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 801850 of 983 papers

TitleStatusHype
K-means segmentation based-on lab color space for embryo detection in incubated egg0
L2BGAN: An image enhancement model for image quality improvement and image analysis tasks without paired supervision0
LAFFNet: A Lightweight Adaptive Feature Fusion Network for Underwater Image Enhancement0
Language Independent Single Document Image Super-Resolution using CNN for improved recognition0
Latent Disentanglement for Low Light Image Enhancement0
Learned Perceptual Image Enhancement0
Learn From Orientation Prior for Radiograph Super-Resolution: Orientation Operator Transformer0
Learning Aggregated Transmission Propagation Networks for Haze Removal and Beyond0
1st Place Solutions for UG2+ Challenge 2021 -- (Semi-)supervised Face detection in the low light condition0
Learning a Single Convolutional Layer Model for Low Light Image Enhancement0
Learning-Based Dequantization For Image Restoration Against Extremely Poor Illumination0
Learning-based Image Enhancement for Visual Odometry in Challenging HDR Environments0
Learning Color Representations for Low-Light Image Enhancement0
Learning Dynamic Guidance for Depth Image Enhancement0
Learning Enriched Features for Fast Image Restoration and Enhancement0
Learning Physics-Informed Color-Aware Transforms for Low-Light Image Enhancement0
Learning to Adapt to Light0
Learning to Harmonize Cross-vendor X-ray Images by Non-linear Image Dynamics Correction0
Learning to Restore Low-Light Images via Decomposition-and-Enhancement0
Learning to See Low-Light Images via Feature Domain Adaptation0
Personalizing image enhancement for critical visual tasks: improved legibility of papyri using color processing and visual illusions0
LENVIZ: A High-Resolution Low-Exposure Night Vision Benchmark Dataset0
LEUGAN:Low-Light Image Enhancement by Unsupervised Generative Attentional Networks0
Lightening Anything in Medical Images0
Lightweight HDR Camera ISP for Robust Perception in Dynamic Illumination Conditions via Fourier Adversarial Networks0
Lightweight Image Enhancement Network for Mobile Devices Using Self-Feature Extraction and Dense Modulation0
LIME: A Method for Low-light IMage Enhancement0
Liver Segmentation from Multimodal Images using HED-Mask R-CNN0
LLGS: Unsupervised Gaussian Splatting for Image Enhancement and Reconstruction in Pure Dark Environment0
Locally-adapted convolution-based super-resolution of irregularly-sampled ocean remote sensing data0
LoLi-IEA: low-light image enhancement algorithm0
Low-Dose CT Image Enhancement Using Deep Learning0
Enhanced Low-Dose CT Image Reconstruction by Domain and Task Shifting Gaussian Denoisers0
Low-Light Enhancement Effect on Classification and Detection: An Empirical Study0
Low-Light Enhancement in the Frequency Domain0
Low-light Enhancement Method Based on Attention Map Net0
Low-light Image Enhancement Algorithm Based on Retinex and Generative Adversarial Network0
Low-Light Image Enhancement by Learning Contrastive Representations in Spatial and Frequency Domains0
Low-light Image Enhancement by Retinex Based Algorithm Unrolling and Adjustment0
Low-Light Image Enhancement using Event-Based Illumination Estimation0
Low Light Image Enhancement via Global and Local Context Modeling0
Low-Light Image Enhancement with Illumination-Aware Gamma Correction and Complete Image Modelling Network0
Low-Light Video Enhancement with Synthetic Event Guidance0
LU2Net: A Lightweight Network for Real-time Underwater Image Enhancement0
LUMINA-Net: Low-light Upgrade through Multi-stage Illumination and Noise Adaptation Network for Image Enhancement0
Lumina-OmniLV: A Unified Multimodal Framework for General Low-Level Vision0
LUT-GCE: Lookup Table Global Curve Estimation for Fast Low-light Image Enhancement0
MambaLLIE: Implicit Retinex-Aware Low Light Enhancement with Global-then-Local State Space0
MambaTrack: Exploiting Dual-Enhancement for Night UAV Tracking0
Mammographic Image Enhancement using Digital Image Processing Technique0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HG-MTFEPSNR on proRGB25.69Unverified
2PQDynamicISPPSNR on proRGB25.53Unverified
3AdaIntPSNR on proRGB25.49Unverified
4RSFNet-mapPSNR 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