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 101–150 of 983 papers

TitleStatusHype
A CNN-Based Blind Denoising Method for Endoscopic ImagesCode1
ExposureDiffusion: Learning to Expose for Low-light Image EnhancementCode1
Few-Shot Domain Adaptation for Low Light RAW Image EnhancementCode1
Exchange means change: an unsupervised single-temporal change detection framework based on intra- and inter-image patch exchangeCode1
A Generic Fundus Image Enhancement Network Boosted by Frequency Self-supervised Representation LearningCode1
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image EnhancementCode1
Is Underwater Image Enhancement All Object Detectors Need?Code1
Joint Correcting and Refinement for Balanced Low-Light Image EnhancementCode1
KAN See In the DarkCode1
Learn from Unpaired Data for Image Restoration: A Variational Bayes ApproachCode1
Exploring the Effect of Image Enhancement Techniques on COVID-19 Detection using Chest X-rays ImagesCode1
Learning Enhancement From Degradation: A Diffusion Model For Fundus Image EnhancementCode1
Learning Image-adaptive 3D Lookup Tables for High Performance Photo Enhancement in Real-timeCode1
Enlighten Anything: When Segment Anything Model Meets Low-Light Image EnhancementCode1
Adversarial Color Enhancement: Generating Unrestricted Adversarial Images by Optimizing a Color FilterCode1
Abandoning the Bayer-Filter to See in the DarkCode1
A Layer-Wise Tokens-to-Token Transformer Network for Improved Historical Document Image EnhancementCode1
Legacy Photo Editing with Learned Noise PriorCode1
EnlightenGAN: Deep Light Enhancement without Paired SupervisionCode1
A Vision Transformer Approach for Efficient Near-Field Irregular SAR Super-ResolutionCode1
ExpoMamba: Exploiting Frequency SSM Blocks for Efficient and Effective Image EnhancementCode1
Five A^+ Network: You Only Need 9K Parameters for Underwater Image EnhancementCode1
Glow in the Dark: Low-Light Image Enhancement with External MemoryCode1
Better Than Reference In Low Light Image Enhancement: Conditional Re-Enhancement NetworksCode1
EndoUIC: Promptable Diffusion Transformer for Unified Illumination Correction in Capsule EndoscopyCode1
LLDiffusion: Learning Degradation Representations in Diffusion Models for Low-Light Image EnhancementCode1
A New Benchmark In Vivo Paired Dataset for Laparoscopic Image De-smokingCode1
End-To-End Underwater Video Enhancement: Dataset and ModelCode1
Effective Document Image Enhancement Using tokens-to-token Transformer NetworkCode1
Early Exit or Not: Resource-Efficient Blind Quality Enhancement for Compressed ImagesCode1
Empowering Low-Light Image Enhancer through Customized Learnable PriorsCode1
Enhanced MRI brain tumor detection and classification via topological data analysis and low-rank tensor decompositionCode1
Domain Adaptation for Underwater Image Enhancement via Content and Style SeparationCode1
DNF: Decouple and Feedback Network for Seeing in the DarkCode1
Double Domain Guided Real-Time Low-Light Image Enhancement for Ultra-High-Definition Transportation SurveillanceCode1
CCDWT-GAN: Generative Adversarial Networks Based on Color Channel Using Discrete Wavelet Transform for Document Image BinarizationCode1
Adaptive deep learning framework for robust unsupervised underwater image enhancementCode1
CDAN: Convolutional dense attention-guided network for low-light image enhancementCode1
DPF-Net: Physical Imaging Model Embedded Data-Driven Underwater Image EnhancementCode1
Enhance Images as You Like with Unpaired LearningCode1
Deploying Image Deblurring across Mobile Devices: A Perspective of Quality and LatencyCode1
Denoising Diffusion Post-Processing for Low-Light Image EnhancementCode1
Burst Denoising of Dark ImagesCode1
Burst Image Restoration and EnhancementCode1
Burst Photography for Learning to Enhance Extremely Dark ImagesCode1
Burst Super-Resolution with Diffusion Models for Improving Perceptual QualityCode1
Adaptive Unfolding Total Variation Network for Low-Light Image EnhancementCode1
DMFourLLIE: Dual-Stage and Multi-Branch Fourier Network for Low-Light Image EnhancementCode1
DocEnTr: An End-to-End Document Image Enhancement TransformerCode1
DGD-cGAN: A Dual Generator for Image Dewatering and RestorationCode1
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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