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 751800 of 983 papers

TitleStatusHype
Towards ultra-low-cost smartphone microscopy0
TrainFors: A Large Benchmark Training Dataset for Image Manipulation Detection and Localization0
Training Your Image Restoration Network Better with Random Weight Network as Optimization Function0
Training Your Image Restoration Network Better with Random Weight Network as Optimization Function0
Transformers in Vision: A Survey0
Transmission and Color-guided Network for Underwater Image Enhancement0
TSN-CA: A Two-Stage Network with Channel Attention for Low-Light Image Enhancement0
Tunable Image Quality Control of 3-D Ultrasound using Switchable CycleGAN0
Two Decades of Colorization and Decolorization for Images and Videos0
Two-stage quality adaptive fingerprint image enhancement using Fuzzy c-means clustering based fingerprint quality analysis0
UICE-MIRNet guided image enhancement for underwater object detection0
UIF: An Objective Quality Assessment for Underwater Image Enhancement0
UIT-Saviors at MEDVQA-GI 2023: Improving Multimodal Learning with Image Enhancement for Gastrointestinal Visual Question Answering0
UKDM: Underwater keypoint detection and matching using underwater image enhancement techniques0
UMLE: Unsupervised Multi-discriminator Network for Low Light Enhancement0
Uncertainty-aware GAN with Adaptive Loss for Robust MRI Image Enhancement0
Uncertainty Quantification in Deep Learning for Safer Neuroimage Enhancement0
Underwater Diffusion Attention Network with Contrastive Language-Image Joint Learning for Underwater Image Enhancement0
Underwater enhancement based on a self-learning strategy and attention mechanism for high-intensity regions0
Underwater Image Enhancement Based on Structure-Texture Reconstruction0
Underwater Image Enhancement Using Convolutional Neural Network0
Underwater Image Enhancement using Generative Adversarial Networks: A Survey0
Underwater Image Enhancement Using Pre-trained Transformer0
Underwater Image Enhancement via Dehazing and Color Restoration0
Underwater image enhancement with Image Colorfulness Measure0
Unified-EGformer: Exposure Guided Lightweight Transformer for Mixed-Exposure Image Enhancement0
Unified Representation Learning for Efficient Medical Image Analysis0
Unifying Image Processing as Visual Prompting Question Answering0
UnitModule: A Lightweight Joint Image Enhancement Module for Underwater Object Detection0
Unlocking Masked Autoencoders as Loss Function for Image and Video Restoration0
Unpaired Image Enhancement Featuring Reinforcement-Learning-Controlled Image Editing Software0
Unpaired Image Enhancement with Quality-Attention Generative Adversarial Network0
Unrevealed Threats: A Comprehensive Study of the Adversarial Robustness of Underwater Image Enhancement Models0
Unsupervised Image Prior via Prompt Learning and CLIP Semantic Guidance for Low-Light Image Enhancement0
Unsupervised Low Light Image Enhancement Using SNR-Aware Swin Transformer0
Unsupervised Low-light Image Enhancement with Lookup Tables and Diffusion Priors0
Unsupervised Low-light Image Enhancement with Decoupled Networks0
URIE: Universal Image Enhancement for Visual Recognition in the Wild0
User-Guided Personalized Image Aesthetic Assessment based on Deep Reinforcement Learning0
USFM: A Universal Ultrasound Foundation Model Generalized to Tasks and Organs towards Label Efficient Image Analysis0
UW-CVGAN: UnderWater Image Enhancement with Capsules Vectors Quantization0
Venn Diagram Multi-label Class Interpretation of Diabetic Foot Ulcer with Color and Sharpness Enhancement0
Verification technology for finger vein biometric0
VisTA-SR: Improving the Accuracy and Resolution of Low-Cost Thermal Imaging Cameras for Agriculture0
Visual Perception Model for Rapid and Adaptive Low-light Image Enhancement0
Visual Recognition-Driven Image Restoration for Multiple Degradation With Intrinsic Semantics Recovery0
Visual Text Meets Low-level Vision: A Comprehensive Survey on Visual Text Processing0
VR-FuseNet: A Fusion of Heterogeneous Fundus Data and Explainable Deep Network for Diabetic Retinopathy Classification0
WaterFlow: Heuristic Normalizing Flow for Underwater Image Enhancement and Beyond0
WaterMamba: Visual State Space Model for Underwater Image Enhancement0
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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