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 201–250 of 983 papers

TitleStatusHype
PixMamba: Leveraging State Space Models in a Dual-Level Architecture for Underwater Image EnhancementCode1
DALE : Dark Region-Aware Low-light Image EnhancementCode1
Exposure-slot: Exposure-centric representations learning with Slot-in-Slot Attention for Region-aware Exposure CorrectionCode1
PPformer: Using pixel-wise and patch-wise cross-attention for low-light image enhancementCode1
PromptCIR: Blind Compressed Image Restoration with Prompt LearningCode1
FDCE-Net: Underwater Image Enhancement with Embedding Frequency and Dual Color EncoderCode1
3D-StyleGAN: A Style-Based Generative Adversarial Network for Generative Modeling of Three-Dimensional Medical ImagesCode1
Gap-closing Matters: Perceptual Quality Evaluation and Optimization of Low-Light Image EnhancementCode1
RAVE: Residual Vector Embedding for CLIP-Guided Backlit Image EnhancementCode1
Raw Image DeblurringCode1
A Generic Fundus Image Enhancement Network Boosted by Frequency Self-supervised Representation LearningCode1
Decoupled Low-light Image EnhancementCode1
Reflectance-Guided, Contrast-Accumulated Histogram EqualizationCode1
Regularizing Nighttime Weirdness: Efficient Self-supervised Monocular Depth Estimation in the DarkCode1
Double Domain Guided Real-Time Low-Light Image Enhancement for Ultra-High-Definition Transportation SurveillanceCode1
DPF-Net: Physical Imaging Model Embedded Data-Driven Underwater Image EnhancementCode1
Deep Color Consistent Network for Low-Light Image EnhancementCode1
Deep Convolutional Autoencoders for reconstructing magnetic resonance images of the healthy brainCode1
Retinal Image Restoration using Transformer and Cycle-Consistent Generative Adversarial NetworkCode1
Exposure Correction Model to Enhance Image QualityCode1
Boosting Object Detection with Zero-Shot Day-Night Domain AdaptationCode1
Retinex-RAWMamba: Bridging Demosaicing and Denoising for Low-Light RAW Image EnhancementCode1
DeepLPF: Deep Local Parametric Filters for Image EnhancementCode1
A guided edge-aware smoothing-sharpening filter based on patch interpolation model and generalized Gamma distributionCode1
End-To-End Underwater Video Enhancement: Dataset and ModelCode1
Self-supervised Image Enhancement Network: Training with Low Light Images OnlyCode1
Semantically Contrastive Learning for Low-light Image EnhancementCode1
Semantic-aware Texture-Structure Feature Collaboration for Underwater Image EnhancementCode1
Semi-LLIE: Semi-supervised Contrastive Learning with Mamba-based Low-light Image EnhancementCode1
Deep Photo Scan: Semi-Supervised Learning for dealing with the real-world degradation in Smartphone Photo ScanningCode1
A Large-scale Film Style Dataset for Learning Multi-frequency Driven Film EnhancementCode1
Early Exit or Not: Resource-Efficient Blind Quality Enhancement for Compressed ImagesCode1
Small-Object Detection in Remote Sensing Images with End-to-End Edge-Enhanced GAN and Object Detector NetworkCode1
ExposureDiffusion: Learning to Expose for Low-light Image EnhancementCode1
A Layer-Wise Tokens-to-Token Transformer Network for Improved Historical Document Image EnhancementCode1
STAR: A Structure-Aware Lightweight Transformer for Real-Time Image EnhancementCode1
STEPS: Joint Self-supervised Nighttime Image Enhancement and Depth EstimationCode1
Few-Shot Domain Adaptation for Low Light RAW Image EnhancementCode1
From Generation to Suppression: Towards Effective Irregular Glow Removal for Nighttime Visibility EnhancementCode1
Degrade is Upgrade: Learning Degradation for Low-light Image EnhancementCode1
Denoising Diffusion Post-Processing for Low-Light Image EnhancementCode1
A Vision Transformer Approach for Efficient Near-Field Irregular SAR Super-ResolutionCode1
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image EnhancementCode1
EnlightenGAN: Deep Light Enhancement without Paired SupervisionCode1
Exchange means change: an unsupervised single-temporal change detection framework based on intra- and inter-image patch exchangeCode1
Text-DIAE: A Self-Supervised Degradation Invariant Autoencoders for Text Recognition and Document EnhancementCode1
Blind Video Temporal Consistency via Deep Video PriorCode1
1st Place Solution to MultiEarth 2023 Challenge on Multimodal SAR-to-EO Image TranslationCode1
DGD-cGAN: A Dual Generator for Image Dewatering and RestorationCode1
Enlighten Anything: When Segment Anything Model Meets Low-Light Image EnhancementCode1
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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