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 401450 of 983 papers

TitleStatusHype
LMT-GP: Combined Latent Mean-Teacher and Gaussian Process for Semi-supervised Low-light Image EnhancementCode0
A Deep-Learning-Based Label-free No-Reference Image Quality Assessment Metric: Application in Sodium MRI Denoising0
UIE-UnFold: Deep Unfolding Network with Color Priors and Vision Transformer for Underwater Image EnhancementCode0
SDI-Net: Toward Sufficient Dual-View Interaction for Low-light Stereo Image Enhancement0
Harnessing Multi-resolution and Multi-scale Attention for Underwater Image RestorationCode0
Latent Disentanglement for Low Light Image Enhancement0
Joint Image De-noising and Enhancement for Satellite-Based SAR0
Underwater Object Detection Enhancement via Channel StabilizationCode0
ALEN: A Dual-Approach for Uniform and Non-Uniform Low-Light Image EnhancementCode0
Mamba-UIE: Enhancing Underwater Images with Physical Model ConstraintCode0
S-E Pipeline: A Vision Transformer (ViT) based Resilient Classification Pipeline for Medical Imaging Against Adversarial Attacks0
AGLLDiff: Guiding Diffusion Models Towards Unsupervised Training-free Real-world Low-light Image Enhancement0
Dual High-Order Total Variation Model for Underwater Image RestorationCode0
Adaptive Frequency Enhancement Network for Single Image Deraining0
Unified-EGformer: Exposure Guided Lightweight Transformer for Mixed-Exposure Image Enhancement0
Low-Light Image Enhancement Based on Cell Vibration Energy Model and Lightness DifferenceCode0
ERD: Exponential Retinex decomposition based on weak space and hybrid nonconvex regularization and its denoising application0
CAPformer: Compression-Aware Pre-trained Transformer for Low-Light Image Enhancement0
Image-Conditional Diffusion Transformer for Underwater Image Enhancement0
A Physical Model-Guided Framework for Underwater Image Enhancement and Depth EstimationCode0
BiCo-Fusion: Bidirectional Complementary LiDAR-Camera Fusion for Semantic- and Spatial-Aware 3D Object Detection0
IDA-UIE: An Iterative Framework for Deep Network-based Degradation Aware Underwater Image Enhancement0
Quality-guided Skin Tone Enhancement for Portrait PhotographyCode0
LU2Net: A Lightweight Network for Real-time Underwater Image Enhancement0
WaterMono: Teacher-Guided Anomaly Masking and Enhancement Boosting for Robust Underwater Self-Supervised Monocular Depth EstimationCode0
ECAFormer: Low-light Image Enhancement using Cross AttentionCode0
Diffusion-Based Adaptation for Classification of Unknown Degraded ImagesCode0
Enhancing Supermarket Robot Interaction: A Multi-Level LLM Conversational Interface for Handling Diverse Customer Intents0
RSEND: Retinex-based Squeeze and Excitation Network with Dark Region Detection for Efficient Low Light Image Enhancement0
Bilateral Interaction for Local-Global Collaborative Perception in Low-Light Image EnhancementCode0
3D CBCT Challenge 2024: Improved Cone Beam CT Reconstruction using SwinIR-Based Sinogram and Image Enhancement0
Research on Tumors Segmentation based on Image Enhancement Method0
Exploring Distortion Prior with Latent Diffusion Models for Remote Sensing Image CompressionCode0
ATTIQA: Generalizable Image Quality Feature Extractor using Attribute-aware Pretraining0
Lightening Anything in Medical Images0
A Comprehensive Survey on Underwater Image Enhancement Based on Deep LearningCode0
VisTA-SR: Improving the Accuracy and Resolution of Low-Cost Thermal Imaging Cameras for Agriculture0
MambaLLIE: Implicit Retinex-Aware Low Light Enhancement with Global-then-Local State Space0
A 7K Parameter Model for Underwater Image Enhancement based on Transmission Map PriorCode0
Verification technology for finger vein biometric0
Unsupervised Image Prior via Prompt Learning and CLIP Semantic Guidance for Low-Light Image Enhancement0
WaterMamba: Visual State Space Model for Underwater Image Enhancement0
Palette-based Color Transfer between Images0
Multimodal Super-Resolution: Discovering hidden physics and its application to fusion plasmas0
Remote Sensing Image Enhancement through Spatiotemporal Filtering0
Inhomogeneous illumination image enhancement under ex-tremely low visibility condition0
Sparse Reconstruction of Optical Doppler Tomography with Alternative State Space Model and Attention0
MambaUIE&SR: Unraveling the Ocean's Secrets with Only 2.8 GFLOPsCode0
Text in the Dark: Extremely Low-Light Text Image EnhancementCode0
On-board classification of underwater images using hybrid classical-quantum CNN based method0
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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