GitHub - dawnlh/awesome-low-light-image-enhancement: This is a resouce list for low light image enhancement (original) (raw)
2017
ArXiv
MSR-net:Low-light Image Enhancement Using Deep Convolutional Network
MSR-net
2017
ECCV
Deep Burst Denoising
2017
VCIP
LLCNN: A convolutional neural network for low-light image enhancement
LLCNN
2017
Pattern Recognit.
LLNet: A deep autoencoder approach to natural low-light image enhancement
LLNet
2017
ACM Trans. Graph.
Deep bilateral learning for real-time image enhancement
HDRNet
2017
ICCV
DSLR-Quality Photos on Mobile Devices with Deep Convolutional Networks
2018
BMVC
Deep Retinex Decomposition for Low-Light Enhancement
Retinex-Net
2018
BMVC
MBLLEN: Low-light Image/Video Enhancement Using CNNs
MBLLEN
2018
Pattern Recognit. Lett.
LightenNet: A Convolutional Neural Network for weakly illuminated image enhancement
LightenNet
2018
CVPR
Learning to See in the Dark
2018
IEEE TIP
Learning a Deep Single Image Contrast Enhancer from Multi-Exposure Images
SICE
2018
ACM TOG
Exposure: A White-Box Photo Post-Processing Framework
2018
FG conference
GLADNet: Low-Light Enhancement Network with Global Awareness
GLADNet
2019
IEEE TIP
DeepISP: Towards Learning an End-to-End Image Processing Pipeline
DeepISP
2019
IEEE TIP
Low-Light Image Enhancement via a Deep Hybrid Network
2019
IEEE TIP
EnlightenGAN: Deep Light Enhancement without Paired Supervision
EnlightenGAN
2019
ACM MM
Kindling the Darkness: A Practical Low-light Image Enhancer
KinD
2019
IEEE Access
A Pipeline Neural Network for Low-Light Image Enhancement
2019
Neurocomputing
Learning Digital Camera Pipeline for Extreme Low-Light Imaging
2019
CVPR
Underexposed Photo Enhancement Using Deep Illumination Estimation
DeepUPE
2019
ICCV
Enhancing Low Light Videos by Exploring High Sensitivity Camera Noise
2019
ICIP
Enhancement of Weakly Illuminated Images by Deep Fusion Networks
2019
ICCP
A Bit Too Much? High Speed Imaging from Sparse Photon Counts
2019
ICIP
Llrnet: A Multiscale Subband Learning Approach for Low Light Image Restoration
Llrnet
2019
ICIP
Low-Lightgan: Low-Light Enhancement Via Advanced Generative Adversarial Network With Task-Driven Training
Low-Lightgan
2019
ICME
RDGAN: Retinex Decomposition Based Adversarial Learning for Low-Light Enhancement
RDGAN
2019
ICMEW
Low-Light Image Enhancement with Attention and Multi-level Feature Fusion
2019
PRCV
An Effective Network with ConvLSTM for Low-Light Image Enhancement
2019
VISIGRAPP
End-to-End Denoising of Dark Burst Images Using Recurrent Fully Convolutional Networks
2020
CVPR
Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement
Zero-DCE
2020
CVPR
Learning to Restore Low-Light Images via Decomposition-and-Enhancement
2020
CVPR
From Fidelity to Perceptual Quality: A Semi-Supervised Approach for Low-Light Image Enhancement
DRBN
2020
CVPR
DeepLPF: Deep Local Parametric Filters for Image Enhancement
DeepLPF
2020
IEEE PAMI
Learning Image-adaptive 3D Lookup Tables for High Performance Photo Enhancement in Real-time
Image-Adaptive-3DLUT
2020
IET Image Proc.
Learning an Adaptive Model for Extreme Low-Light Raw Image Processing
2020
ArXiv
Visual Perception Model for Rapid and Adaptive Low-light Image Enhancement
2020
ArXiv
Self-supervised Image Enhancement Network: Training with Low Light Images Only
2020
ICPR
Unsupervised Real-world Low-light Image Enhancement with Decoupled Networks
2021
IJCV
Attention Guided Low-Light Image Enhancement with a Large Scale Low-Light Simulation Dataset
2021
CVPR
Retinex-Inspired Unrolling with Cooperative Prior Architecture Search for Low-Light Image Enhancement
RUAS
2021
CVPR
Deep Denoising of Flash and No-Flash Pairs for Photography in Low-Light Environments
2021
CVPR
Extreme Low-Light Environment-Driven Image Denoising over Permanently Shadowed Lunar Regions with a Physical Noise Model
HORUS
2021
CVPR
Learning Temporal Consistency for Low Light Video Enhancement from Single Images
2021
CVPR
Nighttime Visibility Enhancement by Increasing the Dynamic Range and Suppression of Light Effects
2021
ICCV
Seeing Dynamic Scene in the Dark: A High-Quality Video Dataset with Mechatronic Alignment
SDSD
2021
ICCV
HDR Video Reconstruction: A Coarse-to-Fine Network and a Real-World Benchmark Dataset
DeepHDRVideo
2021
ICCV
Matching in the Dark: A Dataset for Matching Image Pairs of Low-Light Scenes
MID
2021
ICCV
Adaptive Unfolding Total Variation Network for Low-Light Image Enhancement
UTVNet
2021
ICCVW
LLVIP: A Visible-Infrared Paired Dataset for Low-Light Vision
LLVIP
2021
JVCIR
R2RNet: Low-Light Image Enhancement via Real-Low to Real-Normal Network
R2RNet
2022
CVPR
Toward Fast, Flexible, and Robust Low-Light Image Enhancement
SCI
2022
CVPR
Deep Color Consistent Network for Low-Light Image Enhancement
DCC-Net
2022
CVPR
URetinex-Net: Retinex-Based Deep Unfolding Network for Low-Light Image Enhancement
URetinex-Net
2022
CVPR
Day-to-Night Image Synthesis for Training Nighttime Neural ISPs
2022
CVPR
SNR-Aware Low-Light Image Enhancement
2022
CVPR
Dancing Under the Stars: Video Denoising in Starlight
2022
CVPR
Abandoning the Bayer-Filter To See in the Dark
2022
ECCV
Unsupervised Night Image Enhancement: When Layer Decomposition Meets Light-Effects Suppression
2022
ECCV
Deep Fourier-Based Exposure Correction Network with Spatial-Frequency Interaction
2022
ECCV
LEDNet: Joint Low-Light Enhancement and Deblurring in the Dark
LEDNet
2022
AAAI
Low-Light Image Enhancement with Normalizing Flow
LLFlow
2022
AAAI
Semantically contrastive learning for low-light image enhancement
SCL-LLE
2022
AAAI
DarkVisionNet: Low-Light Imaging via RGB-NIR Fusion with Deep Inconsistency Prior
DarkVisionNet
2022
ACM MM
ChebyLighter: Optimal Curve Estimation for Low-Light Image Enhancement
ChebyLighter
2022
BMCV
You only need 90K parameters to adapt light: a light weight transformer for image enhancement and exposure correction
IAT
2022
IJCV
Low-Light Image Enhancement via Breaking down the Darkness
Bread
2022
Neurocomputing
Low-Light Image Enhancement with Knowledge Distillation
2022
Neurocomputing
LSR: Lightening Super-Resolution Deep Network for Low-Light Image Enhancement
LSR
2022
Pattern Recognit.
Brain-like Retinex: A Biologically Plausible Retinex Algorithm for Low Light Image Enhancement
2022
Pattern Recognit.
LAE-Net: A Locally-Adaptive Embedding Network for Low-Light Image Enhancement
LAE-Net
2022
Knowl-Based Syst
LE-GAN: Unsupervised Low-Light Image Enhancement Network Using Attention Module and Identity Invariant Loss
LE-GAN
2022
Opt. Lasers Eng.
Infrared and Low-Light Visible Image Fusion Based on Hybrid Multiscale Decomposition and Adaptive Light Adjustment
2022
Applied Soft Computing
A predictive intelligence approach for low-light enhancement
2022
IEEE TMM
Purifying Low-light Images via Near-Infrared Enlightened Image
2022
IEEE TNNLS
DRLIE: Flexible Low-Light Image Enhancement via Disentangled Representations
2022
IEEE TCSVT
EFINet: Restoration for Low-Light Images via Enhancement-Fusion Iterative Network
EFINet
2023
Information Fusion
A Mutually Boosting Dual Sensor Computational Camera for High Quality Dark Videography
DCMAN
2023
Pattern Recognit.
TreEnhance: A tree search method for low-light image enhancement
TreEnhance
2023
AAAI
Ultra-high-definition low-light image enhancement: A benchmark and transformer-based method
2023
AAAI
Low-Light Video Enhancement with Synthetic Event Guidance
2023
AAAI
Polarization-Aware Low-Light Image Enhancement
2023
CVPR
DNF: Decouple and feedback network for seeing in the dark
DNF
2023
CVPR
Learning a simple low-light image enhancer from paired low-light instances
PairLIE
2023
CVPR
Learning semantic-aware knowledge guidance for low-light image enhancement
SKF
2023
CVPR
Low-light image enhancement via structure modeling and guidance
2023
CVPR
Physics-guided ISO-Dependent sensor noise modeling for extreme low-light photography
LLD
2023
CVPR
Visibility constrained wide-band illumination spectrum design for seeing-in-the-dark
VCSD
2023
IEEE TMM
Glow in the Dark: Low-Light Image Enhancement with External Memory
EMNet
2023
Mach. Vision Appl.
LDNet: low-light image enhancement with joint lighting and denoising
LDNet
2023
IEEE TPAMI
Learning With Nested Scene Modeling and Cooperative Architecture Search for Low-Light Vision
RUAS
2023
IEEE TIP
TSDN: Two-Stage Raw Denoising in the Dark
TSDN
2023
IEEE TIP
Unsupervised Low-Light Video Enhancement with Spatial-Temporal Co-attention Transformer
LightenFormer
2023
IEEE TCYB
Deep Perceptual Image Enhancement Network for Exposure Restoration
DPIENet
2023
SIGGRAPH ASIA
Low-light Image Enhancement with Wavelet-based Diffusion Models
DiffLL
2023
ACM MM
CLE Diffusion: Controllable Light Enhancement Diffusion Model
CLE Diffusion
2023
ACM MM
FourLLIE: Boosting Low-Light Image Enhancement by Fourier Frequency Information
FourLLIE
2023
Pattern Recognit.
A reflectance re-weighted Retinex model for non-uniform and low-light image enhancement
2023
Pattern Recognit.
SurroundNet: Towards effective low-light image enhancement
SurroundNet
2023
ICCV
Coherent event guided low-light video enhancement
EvLowLight
2023
ICCV
Dancing in the dark: A benchmark towards general low-light video enhancement
DID
2023
ICCV
Diff-Retinex: Rethinking Low-light Image Enhancement with A Generative Diffusion Model
Diff-Retinex
2023
ICCV
Empowering low-light image enhancer through customized learnable priors
CUE
2023
ICCV
ExposureDiffusion: Learning to expose for low-light image enhancement
ExposureDiffusion
2023
ICCV
Implicit neural representation for cooperative low-light image enhancement
NeRCo
2023
ICCV
Low-light image enhancement with illumination-aware gamma correction and complete image modelling network
COMO-ViT
2023
ICCV
Low-light image enhancement with multi-stage residue quantization and brightness-aware attention
RQ-LLIE
2023
ICCV
Retinexformer: One-stage retinex-based transformer for low-light image enhancement
Retinexformer
2023
ICCV
Lighting up NeRF via unsupervised decomposition and enhancement
LLNeRF
2023
PRICAI
Bootstrap diffusion model curve estimation for high resolution low-light image enhancement
BDCE
2023
Appl. Mach. Learn.
LoLi-IEA: low-light image enhancement algorithm
LoLi-IEA
2024
IEEE Sens. Lett.
Integrating Graph Convolution Into a Deep Multilayer Framework for Low-Light Image Enhancement
2025
Digital Signal Process.
CDAN: Convolutional dense attention-guided network for low-light image enhancement
CDAN