Special Issue: Deep Learning techniques for corrupted image recognition

Guest Editors

Dr. Chunwei Tian
School of Software, Northwestern Polytechnical University, Xi’an, China
Email: chunweitian@163.com


Dr. Namhyuk Ahn
NAVER WEBTOON AI, South Korea
Email: nmhkahn@gmail.com


Dr. Sai Xu
Department of Electronic and Electrical Engineering, The University of Sheffield, U.K.
Email: s.xu@sheffield.ac.uk


Prof. Jerry Chun-Wei Lin
Department of Computer Science, Electrical Engineering and Mathematical Sciences, Western Norway University of Applied Sciences, Bergen, Norway
Email: jerrylin@ieee.org

Manuscript Topics

Due to arise of big data and developments of internet technologies, images have been widely applied in image diagnosis, face recognition, intelligent transportation and weather forecast. However, collected images by digital camera devices often suffer from some drawbacks of photographic distances, camera shakes, moving objects and hardware effects, which make obtained images blurring. That seriously affects high-level vision tasks, i.e., image recognition. Besides, image recognition task with no referenced categories is very difficult to obtain a robust classifier for complex scenes. How to deal with corrupted image recognition is very important. Due to strong learning abilities, deep learning techniques are developed in image applications. Thus, deep learning techniques for corrupted image recognition is very valuable for academia and industry. Inspired by that, we host a SI to bring together the research accomplishments provided by researchers from academia and the industry. The other goal is to show the latest research results of deep learning techniques for corrupted image recognition. Topics of interest include, but are not limited to, the following:


• corrupted image denoising by machine and deep learning  
• corrupted image super-resolution by machine and deep learning  
• AI-empowered corrupted image deblurring
• low-light image enhancement by machine and deep learning
• AI-oriented image classification
• object detection of corrupted images by machine and deep learning
• AI-based medical image processing and recognition  
• DL/ML of image recognition and processing


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Please submit your manuscript to online submission system
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Paper Submission

All manuscripts will be peer-reviewed before their acceptance for publication. The deadline for manuscript submission is 31 December 2023

Published Papers(21)

Research article
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2024, Volume 21, Issue 3: 4269-4285. doi: 10.3934/mbe.2024188
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Research article
Enhanced SSD framework for detecting defects in cigarette appearance using variational Bayesian inference under limited sample conditions
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2024, Volume 21, Issue 2: 3281-3303. doi: 10.3934/mbe.2024145
Abstract HTML PDF Viewed (1620)
Research article
Multi-objective pedestrian tracking method based on YOLOv8 and improved DeepSORT
Wenshun Sheng Jiahui Shen Qiming Huang Zhixuan Liu Zihao Ding
2024, Volume 21, Issue 2: 1791-1805. doi: 10.3934/mbe.2024077
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Research article
IMD-Net: Interpretable multi-scale detection network for infrared dim and small objects
Dawei Li Suzhen Lin Xiaofei Lu Xingwang Zhang Chenhui Cui Boran Yang
2024, Volume 21, Issue 1: 1712-1737. doi: 10.3934/mbe.2024074
Abstract HTML PDF Cited (1) Viewed (1848)
Research article
Tri-branch feature pyramid network based on federated particle swarm optimization for polyp segmentation
Kefeng Fan Cun Xu Xuguang Cao Kaijie Jiao Wei Mo
2024, Volume 21, Issue 1: 1610-1624. doi: 10.3934/mbe.2024070
Abstract HTML PDF Cited (2) Viewed (1910)
Research article
DCT-Net: An effective method to diagnose retinal tears from B-scan ultrasound images
Ke Li Qiaolin Zhu Jianzhang Wu Juntao Ding Bo Liu Xixi Zhu Shishi Lin Wentao Yan Wulan Li
2024, Volume 21, Issue 1: 1110-1124. doi: 10.3934/mbe.2024046
Abstract HTML PDF Cited (6) Viewed (2251)
Research article
Efficient entry point encoding and decoding algorithms on 2D Hilbert space filling curve
Mengjuan Li Yao Fan Shaowen Sun Lianyin Jia Teng Liang
2023, Volume 20, Issue 12: 20668-20682. doi: 10.3934/mbe.2023914
Abstract HTML PDF Cited (1) Viewed (2060)
Research article
Surface defect detection of steel based on improved YOLOv5 algorithm
Yiwen Jiang
2023, Volume 20, Issue 11: 19858-19870. doi: 10.3934/mbe.2023879
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Research article
Driver distraction detection based on lightweight networks and tiny object detection
Zhiqin Zhu Shaowen Wang Shuangshuang Gu Yuanyuan Li Jiahan Li Linhong Shuai Guanqiu Qi
2023, Volume 20, Issue 10: 18248-18266. doi: 10.3934/mbe.2023811
Abstract HTML PDF Cited (16) Viewed (2360)
Research article
AD-DETR: DETR with asymmetrical relation and decoupled attention in crowded scenes
Yueming Huang Guowu Yuan
2023, Volume 20, Issue 8: 14158-14179. doi: 10.3934/mbe.2023633
Abstract HTML PDF Cited (4) Viewed (2785)
Research article
IFKD: Implicit field knowledge distillation for single view reconstruction
Jianyuan Wang Huanqiang Xu Xinrui Hu Biao Leng
2023, Volume 20, Issue 8: 13864-13880. doi: 10.3934/mbe.2023617
Abstract HTML PDF Viewed (2261)
Research article
Influenced node discovery in a temporal contact network based on common nodes
Jinjing Huang Xi Wang
2023, Volume 20, Issue 8: 13660-13680. doi: 10.3934/mbe.2023609
Abstract HTML PDF Viewed (1924)
Research article
Attention distraction with gradient sharpening for multi-task adversarial attack
Bingyu Liu Jiani Hu Weihong Deng
2023, Volume 20, Issue 8: 13562-13580. doi: 10.3934/mbe.2023605
Abstract HTML PDF Cited (2) Viewed (2622)
Research article
Threat assessment of aerial targets based on improved GRA-TOPSIS method and three-way decisions
Yongfeng Yin Routing Zhang Qingran Su
2023, Volume 20, Issue 7: 13250-13266. doi: 10.3934/mbe.2023591
Abstract HTML PDF Cited (33) Viewed (2481)
Research article
Research on rainy day traffic sign recognition algorithm based on PMRNet
Jing Zhang Haoliang Zhang Ding Lang Yuguang Xu Hong-an Li Xuewen Li
2023, Volume 20, Issue 7: 12240-12262. doi: 10.3934/mbe.2023545
Abstract HTML PDF Cited (3) Viewed (2848)
Research article
A full-flow inspection method based on machine vision to detect wafer surface defects
Naigong Yu Hongzheng Li Qiao Xu
2023, Volume 20, Issue 7: 11821-11846. doi: 10.3934/mbe.2023526
Abstract HTML PDF Cited (10) Viewed (4048)
Research article
CoT-UNet++: A medical image segmentation method based on contextual transformer and dense connection
Yijun Yin Wenzheng Xu Lei Chen Hao Wu
2023, Volume 20, Issue 5: 8320-8336. doi: 10.3934/mbe.2023364
Abstract HTML PDF Cited (11) Viewed (3624)
Research article
Dynamic Mosaic algorithm for data augmentation
Yuhua Li Rui Cheng Chunyu Zhang Ming Chen Hui Liang Zicheng Wang
2023, Volume 20, Issue 4: 7193-7216. doi: 10.3934/mbe.2023311
Abstract HTML PDF Cited (10) Viewed (3668)
Research article
Video-based Person re-identification with parallel correction and fusion of pedestrian area features
Liang She Meiyue You Jianyuan Wang Yangyan Zeng
2023, Volume 20, Issue 2: 3504-3527. doi: 10.3934/mbe.2023164
Abstract HTML PDF Viewed (2432)
Research article
Lightweight network study of leather defect segmentation with Kronecker product multipath decoding
Zhongliang Zhang Yao Fu Huiling Huang Feng Rao Jun Han
2022, Volume 19, Issue 12: 13782-13798. doi: 10.3934/mbe.2022642
Abstract HTML PDF Cited (5) Viewed (3333)