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20232026
most citedTowards High-quality HDR Deghosting with Conditional Diffusion Models

17 citations · 22 across the 11 of their papers we have counts for

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6 papers · 1 filter

cs.CV2025

GMODiff: One-Step Gain Map Refinement with Diffusion Priors for HDR Reconstruction

Tao Hu, Weiyu Zhou, Yanjie Tu +4

Pre-trained Latent Diffusion Models (LDMs) have recently shown strong perceptual priors for low-level vision tasks, making them a promising direction for multi-exposure High Dynami…

cs.CV2025

NTIRE 2025 Challenge on Low Light Image Enhancement: Methods and Results

Xiaoning Liu, Zongwei Wu, Florin-Alexandru Vasluianu +102

This paper presents a comprehensive review of the NTIRE 2025 Low-Light Image Enhancement (LLIE) Challenge, highlighting the proposed solutions and final outcomes. The objective of…

cs.CV2025

HVI-CIDNet+: Beyond Extreme Darkness for Low-Light Image Enhancement

Qingsen Yan, Kangbiao Shi, Yixu Feng +4

Low-Light Image Enhancement (LLIE) aims to restore vivid content and details from corrupted low-light images. However, existing standard RGB (sRGB) color space-based LLIE methods o…

eess.IV2025

NTIRE 2025 Challenge on Efficient Burst HDR and Restoration: Datasets, Methods, and Results

Sangmin Lee, Eunpil Park, Angel Canelo +33

This paper reviews the NTIRE 2025 Efficient Burst HDR and Restoration Challenge, which aims to advance efficient multi-frame high dynamic range (HDR) and restoration techniques. Th…

cs.CV2025

FusionNet: Multi-model Linear Fusion Framework for Low-light Image Enhancement

Kangbiao Shi, Yixu Feng, Tao Hu +5

The advent of Deep Neural Networks (DNNs) has driven remarkable progress in low-light image enhancement (LLIE), with diverse architectures (e.g., CNNs and Transformers) and color s…

cs.CV2025

Boosting HDR Image Reconstruction via Semantic Knowledge Transfer

Tao Hu, Longyao Wu, Wei Dong +5

Recovering High Dynamic Range (HDR) images from multiple Standard Dynamic Range (SDR) images become challenging when the SDR images exhibit noticeable degradation and missing conte…