Joint dual-teacher distillation and unsupervised fusion for unpaired real-world image dehazing
Existing learning-based dehazing algorithms struggle to deal with real world hazy images for lack of paired clean data. Moreover, most dehazing methods require significant computation and memory.
Yingxu Qiao +3 more
doaj +1 more source
Densely integrated multi-branch attentive net for image dehazing
Single image dehazing is a fundamental but challenging task in image processing. Various deep learning-based methods have achieved great dehazing performance.
Ping Zong, Zhen Hua, Jinjiang Li
doaj +1 more source
Winscaleformer: Diffusion-Attention-Based Single Remote Sensing Image Dehazing
The Transformer architecture has demonstrated outstanding performance in image dehazing with its global modeling capability. However, it suffers from a quadratic computational complexity bottleneck when processing high-resolution images, leading to the ...
Nan Liu +6 more
doaj +1 more source
Single Image Dehazing Algorithm Analysis with Hyperspectral Images in the Visible Range. [PDF]
Martínez-Domingo MÁ +5 more
europepmc +1 more source
Unsupervised Dark-Channel Attention-Guided CycleGAN for Single-Image Dehazing. [PDF]
Chen J, Wu C, Chen H, Cheng P.
europepmc +1 more source
DCAF-Net: Density-Conditioned Attention Fusion Network for Single-Image Dehazing. [PDF]
Li N +5 more
europepmc +1 more source
SINGLE IMAGE DEHAZING USING PHYSICS-INFORMED CONVOLUTIONAL AUTOENCODER
Background. Generally, haze can be considered to be one of the most fundamental phenomena causing image visibility degradation. Numerous haze removal approaches have been proposed and most of them have achieved significant progress.
A.V. Kozhevnikova, M.A. Mitrokhin
doaj +1 more source
MCRFS-Net: single image dehazing based on multi-scale contrastive regularization and frequency selection. [PDF]
Qin Q, Shui L, Zhang Y, Song S, Jiang J.
europepmc +1 more source
Alpha-DehazeNet: single image dehazing <i>via</i> RGBA haze modeling and adaptive learning. [PDF]
He J, Li R.
europepmc +1 more source
Single-image dehazing method based on Rayleigh Scattering and adaptive color compensation. [PDF]
Guo X +6 more
europepmc +1 more source

