Journal of Real-Time Image Processing, Volume 23 (original) (raw)

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Volume 23, Number 1, January 2026

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    Yaohua Zhu, Yong Zhang, Ya Liu, Jingyu Jiang, Yanghang Zhu, Mingsheng Huang:
    Deep learning image compression with multi-channel tANS coding and hardware deployment. 1
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    GuoLiang Yuan, Liming Zhao, Junchi Li, Hongming Chen, Chaomin Tan, Xianping Fu, Yafei Wang:
    Dual supervision guided learning for underwater object detection. 2
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    Zhe Dong, Qing Yang, HaoLin Chen, Heng Zhou, Dexin Gao:
    A lightweight transformer-based framework for real-time foreign object detection in complex railway environments. 3
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    Yili Xu, Xueqi Zhao, Xuanxuan Xiao:
    SCS-Mamba: a lightweight Sobel-enhanced content-aware state space model with shared deformable adaptive head for efficient underwater object detection. 4
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    Zhi Wang, Hanghang Zhou, Haojie Ye, Zhuang Chu:
    CMCF-DETR: a real-time lightweight DETR model for foreign object detection on coal mine conveyor belts. 5
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    Junlong An, Wei Chen, Yunfeng Ni, Fan Chang:
    RSPV-YOLO: two-wheeler helmet detection method based on residual channel attention and pixel-guided multi-scale fusion. 6
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    Junha Ko, Dongjun Lee, Youngchan Kim, Hyun Kim:
    Auto-accel: a SW/HW co-design framework with adaptive unified buffer mapping and power-of-two quantization for FPGA-based object detection accelerators. 7
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    Siyuan Qian, Dongfang Zhao, Xun Zhang, Zhentong Gao, Hailong Wang, Zhihao Guo:
    PIDNet-LW: lightweight semantic segmentation for edge devices. 8
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    Yanfeng Qiao, Yiru Wei, Kai Wang:
    Fast-YOLOv12: an attention-guided lightweight network for real-time steel surface defect detection. 9
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    Tu Nguyen Anh, Vinh Dinh Nguyen:
    MAPBoost: augmentation-resilient real-time object detection for edge deployment. 10
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    Xilong Tao, Xiaohua Zhang, Xiyin Liu, Lijun Cao:
    ADDF-YOLO: a lightweight method for peanut quality detection. 11
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    Runtian Wang, Renjie Qiao, Wentao Zhou, Kejun Wu, Chengtao Cai:
    HACRNet: hierarchical attention compression for high-speed fine-grained ship recognition. 12
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    Yuanzhang Fan, Kang Duan, Yanshan Zhang:
    An efficient dual-branch multi-scale approach for photovoltaic defect detection in electroluminescence images. 13
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    Zhenxiong Liu, Jun Han, Guojun Zhai, Wenkui Li:
    LUW-DETR: a lightweight underwater object detection based on DETR. 14
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    Lanxue Dang, Gaowei Zhang, Huiyu Mu, Yi Xie:
    EMDANet: real-time road crack detection in UAV remote sensing images via multi-scale dual-attention network. 15
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    Lin Song, Mengmeng Jiang, Yuanming Ding, Ziyuan Zhang, Tengfei Pu:
    Lightweight underwater image enhancement based on improved AquaTri-UNet++. 16
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    Yier Yan, Zhibin Liang, Jiayu Li, Tao Zou, Changhong Liu:
    FDU-YOLO: efficient surface floating debris detection model for UAV perspectives detection. 17
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    Xun Ji, Long Chen, Xiaolin Li, Wei Liu:
    Multi-stage differential-aware attention network for real-time underwater salient object detection. 18
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    Fengdong Shi, Yongpan Meng, Zhanshan Zhao, Jiao Yin, Jinli Cao, Hua Wang:
    LiteGhost-YOLO: scale-aware lightweight traffic sign recognition in complex environments. 19
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    Rong Qian, Congzhe You:
    FES-DETR: efficient UAV object detector with frequency-domain enhancement across spatial-domain. 51
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    Chuanqi Liang, Jie Yuan, Linlin Gou, Lei Luo, Jie Fu, Miao Yu:
    SBP-YOLO: a lightweight real-time model for detecting speed bumps and potholes toward intelligent vehicle suspension systems. 52
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    Linh Nguyen Thi My, Tham Vo, Vinh Truong Hoang:
    Real-time pill image recognition on edge devices with Adaptive Lightweight Attention. 53
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    Xiaotong Chen, Jianyuan Wang, Meng Chen, Jinbao Chen:
    Deep learning-based real-time spatio-temporal framework for occlusion-robust UAV tracking. 54
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    Yi Xie, Yumeng Jia, Ru Niu, Peng Cao, Yang Liu, Huiyu Mu:
    ECCFNet: enhanced context-aware cross-resolution fusion network for human pose estimation. 55
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    Wanglin Zheng, Qing Wang, Gongjun Ma, Yunhui Luo:
    FHG-DETR: a lightweight model for detecting the ripeness of color-changing melons. 56
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    Yifu Yu, Peng Zhou, Haikang Fu, Chunbing Tang:
    ADF-YOLO: lightweight adaptive network for high-speed pharmaceutical blister pack detection. 20
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    Bin Xiao, Junchao Wen, Xianjie He, Yanxue Wu, Xingpeng Zhang, Shengtong Hu:
    PRepDETR: a real-time detection transformer with partial convolutions and efficient cross-scale feature fusion. 21
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    Lijun Yuan, Fang Wang:
    MSTA-YOLOv11: an improved detection model for maize pests and diseases under complex scenes. 22
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    Qilin Wu, Yiqian Yang, Ruijia Han, Weichao Sun:
    LDA-YOLO: a lightweight deblurring-aware network for real-time object detection in blurred aerial images. 23
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    Dexing Zi, Wei Chen, Yunfeng Ni, Wenbo Zhang:
    Rse-yolo: a lightweight steel strip surface defect detection algorithm based on an improved YOLOv11. 24
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    Junhao Dong, Hongxiang Liao, Xiaohui Ji:
    HAS-DETR: a real-time lightweight traffic sign detection model. 25
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    Zhiyou Wang, Jingmin Yang, Yongchao Qiao, Wenjie Zhang:
    BVAMFPN: multi-scale feature fusion for rotated object detection in remote sensing based on biological visual attention mechanism. 26
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    Junpu Wang, Zeliang Huang, Yan Dong, Yuhao Hu, Hongling Zhao:
    LE-YOLO: a lightweight and effective YOLO model for remote sensing image object detection. 27
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    Shouming Hou, Boshu Wang, Ning Wang, Jianchao Hou, Yuteng Pang:
    YOLO with multi-scale optimization for overhead line tower detection in satellite remote sensing images. 28
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    Yize Wu, Yubing Luo, Hongpu Chen, Feng Chen, Hao Ye, Xin Chen, Xiang Li:
    YOLO11-SPE: a lightweight object detection model for corn seedling counting. 29
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    Songhang Chen, Jiang Wu:
    Real-time safety detection based on dynamic multi-scale feature fusion for forklift driving. 30
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    Haobin Xiang, Wang Zhen, Zeliang Huang, Bingrui Li, Chunlei Li:
    Improved YOLO for fabric defect detection algorithm deployment based on FPGA. 31
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    Jie Luo, Cong Mao, Yongsheng Wang, Zhenhuan Yao, Zhuangtu Cui:
    An efficient and lightweight network for detecting bulk material conveyor belts. 32
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    Jiaqi Zhong, Huaming Qian:
    Multi-mechanism collaborative segmentation network with boundary-aware prompt and dynamic attention enhancement. 33
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    Weijie Ren, Shuailong Zhang, Zhike Zhou:
    YOLO11-MGNB: lightweight real-time small object detection algorithm for UAV remote sensing images. 34
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    Fei An, MingEn Zhong, Yihong Zhang, Bingan Yuan, Jiawei Tan, Kang Fan:
    TPD-YOLO: real-time traffic participant detection based on an improved feature distillation strategy. 35
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    Huilin Liu, Caiping Xiang, Chenxi Hu, Xinyue Wen, Qiong Fang:
    SD-HRNet: lightweight human pose estimation via spatial grouping and attention alignment distillation. 36
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    Ziqi Li, Dongyao Jia, Zihao He, Deqi Du:
    FSO-YOLO: a feature-enhanced object detection network for real-time impurity inspection in large-volume parenterals. 37
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    Xuecun Yang, Shushan Qiang, Lintao He, Jingkun Gao, Gaoting Zhu, Chengyi Gui, Ning Ren:
    BFS-YOLO: a lightweight vehicle detection algorithm with a cross-layer feature fusion structure. 38
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    Siham Essahraui, Abdussalam Elhanashi, Qinghe Zheng, Nawal Almutairi, Sergio Saponara:
    Tiny deep learning models for real-time and efficient embedded driver state detection. 39
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    Shuo Hu, Run Xing, Liyang Han, Tongtong Liu:
    EBAD-YOLO: efficient bidirectional adaptive dense network for UAV small-object detection. 40
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    Shanshan Tan, Jinwen Tan, Junfeng Man, Junjie Ma, Xiaoxue Ding:
    LDR-YOLO: lightweight dynamic upsampling and regional attention enhancement network for steel surface defect detection. 41
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    Han Li, Binyu Zhu, Baofu Wu, Xin Zhang, Qianru Sun, Rong Jiang, Hongbo Wang, Yuyu Yin:
    LCAF-RTDETR: real-time infrared object detection with locality-aware feature recalibration and adaptive fusion. 42
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    Jihong Shen, Zeyu Dong, Shujuan Wang, Chunbo Lian:
    LS-YOLO: a lightweight and real-time sonar image detection method for AUVs. 43
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    Dan Li, Yunpeng Hu, Wentao Cao, Qi Yang, Yang Chen:
    A lightweight fabric defect detection method based on improved ShuffleNetV2. 44
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    Yao Huang, Shangjie Li, Haipeng Pan, Jia Ren:
    MiniUNet: an efficient mobile-ready approach for online yarn quality detection. 45
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    Zhaohan Wang, Peiyan Yuan, Xingang Zhang:
    Yolo-cd: a lightweight real-time PCB defect detection model for edge deployments. 46
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    Dayu Xu, Xiaobo Mao, Fang Xia:
    DBPC-DETR: a lightweight dual backbone network for real-time identification of multi-scale grape leaf diseases under field conditions. 47
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    Minggen Xie, Zhiwen Ran, Di Chen, Renzhang Chen, Zonglin Liu, Zhongchun He, Quanlong Guan, Zhanchuan Cai:
    HawkEye: a lightweight edge-aware detector for classroom behavior recognition. 48
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    Igi Ardiyanto, Mako Takahama, Jun Miura:
    LORNet: lightweight unstructured off-road segmentation on embedded devices for mobile robotic and intelligent vehicle. 49
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    Yun Bai, Qian Xu, Shuangjie Miao:
    Efficient crack detection algorithm for concrete bridges based on improved YOLOv8n. 50

Volume 23, Number 2, April 2026

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    Jin Han, Mingzhu Shi, Zhihao Mao:
    Implementation of a lightweight fall detection algorithm based on MobileNetV2 on a Zynq platform. 57
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    Xiaochuan Qian, Haiwen Feng:
    ME-DETR: a lightweight multi-scale edge-enhanced detector for real-time UAV object detection. 58
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    Sheng Ding, Ran Song, Congyan Chen:
    Tiny-YOLOv8: an embedded deployment approach engineering realization for electroluminescence image detection. 59
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    Jun Bai, Shiyang Li, Guihua Xia, Chunsheng Yang:
    ARD: attention-guided reweighted knowledge distillation on image-like feature representations for real-time unmanned surface vehicles detection from LiDAR point clouds. 60
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    Wenbo Zhang, Wei Chen, Yunfeng Ni, Shouhua Wang, Bei Dang:
    YOLO-VCL: a lightweight and high-precision PCB defect detection network model. 61
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    Yaohai Lin, Zipeng You, Youzhuang Lin, Wanhan Wu, Changcai Yang, Shuilian Gao:
    A lightweight RT-DETR for tea-picking points detection. 62
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    Siqiaoqiao Wen, Jing Yu, Jiawei Guo, Yuanbo Li, Ruimin Li, Jiahui Zhang, Lin Li, Songtao Lv:
    RMTD-YOLO: a lightweight high-precision real-time detection method for road milestones. 63
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    Yunxing Zhu, Jianping Yue, Yating Li, Bohuan Xue, Xiaoyu Tang:
    YOLO-PPM: a lightweight object detector with multi-frequency aware for photovoltaic panel matrix defect detection. 64
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    Bao Liu, Bowen Pan:
    ECNet: extended re-parameterization feature calibration for real-time detection of foreign objects on the underground conveyor belt of coal mine. 65
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    Jiakang Li, Donghui Hu, Erqiang Zhang, Jie Zhang, Hui Li, Shihuan Chen, Jinsong Du, Dayong Xu:
    Abnormal-cut tobacco detection and phenotypic measurement based on improved YOLOv5s rotating frame. 66
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    Nu Chen, Shan Liu, Xi Shen, Ya Zhang:
    CSDETR: a lightweight and efficient real-time traffic light detection model based on improved RT-DETR. 67
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    Ran Song, Sheng Ding, Qian Zhang, Jinya Su, Congyan Chen:
    A novel real-time image defect detection network for photovoltaic modules. 68
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    Jin Zhang, Qi Li, Wengen Li, Chunye Gong:
    MHFFNet: a real-time crack segmentation network based on wavelet transform and ASSM. 69
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    Zhixing Zhao, Yudi Zhao, Zhensong Li, Zhihai Zhuo, Rui Yin, Kai Zhao:
    CAC-DETR: bridging heavy and light for real-time small object detection on UAVs. 70
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    Tianyu Liu, Haiyu Li, Shilong Wu, Haoran Dong:
    SF-YOLO11: a spatial-frequency collaborative network for real-time steel surface defect detection. 71
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    Zhiming Li, Yufen Li:
    MCPDNet: multi-scale feature fusion network for maize leaf disease and pest detection. 72
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    Chentao Gong, Kui Qian, Yue Deng, Lei Yang:
    LHS-DETR: a lightweight high-speed DETR model for micro-defects detection in industrial specialty materials. 73
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    Xinyu Wu, Qiang Fu, Lei Pan, Yuan Zheng, Zhipeng Lu, Chenchen Qin, Chongyao Yan, Yi Zeng, Chenglong Li:
    DNW-YOLO: a cost-effective hardware-software system for small UAVs in complex backgrounds. 74
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    Fei Luan, Kailong Fan, Xinghang Xu, Xueqin Yang, Jinnan Chen:
    SEDDP-YOLO: a dual-stage pruning and distillation approach for fast and accurate cherry quality detection. 75
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    Siwei Ma, Ronghua Li, Henan Hu:
    Rail surface defect detection algorithm based on CSSI-YOLO. 76
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    Junming Gao, Yanshan Zhang, Yuanzhang Fan, Bao Tian:
    Real-time tiny object detection in UAV aerial images with multi-scale attention fusion. 77

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