A systematic review and analysis of deep learning-based underwater object detection
Underwater object detection is one of the most challenging research topics in computer
vision technology. The complex underwater environment makes underwater images suffer …
vision technology. The complex underwater environment makes underwater images suffer …
An overview of underwater vision enhancement: From traditional methods to recent deep learning
K Hu, C Weng, Y Zhang, J **, Q **a - Journal of Marine Science and …, 2022 - mdpi.com
Underwater video images, as the primary carriers of underwater information, play a vital role
in human exploration and development of the ocean. Due to the optical characteristics of …
in human exploration and development of the ocean. Due to the optical characteristics of …
UIEC^ 2-Net: CNN-based underwater image enhancement using two color space
Underwater image enhancement has attracted much attention due to the rise of marine
resource development in recent years. Benefit from the powerful representation capabilities …
resource development in recent years. Benefit from the powerful representation capabilities …
A variational framework for underwater image dehazing and deblurring
J **e, G Hou, G Wang, Z Pan - IEEE Transactions on Circuits …, 2021 - ieeexplore.ieee.org
Underwater captured images are usually degraded by low contrast, hazy, and blurry due to
absorbing and scattering, which limits their analyses and applications. To address these …
absorbing and scattering, which limits their analyses and applications. To address these …
Beyond single reference for training: Underwater image enhancement via comparative learning
K Li, L Wu, Q Qi, W Liu, X Gao, L Zhou… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Due to the wavelength-dependent light absorption and scattering, the raw underwater
images are usually inevitably degraded. Underwater image enhancement (UIE) is of great …
images are usually inevitably degraded. Underwater image enhancement (UIE) is of great …
Diving deeper into underwater image enhancement: A survey
The powerful representation capacity of deep learning has made it inevitable for the
underwater image enhancement community to employ its potential. The exploration of deep …
underwater image enhancement community to employ its potential. The exploration of deep …
Underwater image enhancement with global–local networks and compressed-histogram equalization
Due to the light absorption and scattering, captured underwater images usually contain
severe color distortion and contrast reduction. To address the above problems, we combine …
severe color distortion and contrast reduction. To address the above problems, we combine …
An experimental-based review of image enhancement and image restoration methods for underwater imaging
Underwater images play a key role in ocean exploration but often suffer from severe quality
degradation due to light absorption and scattering in water medium. Although major …
degradation due to light absorption and scattering in water medium. Although major …
Underwater vision enhancement technologies: A comprehensive review, challenges, and recent trends
Cameras are integrated with various underwater vision systems for underwater object
detection and marine biological monitoring. However, underwater images captured by …
detection and marine biological monitoring. However, underwater images captured by …
Perceptual underwater image enhancement with deep learning and physical priors
Underwater image enhancement, as a pre-processing step to support the following object
detection task, has drawn considerable attention in the field of underwater navigation and …
detection task, has drawn considerable attention in the field of underwater navigation and …