Cover Image

CIVQLLIE: Causal Intervention with Vector Quantization for Low-Light Image Enhancement

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Tongshun, Liu, Pingping, Zhang, Zhe, Zhou, Qiuzhan
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

CWNet: Causal Wavelet Network for Low-Light Image Enhancement
by: Zhang, Tongshun, et al.
Published: (2025)

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement
by: Zhang, Tongshun, et al.
Published: (2025)

A Physically-Grounded Attack and Adaptive Defense Framework for Real-World Low-Light Image Enhancement
by: Zhang, Tongshun, et al.
Published: (2026)

SPJFNet: Self-Mining Prior-Guided Joint Frequency Enhancement for Ultra-Efficient Dark Image Restoration
by: Zhang, Tongshun, et al.
Published: (2025)

Beyond Illumination: Fine-Grained Detail Preservation in Extreme Dark Image Restoration
by: Zhang, Tongshun, et al.
Published: (2025)

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning
by: Zhao, Ming, et al.
Published: (2025)

DMFourLLIE: Dual-Stage and Multi-Branch Fourier Network for Low-Light Image Enhancement
by: Zhang, Tongshun, et al.
Published: (2024)

WEC-DG: Multi-Exposure Wavelet Correction Method Guided by Degradation Description
by: Zhao, Ming, et al.
Published: (2025)

RPCASSM: Robust PCA State Space Model For Infrared Small Target Detection
by: Liu, Pingping, et al.
Published: (2026)

LightQANet: Quantized and Adaptive Feature Learning for Low-Light Image Enhancement
by: Wu, Xu, et al.
Published: (2025)

Low-Light Image Enhancement via Generative Perceptual Priors
by: Zhou, Han, et al.
Published: (2024)

Geometric-Aware Low-Light Image and Video Enhancement via Depth Guidance
by: Lin, Yingqi, et al.
Published: (2023)

Uncertainty-Aware Spatial Color Correlation for Low-Light Image Enhancement
by: Kuang, Jin, et al.
Published: (2025)

Single-Stage Signal Attenuation Diffusion Model for Low-Light Image Enhancement and Denoising
by: Liu, Ying, et al.
Published: (2026)

Low Light Image Enhancement Challenge at NTIRE 2026
by: Ciubotariu, George, et al.
Published: (2026)

NTIRE 2026 Challenge on Efficient Low Light Image Enhancement: Methods and Results
by: Yan, Jiebin, et al.
Published: (2026)

CodeEnhance: A Codebook-Driven Approach for Low-Light Image Enhancement
by: Wu, Xu, et al.
Published: (2024)

SurroundNet: Towards Effective Low-Light Image Enhancement
by: Zhou, Fei, et al.
Published: (2021)

NTIRE 2025 Challenge on Low Light Image Enhancement: Methods and Results
by: Liu, Xiaoning, et al.
Published: (2025)

Unveiling Advanced Frequency Disentanglement Paradigm for Low-Light Image Enhancement
by: Zhou, Kun, et al.
Published: (2024)

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement
by: Li, Hanting, et al.
Published: (2025)

Latent Disentanglement for Low Light Image Enhancement
by: Zheng, Zhihao, et al.
Published: (2024)

Fast Context-Based Low-Light Image Enhancement via Neural Implicit Representations
by: Chobola, Tomáš, et al.
Published: (2024)

HVI-CIDNet+: Beyond Extreme Darkness for Low-Light Image Enhancement
by: Yan, Qingsen, et al.
Published: (2025)

HiLLIE: Human-in-the-Loop Training for Low-Light Image Enhancement
by: Zhao, Xiaorui, et al.
Published: (2025)

Structure-guided Diffusion Transformer for Low-Light Image Enhancement
by: Yin, Xiangchen, et al.
Published: (2025)

Using KL-Divergence to Focus Frequency Information in Low-Light Image Enhancement
by: Xingyang, Yan, et al.
Published: (2025)

Low-Light Image Enhancement using Event-Based Illumination Estimation
by: Sun, Lei, et al.
Published: (2025)

Bidirectional Image-Event Guided Fusion Framework for Low-Light Image Enhancement
by: Liu, Zhanwen, et al.
Published: (2025)

NTIRE 2024 Challenge on Low Light Image Enhancement: Methods and Results
by: Liu, Xiaoning, et al.
Published: (2024)

GLARE: Low Light Image Enhancement via Generative Latent Feature based Codebook Retrieval
by: Zhou, Han, et al.
Published: (2024)

Towards Realistic Low-Light Image Enhancement via ISP Driven Data Modeling
by: Wang, Zhihua, et al.
Published: (2025)

Towards Lightest Low-Light Image Enhancement Architecture for Mobile Devices
by: Bai, Guangrui, et al.
Published: (2025)

Revisiting Lightweight Low-Light Image Enhancement: From a YUV Color Space Perspective
by: Yan, Hailong, et al.
Published: (2026)

Low-Light Enhancement Effect on Classification and Detection: An Empirical Study
by: Wu, Xu, et al.
Published: (2024)

Internally Referenced Low-Light Enhancement
by: He, Peiyuan, et al.
Published: (2026)

Zero-Reference Lighting Estimation Diffusion Model for Low-Light Image Enhancement
by: He, Jinhong, et al.
Published: (2024)

Decomposed Vector-Quantized Variational Autoencoder for Human Grasp Generation
by: Zhao, Zhe, et al.
Published: (2024)

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement
by: Brateanu, Alexandru, et al.
Published: (2025)

Analytical-Heuristic Modeling and Optimization for Low-Light Image Enhancement
by: Martinez, Axel, et al.
Published: (2024)