: Rethinking Low-light Image Enhancement Evaluation via Object DetectionCode0
Image Enhancement Based on Histogram-Guided Multiple Transformation Function EstimationCode0
Generalizability analysis of deep learning predictions of human brain responses to augmented and semantically novel visual stimuliCode0
A New Benchmark In Vivo Paired Dataset for Laparoscopic Image De-smokingCode1
Enhanced MRI brain tumor detection and classification via topological data analysis and low-rank tensor decompositionCode1
GMT: Enhancing Generalizable Neural Rendering via Geometry-Driven Multi-Reference Texture TransferCode0
Underwater Organism Color Enhancement via Color Code Decomposition, Adaptation and InterpolationCode2
PDCFNet: Enhancing Underwater Images through Pixel Difference ConvolutionCode0
Underwater Image Enhancement with Physical-based Denoising Diffusion Implicit ModelsCode1
Unsupervised Low-light Image Enhancement with Lookup Tables and Diffusion Priors—0
SinoSynth: A Physics-based Domain Randomization Approach for Generalizable CBCT Image EnhancementCode0
Morphological-consistent Diffusion Network for Ultrasound Coronal Image Enhancement—0
Semi-LLIE: Semi-supervised Contrastive Learning with Mamba-based Low-light Image EnhancementCode1
UICE-MIRNet guided image enhancement for underwater object detection—0
For Overall Nighttime Visibility: Integrate Irregular Glow Removal With Glow-Aware EnhancementCode1
Quantitative and Qualitative Evaluation of NLM and Wavelet Methods in Image Enhancement—0
Low-Light Enhancement Effect on Classification and Detection: An Empirical Study—0
Fundus image enhancement through direct diffusion bridgesCode1
CUNSB-RFIE: Context-aware Unpaired Neural Schr"odinger Bridge in Retinal Fundus Image EnhancementCode1
Ultrasound Image Enhancement with the Variance of Diffusion ModelsCode1
Underwater Image Enhancement via Dehazing and Color Restoration—0
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