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Enhancing UAV tracking: a focus on discriminative representations using contrastive instances J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-04-21 Xucheng Wang, Dan Zeng, Yongxin Li, Mingliang Zou, Qijun Zhao, Shuiwang Li
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A novel real-time pixel-level road crack segmentation network J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-04-20 Rongdi Wang, Hao Wang, Zhenhao He, Jianchao Zhu, Haiqiang Zuo
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Improved feature extraction network in lightweight YOLOv7 model for real-time vehicle detection on low-cost hardware J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-04-20 Johan Lela Andika, Anis Salwa Mohd Khairuddin, Harikrishnan Ramiah, Jeevan Kanesan
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Driver fatigue detection based on improved YOLOv7 J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-04-13 Xianguo Li, Xueyan Li, Zhenqian Shen, Guangmin Qian
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Real-time semantic segmentation network based on parallel atrous convolution for short-term dense concatenate and attention feature fusion J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-04-10 Lijun Wu, Shangdong Qiu, Zhicong Chen
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F2S-Net: learning frame-to-segment prediction for online action detection J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-04-10 Yi Liu, Yu Qiao, Yali Wang
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A safety helmet-wearing detection method based on cross-layer connection J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-04-09 Gang Dong, Yefei Zhang, Weicheng Xie, Yong Huang
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Equivalent convolution strategy for the evolution computation in parametric active contour model J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-04-05 Kelun Tang, Lin Lang, Xiaojun Zhou
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Multiple layers complexity allocation with dynamic control scheme for high-efficiency video coding J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-04-04 Jiunn-Tsair Fang, Ju-Kai Chen
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SDPH: a new technique for spatial detection of path holes from huge volume high-resolution raster images in near real-time J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-04-04 Murat Tasyurek
Detecting and repairing road defects is crucial for road safety, vehicle maintenance, and enhancing tourism on well-maintained roads. However, monitoring all roads by vehicle incurs high costs. With the widespread use of remote sensing technologies, high-resolution satellite images offer a cost-effective alternative. This study proposes a new technique, SDPH, for automated detection of damaged roads
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Performance evaluation of all intra Kvazaar and x265 HEVC encoders on embedded system Nvidia Jetson platform J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-04-02 R. James, Mohammed Abo-Zahhad, Koji Inoue, Mohammed S. Sayed
The growing demand for high-quality video requires complex coding techniques that cost resource consumption and increase encoding time which represents a challenge for real-time processing on Embedded Systems. Kvazaar and x265 encoders are two efficient implementations of the High-Efficient Video Coding (HEVC) standard. In this paper, the performance of All Intra Kvazaar and x265 encoders on the Nvidia
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Online continual streaming learning for embedded space applications J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-04-02 Alaa Eddine Mazouz, Van-Tam Nguyen
This paper proposes an online continual learning (OCL) methodology tested on hardware and validated for space applications using an object detection close-proximity operations task. The proposed OCL algorithm simulates a streaming scenario and uses experience replay to enable the model to update its knowledge without suffering catastrophic forgetting by saving past inputs in an onboard reservoir that
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FPGA implementation of secret sharing for textured 3D mesh model based on texture vertex correlation J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-31 Zi-Ming Wu, Hao Kong, Bin Yan, Jeng-Shyang Pan, Hong-Mei Yang, Zhen-Zhen Ju
Secret sharing is an important encryption technique in the field of information security. It can ensure the security of secret information. Textured 3D (three-dimensional) mesh model is an information carrier with a large amount of non-integer data. Therefore it takes longer time and computation to share them compared to 2D (two-dimensional) digital images. In this paper, different circuit modules
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GAN-STD: small target detection based on generative adversarial network J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-30 Huilin Wang, Huaming Qian, Shuai Feng
With the development of convolutional neural networks, significant breakthroughs have been made in deep learning-based target detection algorithms. However, existing target detection algorithms based on convolutional neural networks need to downsample the whole image to extract deep semantic information from the image, which can lead to the loss of spatial information for small targets, impressive
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Survey of convolutional neural network accelerators on field-programmable gate array platforms: architectures and optimization techniques J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-29 Hyeonseok Hong, Dahun Choi, Namjoon Kim, Haein Lee, Beomjin Kang, Huibeom Kang, Hyun Kim
With the recent advancements in high-performance computing, convolutional neural networks (CNNs) have achieved remarkable success in various vision tasks. However, along with improvements in model accuracy, the size and computational complexity of the models have significantly increased with the increasing number of parameters. Although graphics processing unit (GPU) platforms equipped with high-performance
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Slim-neck by GSConv: a lightweight-design for real-time detector architectures J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-29 Hulin Li, Jun Li, Hanbing Wei, Zheng Liu, Zhenfei Zhan, Qiliang Ren
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FPGA-SoC implementation of YOLOv4 for flying-object detection J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-29 Dai-Duong Nguyen, Dang-Tuan Nguyen, Minh-Thuy Le, Quoc-Cuong Nguyen
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LSDNet: a lightweight ship detection network with improved YOLOv7 J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-27 Cui Lang, Xiaoyan Yu, Xianwei Rong
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FE-YOLO: YOLO ship detection algorithm based on feature fusion and feature enhancement J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-27 Shouwen Cai, Hao Meng, Junbao Wu
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IPCRGC-YOLOv7: face mask detection algorithm based on improved partial convolution and recursive gated convolution J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-26 Huaping Zhou, Anpei Dang, Kelei Sun
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Unmanned aerial vehicle (UAV) object detection algorithm based on keypoints representation and rotated distance-IoU loss J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-25 Hufei Zhu, Yonghui Huang, Ying Xu, Jianhong Zhou, Fuqin Deng, Yikui Zhai
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An end-to-end framework for real-time violent behavior detection based on 2D CNNs J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-25 Peng Zhang, Lijia Dong, Xinlei Zhao, Weimin Lei, Wei Zhang
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Real-time object detection method based on YOLOv5 and efficient mobile network J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-24 Shuai Feng, Huaming Qian, Huilin Wang, Wenna Wang
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A real-time framework for HD video defogging using modified dark channel prior J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-22 Xinchun Wu, Xiangyu Chen, Xiao Wang, Xiaojun Zhang, Shuxuan Yuan, Biao Sun, Xiaobing Huang, Lintao Liu
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MLGT: multi-local guided tracker for visual object tracking J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-19 Xingzhu Liang, Miaomiao Chen, Erhu Liu
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Real-time attention-based embedded LSTM for dynamic sign language recognition on edge devices J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-16 Vaidehi Sharma, Abhishek Sharma, Sandeep Saini
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Deeplab-YOLO: a method for detecting hot-spot defects in infrared image PV panels by combining segmentation and detection J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-13 Ye Lei, Xiaoye Wang, Aimin An, Haijiao Guan
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TinyEmergencyNet: a hardware-friendly ultra-lightweight deep learning model for aerial scene image classification J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-13 Obed M. Mogaka, Rami Zewail, Koji Inoue, Mohammed S. Sayed
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Design and implementation of hybrid (radix-8 Booth and TRAM) approximate multiplier using 15-4 approximate compressors for image processing application J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-12 Srikanth Immareddy, Arunmetha Sundaramoorthy, Aravindhan Alagarsamy
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A lightweight YOLOv8 integrating FasterNet for real-time underwater object detection J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-11 An Guo, Kaiqiong Sun, Ziyi Zhang
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A novel finetuned YOLOv8 model for real-time underwater trash detection J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-08 Chhaya Gupta, Nasib Singh Gill, Preeti Gulia, Sangeeta Yadav, Jyotir Moy Chatterjee
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Neural network accelerator with fast buffer design for computer vision J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-08 Shih-Chang Hsia, Yu-Xiang Zhang
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Research and implementation of adaptive stereo matching algorithm based on ZYNQ J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-05 Yong Liang, Daoqian Lin, Zetao Chen, Yan Zhi, Junwen Tan, Zhenhao Yang, Jie Li
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A novel multiplier-less convolution core for YOLO CNN ASIC implementation J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-04
Abstract The You Only Look Once (YOLO) algorithm has a good trade-off between accuracy and execution speed in object detection. The main bottleneck of execution speed in YOLO is the optimum implementation of the Convolutional Neural Network (CNN). Reducing convolution core resources to increase parallelism can significantly increase the execution speed of the Algorithm. A new ASIC Processing Element
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Improving small object detection via context-aware and feature-enhanced plug-and-play modules J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-03-01 Xiao He, Xiaolong Zheng, Xiyu Hao, Heng Jin, Xiangming Zhou, Lihuan Shao
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Real-time and accurate deep learning-based multi-organ nucleus segmentation in histology images J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-29 Noha Y. Ahmed
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Enhancing low-light images via skip cross-attention fusion and multi-scale lightweight transformer J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-27 Jianming Zhang, Zi Xing, Mingshuang Wu, Yan Gui, Bin Zheng
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Temporal feature markers for event cameras J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-27 Yue You, Mingzhu Zhu, Bingwei He, Yihong Wang
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EMFANet: a lightweight network with efficient multi-scale feature aggregation for real-time semantic segmentation J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-27 Xuegang Hu, Yan Ke
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Edge-computing-assisted intelligent processing of AI-generated image content J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-25 Suzhen Wang, Yongchen Deng, Lisha Hu, Ning Cao
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Cross-CBAM: a lightweight network for real-time scene segmentation J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-24 Zhengbin Zhang, Zhenhao Xu, Xingsheng Gu, Juan Xiong
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The real-time detection method for coal gangue based on YOLOv8s-GSC J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-23 Kaiyun Chen, Bo Du, Yanwei Wang, Guoxin Wang, Junxi He
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Accurate and real-time visual detection algorithm for environmental perception of USVS under all-weather conditions J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-22 Kaiyuan Dong, Tao Liu, Zhen Shi, Yang Zhang
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Real-time detection algorithm for digital meters based on multi-scale feature fusion and GCS J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-19 Zhaoming Hao, Xiaoqiong Zhang, Hongyan Li, Meng Xu, Ziyang Zhang, Zhan Wang, Weifeng Wang
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Implementation of JPEG XS entropy encoding and decoding on FPGA J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-19 Shuang Tian, Qinghua Song, Jialin He, Yihan Wang, Kai Nie, Gang Du, Ling Bu
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L-SSD: lightweight SSD target detection based on depth-separable convolution J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-16 Huilin Wang, Huaming Qian, Shuai Feng, Wenna Wang
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Modeling, hardware architecture, and performance analyses of an AEAD-based lightweight cipher J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-15
Abstract Ensuring data security and integrity is crucial for achieving the highest level of protection and performance in modern cyber-physical systems (CPS). Authenticated encryption with associated data (AEAD) is an efficient and secure way to encrypt data that ensures confidentiality and authenticity. The proposed work focuses on image encryption using the TinyJAMBU cipher within the AEAD scheme
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Explaining decisions of a light-weight deep neural network for real-time coronary artery disease classification in magnetic resonance imaging J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-10 Talha Iqbal, Aaleen Khalid, Ihsan Ullah
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VI-NeRF-SLAM: a real-time visual–inertial SLAM with NeRF mapping J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-09 DaoQing Liao, Wei Ai
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Multi-scale feature fusion with attention mechanism for crowded road object detection J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-08 Jingtao Wu, Guojun Dai, Wenhui Zhou, Xudong Zhu, Zengguan Wang
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Rep-YOLO: an efficient detection method for mine personnel J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-02-06 Xiaoqiang Shao, Shibo Liu, Xin Li, Zhiyue Lyu, Hao Li
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MCX-YOLOv5: efficient helmet detection in complex power warehouse scenarios J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-01-30 Hongchao Xu, Zhenyu Wu
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An efficient versatile video coding motion estimation hardware J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-01-29
Abstract Versatile Video Coding (VVC) is the latest video coding standard. It provides higher compression efficiency than the previous video coding standards at the cost of significant increase in computational complexity. Motion estimation (ME) is the most time consuming and memory intensive module in VVC encoder. Therefore, in this paper, we propose an efficient VVC ME hardware. It is the first VVC
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MED-YOLOv8s: a new real-time road crack, pothole, and patch detection model J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-01-29 Minghu Zhao, Yaoheng Su, Jiuxin Wang, Xinru Liu, Kaihang Wang, Zishen Liu, Man Liu, Zhou Guo
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A novel lightweight real-time traffic sign detection method based on an embedded device and YOLOv8 J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-01-26 Yuechen Luo, Yusheng Ci, Shixin Jiang, Xiaoli Wei
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Fast partition algorithm in depth map intra coding unit based on multi-deep convolution neural network J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-01-23 Nacir Omran, Amna Maraoui, Imen Werda, Belgacem Hamdi
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Research on improved YOLOv8 algorithm for insulator defect detection J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-01-13 Lin Zhang, Boqun Li, Yang Cui, Yushan Lai, Jing Gao
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Improved small foreign object debris detection network based on YOLOv5 J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-01-12 Heng Zhang, Wei Fu, Dong Li, Xiaoming Wang, Tengda Xu
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Performance verification and latency time evaluation of hardware image processing module for appearance inspection systems using FPGA J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-01-10 Yukinobu Hoshino, Masahiro Shimasaki, Namal Rathnayake, Tuan Linh Dang
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Deep learning models for bolus segmentation in videofluoroscopic swallow studies J. Real-Time Image Proc. (IF 3.0) Pub Date : 2024-01-05 Wuqi Li, Shitong Mao, Amanda S. Mahoney, Sandra Petkovic, James L. Coyle, Ervin Sejdić