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

Showing 351400 of 983 papers

TitleStatusHype
PHISWID: Physics-Inspired Underwater Image Dataset Synthesized from RGB-D ImagesCode0
FLAIR: A Conditional Diffusion Framework with Applications to Face Video RestorationCode0
Low-light Image Enhancement Using the Cell Vibration ModelCode0
An Underwater Image Enhancement Benchmark Dataset and BeyondCode0
PDCFNet: Enhancing Underwater Images through Pixel Difference ConvolutionCode0
Aesthetic-Driven Image Enhancement by Adversarial LearningCode0
Perceptual Image Enhancement for Smartphone Real-Time ApplicationsCode0
Fast Underwater Image Enhancement for Improved Visual PerceptionCode0
Σ-net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image ReconstructionCode0
Fast Perceptual Image EnhancementCode0
Color Image Enhancement Using the Support Fuzzification in the Framework of the Logarithmic ModelCode0
Fast and Efficient Image Quality Enhancement via Desubpixel Convolutional Neural NetworksCode0
Fast and Effective L0 Gradient Minimization by Region FusionCode0
Color Image Enhancement Using the lrgb Coordinates in the Context of Support FuzzificationCode0
Context-Aware Automatic Occlusion RemovalCode0
Multiscale Coarse-to-Fine Guided Screenshot DemoiréingCode0
MSFNet-CPD: Multi-Scale Cross-Modal Fusion Network for Crop Pest DetectionCode0
Mop Moire Patterns Using MopNetCode0
Multi-image Tranformer for Multi-focus Image FusionCode0
EyeBench: A Call for More Rigorous Evaluation of Retinal Image EnhancementCode0
Extremely Low-light Image Enhancement with Scene Text RestorationCode0
A Non-Uniform Low-Light Image Enhancement Method with Multi-Scale Attention Transformer and Luminance Consistency LossCode0
MixNet: Efficient Global Modeling for Ultra-High-Definition Image RestorationCode0
Moiré Photo Restoration Using Multiresolution Convolutional Neural NetworksCode0
Advancing Unsupervised Low-light Image Enhancement: Noise Estimation, Illumination Interpolation, and Self-RegulationCode0
Mamba-UIE: Enhancing Underwater Images with Physical Model ConstraintCode0
Underwater Object Detection Enhancement via Channel StabilizationCode0
MambaTrack: Exploiting Dual-Enhancement for Night UAV TrackingCode0
A Practical Framework for Unsupervised Structure Preservation Medical Image EnhancementCode0
Geometry of the Visual Cortex with Applications to Image Inpainting and EnhancementCode0
MambaUIE&SR: Unraveling the Ocean's Secrets with Only 2.8 GFLOPsCode0
Explaining Image Enhancement Black-Box Methods through a Path Planning Based AlgorithmCode0
Exemplar based underwater image enhancement augmented by Wavelet Corrected TransformsCode0
Event Neural NetworksCode0
An Improved Chicken Swarm Optimization Algorithm for Handwritten Document Image EnhancementCode0
MAC-Lookup: Multi-Axis Conditional Lookup Model for Underwater Image EnhancementCode0
Medium Transmission Map Matters for Learning to Restore Real-World Underwater ImagesCode0
GMT: Enhancing Generalizable Neural Rendering via Geometry-Driven Multi-Reference Texture TransferCode0
An Experimental-based Review of Image Enhancement and Image Restoration Methods for Underwater ImagingCode0
Clearing the Skies: A deep network architecture for single-image rain removalCode0
ERetinex: Event Camera Meets Retinex Theory for Low-Light Image EnhancementCode0
Low-light Stereo Image Enhancement and De-noising in the Low-frequency Information Enhanced Image SpaceCode0
Enlighten-Your-Voice: When Multimodal Meets Zero-shot Low-light Image EnhancementCode0
Luminance-Guided Chrominance Image Enhancement for HEVC Intra CodingCode0
MetaUE: Model-based Meta-learning for Underwater Image EnhancementCode0
Enhancing Underwater Imaging with 4-D Light Fields: Dataset and MethodCode0
Harmony-Search and Otsu based System for Coronavirus Disease (COVID-19) Detection using Lung CT Scan ImagesCode0
Harnessing Multi-resolution and Multi-scale Attention for Underwater Image RestorationCode0
Low-Light Image and Video Enhancement: A Comprehensive Survey and BeyondCode0
Low-light image enhancement based on sharpening-smoothing image filterCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HG-MTFEPSNR on proRGB25.69Unverified
2PQDynamicISPPSNR on proRGB25.53Unverified
3RSFNet-mapPSNR on proRGB25.49Unverified
4AdaIntPSNR on proRGB25.49Unverified
5SepLUTPSNR on proRGB25.47Unverified
6MTFEPSNR on proRGB25.46Unverified
73D LUTPSNR on proRGB25.21Unverified
8RetinexformerPSNR on sRGB24.94Unverified
94D LUTPSNR on proRGB24.61Unverified
10DIFAR (MSCA, level 1)PSNR on proRGB24.2Unverified
#ModelMetricClaimedVerifiedStatus
1ESDNet-LPSNR30.11Unverified
2MBCNNPSNR30.03Unverified
3ESDNetPSNR29.81Unverified
4Uformer-BPSNR29.28Unverified
5MopNetPSNR27.75Unverified
6DMCNNPSNR26.77Unverified
#ModelMetricClaimedVerifiedStatus
1Exposure-slotPSNR23.18Unverified
2CSECPSNR22.73Unverified
3LCDPNetPSNR22.17Unverified
4IATPSNR20.34Unverified
5MSECPSNR20.21Unverified
#ModelMetricClaimedVerifiedStatus
1TreEnhanceDeltaE11.25Unverified
#ModelMetricClaimedVerifiedStatus
1CIDNetAverage PSNR13.45Unverified
#ModelMetricClaimedVerifiedStatus
1CIDNetAverage PSNR13.43Unverified