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 251–300 of 983 papers

TitleStatusHype
GDB: Gated convolutions-based Document BinarizationCode1
Adaptive Unfolding Total Variation Network for Low-Light Image EnhancementCode1
Perception Consistency Ultrasound Image Super-resolution via Self-supervised CycleGANCode1
Burst Super-Resolution with Diffusion Models for Improving Perceptual QualityCode1
Enhanced MRI brain tumor detection and classification via topological data analysis and low-rank tensor decompositionCode1
Diff-Mosaic: Augmenting Realistic Representations in Infrared Small Target Detection via Diffusion PriorCode1
EndoUIC: Promptable Diffusion Transformer for Unified Illumination Correction in Capsule EndoscopyCode1
Enhance Images as You Like with Unpaired LearningCode1
Legacy Photo Editing with Learned Noise PriorCode1
Enlighten Anything: When Segment Anything Model Meets Low-Light Image EnhancementCode1
Enhancing and Adapting in the Clinic: Source-free Unsupervised Domain Adaptation for Medical Image EnhancementCode1
Dimma: Semi-supervised Low Light Image Enhancement with Adaptive DimmingCode1
Prompt-Guided Image-Adaptive Neural Implicit Lookup Tables for Interpretable Image EnhancementCode1
EnlightenGAN: Deep Light Enhancement without Paired SupervisionCode1
DisC-Diff: Disentangled Conditional Diffusion Model for Multi-Contrast MRI Super-ResolutionCode1
Blind Video Temporal Consistency via Deep Video PriorCode1
PixMamba: Leveraging State Space Models in a Dual-Level Architecture for Underwater Image EnhancementCode1
Poisson2Sparse: Self-Supervised Poisson Denoising From a Single ImageCode1
Exchange means change: an unsupervised single-temporal change detection framework based on intra- and inter-image patch exchangeCode1
DMFourLLIE: Dual-Stage and Multi-Branch Fourier Network for Low-Light Image EnhancementCode1
DNF: Decouple and Feedback Network for Seeing in the DarkCode1
Boosting Object Detection with Zero-Shot Day-Night Domain AdaptationCode1
DocEnTr: An End-to-End Document Image Enhancement TransformerCode1
Exposure Correction Model to Enhance Image QualityCode1
Exposure-slot: Exposure-centric representations learning with Slot-in-Slot Attention for Region-aware Exposure CorrectionCode1
Domain Adaptation for Underwater Image Enhancement via Content and Style SeparationCode1
R2RNet: Low-light Image Enhancement via Real-low to Real-normal NetworkCode1
Double Domain Guided Real-Time Low-Light Image Enhancement for Ultra-High-Definition Transportation SurveillanceCode1
Representative Color Transform for Image EnhancementCode1
DPF-Net: Physical Imaging Model Embedded Data-Driven Underwater Image EnhancementCode1
FDCE-Net: Underwater Image Enhancement with Embedding Frequency and Dual Color EncoderCode1
Semantically Contrastive Learning for Low-light Image EnhancementCode1
TreEnhance: A Tree Search Method For Low-Light Image EnhancementCode1
FLIGHT Mode On: A Feather-Light Network for Low-Light Image EnhancementCode1
FLOL: Fast Baselines for Real-World Low-Light EnhancementCode1
Recurrent Exposure Generation for Low-Light Face DetectionCode1
CURL: Neural Curve Layers for Global Image EnhancementCode0
Bilateral Interaction for Local-Global Collaborative Perception in Low-Light Image EnhancementCode0
All-In-One Underwater Image Enhancement using Domain-Adversarial LearningCode0
DHSGAN: An End to End Dehazing Network for Fog and SmokeCode0
Low-light Image Enhancement Using the Cell Vibration ModelCode0
Perceptual Image Enhancement for Smartphone Real-Time ApplicationsCode0
PDCFNet: Enhancing Underwater Images through Pixel Difference ConvolutionCode0
ALEN: A Dual-Approach for Uniform and Non-Uniform Low-Light Image EnhancementCode0
Advancing Unsupervised Low-light Image Enhancement: Noise Estimation, Illumination Interpolation, and Self-RegulationCode0
Perceptual Variousness Motion Deblurring With Light Global Context RefinementCode0
Multiscale Coarse-to-Fine Guided Screenshot DemoiréingCode0
Deep Underwater Image EnhancementCode0
Σ-net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image ReconstructionCode0
Dynamic Test-Time Augmentation via Differentiable FunctionsCode0
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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