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

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Showing 151–200 of 983 papers

TitleStatusHype
Domain Adaptation for Underwater Image Enhancement via Content and Style SeparationCode1
CCDWT-GAN: Generative Adversarial Networks Based on Color Channel Using Discrete Wavelet Transform for Document Image BinarizationCode1
CDAN: Convolutional dense attention-guided network for low-light image enhancementCode1
Dimma: Semi-supervised Low Light Image Enhancement with Adaptive DimmingCode1
A New Benchmark In Vivo Paired Dataset for Laparoscopic Image De-smokingCode1
Denoising Diffusion Post-Processing for Low-Light Image EnhancementCode1
DMFourLLIE: Dual-Stage and Multi-Branch Fourier Network for Low-Light Image EnhancementCode1
DNF: Decouple and Feedback Network for Seeing in the DarkCode1
Burst Image Restoration and EnhancementCode1
DPF-Net: Physical Imaging Model Embedded Data-Driven Underwater Image EnhancementCode1
Early Exit or Not: Resource-Efficient Blind Quality Enhancement for Compressed ImagesCode1
Lighting up NeRF via Unsupervised Decomposition and EnhancementCode1
Empowering Low-Light Image Enhancer through Customized Learnable PriorsCode1
Local Color Distributions Prior for Image EnhancementCode1
Effective Document Image Enhancement Using tokens-to-token Transformer NetworkCode1
Lookup Table meets Local Laplacian Filter: Pyramid Reconstruction Network for Tone MappingCode1
A CNN-Based Blind Denoising Method for Endoscopic ImagesCode1
EndoUIC: Promptable Diffusion Transformer for Unified Illumination Correction in Capsule EndoscopyCode1
Enhance Images as You Like with Unpaired LearningCode1
Enhanced MRI brain tumor detection and classification via topological data analysis and low-rank tensor decompositionCode1
Burst Denoising of Dark ImagesCode1
Enlighten Anything: When Segment Anything Model Meets Low-Light Image EnhancementCode1
Adaptive deep learning framework for robust unsupervised underwater image enhancementCode1
Diff-Mosaic: Augmenting Realistic Representations in Infrared Small Target Detection via Diffusion PriorCode1
Exposure Correction Model to Enhance Image QualityCode1
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image EnhancementCode1
Learning Multi-Scale Photo Exposure CorrectionCode1
Low-Light Maritime Image Enhancement with Regularized Illumination Optimization and Deep Noise SuppressionCode1
Simplifying Low-Light Image Enhancement Networks with Relative Loss FunctionsCode1
Conditional Consistency Guided Image Translation and EnhancementCode1
Learning A Physical-aware Diffusion Model Based on Transformer for Underwater Image EnhancementCode1
Exploring the Effect of Image Enhancement Techniques on COVID-19 Detection using Chest X-rays ImagesCode1
Learning an Adaptive Model for Extreme Low-light Raw Image ProcessingCode1
Learning a Simple Low-Light Image Enhancer From Paired Low-Light InstancesCode1
ExposureDiffusion: Learning to Expose for Low-light Image EnhancementCode1
Exposure-slot: Exposure-centric representations learning with Slot-in-Slot Attention for Region-aware Exposure CorrectionCode1
Deep Photo Scan: Semi-Supervised Learning for dealing with the real-world degradation in Smartphone Photo ScanningCode1
Learn from Unpaired Data for Image Restoration: A Variational Bayes ApproachCode1
NILUT: Conditional Neural Implicit 3D Lookup Tables for Image EnhancementCode1
Learning Deep Context-Sensitive Decomposition for Low-Light Image EnhancementCode1
Joint Correcting and Refinement for Balanced Low-Light Image EnhancementCode1
DeepLPF: Deep Local Parametric Filters for Image EnhancementCode1
Joint RGB-Spectral Decomposition Model Guided Image Enhancement in Mobile PhotographyCode1
Deep Convolutional Autoencoders for reconstructing magnetic resonance images of the healthy brainCode1
Boosting Object Detection with Zero-Shot Day-Night Domain AdaptationCode1
CUNSB-RFIE: Context-aware Unpaired Neural Schr"odinger Bridge in Retinal Fundus Image EnhancementCode1
FourLLIE: Boosting Low-Light Image Enhancement by Fourier Frequency InformationCode1
For Overall Nighttime Visibility: Integrate Irregular Glow Removal With Glow-Aware EnhancementCode1
Degradation-invariant Enhancement of Fundus Images via Pyramid Constraint NetworkCode1
KAN See In the DarkCode1
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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