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ORCIDJournal of Real-Time Image Processing, Volume 23
Volume 23, Number 1, January 2026
- 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 - GuoLiang Yuan
, Liming Zhao, Junchi Li, Hongming Chen, Chaomin Tan, Xianping Fu, Yafei Wang:
Dual supervision guided learning for underwater object detection. 2 - 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 - 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 - 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 - 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 - 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 - Siyuan Qian, Dongfang Zhao, Xun Zhang, Zhentong Gao, Hailong Wang, Zhihao Guo:
PIDNet-LW: lightweight semantic segmentation for edge devices. 8 - Yanfeng Qiao, Yiru Wei, Kai Wang:
Fast-YOLOv12: an attention-guided lightweight network for real-time steel surface defect detection. 9 - Tu Nguyen Anh, Vinh Dinh Nguyen:
MAPBoost: augmentation-resilient real-time object detection for edge deployment. 10 - Xilong Tao, Xiaohua Zhang, Xiyin Liu, Lijun Cao:
ADDF-YOLO: a lightweight method for peanut quality detection. 11 - Runtian Wang, Renjie Qiao, Wentao Zhou, Kejun Wu, Chengtao Cai:
HACRNet: hierarchical attention compression for high-speed fine-grained ship recognition. 12 - Yuanzhang Fan, Kang Duan, Yanshan Zhang:
An efficient dual-branch multi-scale approach for photovoltaic defect detection in electroluminescence images. 13 - Zhenxiong Liu, Jun Han, Guojun Zhai, Wenkui Li:
LUW-DETR: a lightweight underwater object detection based on DETR. 14 - 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 - Lin Song, Mengmeng Jiang, Yuanming Ding, Ziyuan Zhang, Tengfei Pu:
Lightweight underwater image enhancement based on improved AquaTri-UNet++. 16 - Yier Yan, Zhibin Liang, Jiayu Li, Tao Zou, Changhong Liu:
FDU-YOLO: efficient surface floating debris detection model for UAV perspectives detection. 17 - Xun Ji, Long Chen, Xiaolin Li, Wei Liu:
Multi-stage differential-aware attention network for real-time underwater salient object detection. 18 - Fengdong Shi, Yongpan Meng, Zhanshan Zhao, Jiao Yin, Jinli Cao, Hua Wang:
LiteGhost-YOLO: scale-aware lightweight traffic sign recognition in complex environments. 19 - Rong Qian, Congzhe You:
FES-DETR: efficient UAV object detector with frequency-domain enhancement across spatial-domain. 51 - 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 - Linh Nguyen Thi My, Tham Vo, Vinh Truong Hoang:
Real-time pill image recognition on edge devices with Adaptive Lightweight Attention. 53 - Xiaotong Chen, Jianyuan Wang, Meng Chen, Jinbao Chen:
Deep learning-based real-time spatio-temporal framework for occlusion-robust UAV tracking. 54 - 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 - Wanglin Zheng, Qing Wang, Gongjun Ma, Yunhui Luo:
FHG-DETR: a lightweight model for detecting the ripeness of color-changing melons. 56 - Yifu Yu, Peng Zhou, Haikang Fu, Chunbing Tang:
ADF-YOLO: lightweight adaptive network for high-speed pharmaceutical blister pack detection. 20 - 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 - Lijun Yuan, Fang Wang:
MSTA-YOLOv11: an improved detection model for maize pests and diseases under complex scenes. 22 - 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 - Dexing Zi, Wei Chen, Yunfeng Ni, Wenbo Zhang:
Rse-yolo: a lightweight steel strip surface defect detection algorithm based on an improved YOLOv11. 24 - Junhao Dong, Hongxiang Liao, Xiaohui Ji:
HAS-DETR: a real-time lightweight traffic sign detection model. 25 - 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 - 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 - 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 - 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 - Songhang Chen, Jiang Wu:
Real-time safety detection based on dynamic multi-scale feature fusion for forklift driving. 30 - Haobin Xiang, Wang Zhen, Zeliang Huang, Bingrui Li, Chunlei Li:
Improved YOLO for fabric defect detection algorithm deployment based on FPGA. 31 - Jie Luo, Cong Mao, Yongsheng Wang, Zhenhuan Yao, Zhuangtu Cui:
An efficient and lightweight network for detecting bulk material conveyor belts. 32 - Jiaqi Zhong, Huaming Qian:
Multi-mechanism collaborative segmentation network with boundary-aware prompt and dynamic attention enhancement. 33 - Weijie Ren, Shuailong Zhang, Zhike Zhou:
YOLO11-MGNB: lightweight real-time small object detection algorithm for UAV remote sensing images. 34 - 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 - Huilin Liu, Caiping Xiang, Chenxi Hu, Xinyue Wen, Qiong Fang:
SD-HRNet: lightweight human pose estimation via spatial grouping and attention alignment distillation. 36 - 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 - 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 - Siham Essahraui, Abdussalam Elhanashi, Qinghe Zheng, Nawal Almutairi, Sergio Saponara:
Tiny deep learning models for real-time and efficient embedded driver state detection. 39 - Shuo Hu, Run Xing, Liyang Han, Tongtong Liu:
EBAD-YOLO: efficient bidirectional adaptive dense network for UAV small-object detection. 40 - 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 - 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 - Jihong Shen, Zeyu Dong, Shujuan Wang, Chunbo Lian:
LS-YOLO: a lightweight and real-time sonar image detection method for AUVs. 43 - Dan Li, Yunpeng Hu, Wentao Cao, Qi Yang, Yang Chen:
A lightweight fabric defect detection method based on improved ShuffleNetV2. 44 - Yao Huang, Shangjie Li, Haipeng Pan, Jia Ren:
MiniUNet: an efficient mobile-ready approach for online yarn quality detection. 45 - Zhaohan Wang, Peiyan Yuan, Xingang Zhang:
Yolo-cd: a lightweight real-time PCB defect detection model for edge deployments. 46 - 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 - 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 - Igi Ardiyanto, Mako Takahama, Jun Miura:
LORNet: lightweight unstructured off-road segmentation on embedded devices for mobile robotic and intelligent vehicle. 49 - Yun Bai, Qian Xu, Shuangjie Miao:
Efficient crack detection algorithm for concrete bridges based on improved YOLOv8n. 50
Volume 23, Number 2, April 2026
- Jin Han, Mingzhu Shi, Zhihao Mao:
Implementation of a lightweight fall detection algorithm based on MobileNetV2 on a Zynq platform. 57 - Xiaochuan Qian, Haiwen Feng:
ME-DETR: a lightweight multi-scale edge-enhanced detector for real-time UAV object detection. 58 - Sheng Ding, Ran Song, Congyan Chen:
Tiny-YOLOv8: an embedded deployment approach engineering realization for electroluminescence image detection. 59 - 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 - Wenbo Zhang, Wei Chen, Yunfeng Ni, Shouhua Wang, Bei Dang:
YOLO-VCL: a lightweight and high-precision PCB defect detection network model. 61 - Yaohai Lin, Zipeng You, Youzhuang Lin, Wanhan Wu, Changcai Yang, Shuilian Gao:
A lightweight RT-DETR for tea-picking points detection. 62 - 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 - 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 - 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 - 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 - 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 - Ran Song, Sheng Ding, Qian Zhang, Jinya Su, Congyan Chen:
A novel real-time image defect detection network for photovoltaic modules. 68 - Jin Zhang, Qi Li, Wengen Li, Chunye Gong:
MHFFNet: a real-time crack segmentation network based on wavelet transform and ASSM. 69 - 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 - Tianyu Liu, Haiyu Li, Shilong Wu, Haoran Dong:
SF-YOLO11: a spatial-frequency collaborative network for real-time steel surface defect detection. 71 - Zhiming Li, Yufen Li:
MCPDNet: multi-scale feature fusion network for maize leaf disease and pest detection. 72 - 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 - 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 - 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 - Siwei Ma, Ronghua Li, Henan Hu:
Rail surface defect detection algorithm based on CSSI-YOLO. 76 - Junming Gao, Yanshan Zhang, Yuanzhang Fan, Bao Tian:
Real-time tiny object detection in UAV aerial images with multi-scale attention fusion. 77 - Dahee Lim, Minjae Kim, Jihun Park:
A systematic study of resource allocation for real-time small-object detection. 90 - Jiazhen Zhu, Yufan Ye, Changcai Lai, Jie Jiang:
Real-time barcode detection for embedded IoT systems using lightweight YOLO architecture. 78 - Junbao Wu, Hao Meng, Fang Gao, Lipeng Wang, Zhe Lu, Ming Yuan:
ER-YOLO: enhanced information representation network for UAV-based small-object detection. 79 - Zhong Xiang, Fengxin Yan, Ziliang Peng, Junru Wang:
IM-YOLO: lowering missed detections in real time for tiny defect inspection on paper containers. 80 - Dingxuan Sheng, Yecai Guo:
LEUS-YOLO: a lightweight and efficient UAV-based object detection model for small targets in aerial images. 81 - Song Yang, Demin Huang, Dayang Liu, Liangkuan Zhu:
MBS-YOLOv11: a lightweight network for real-time detection of tea plant diseases. 82 - Weixing Su, Bofan Wu, Fang Liu, Yudi Hu, Lekang Yan:
GMO-DETR: a lightweight transformer for accurate and efficient PCBA defect detection. 83 - Dongpu Li, Xiaosu Xu:
PCASeg: progressive cross-layer attention with adaptive sparsity for real-time semantic segmentation. 84 - Minghan Li, Yun Wu, Zhihao Li, Chengdong Ye:
LD2Net: real-time lightweight fluorosis grading with depthwise separable convolution and dual-axis attentional intelligence. 85 - Mingzhi Chen, Ping Sun, Yuan Liu, Guodong Chen:
YOLOv11-LCCAP2: deployment-oriented P2 head and contrast-aware attention for metal surface micro-defect detection. 86 - Gaoyi Zhu, Jiaqi Du, Jie Wang, Mei Wang, Xia Fang, Heng Zhang:
AFENet: a real-time power line and transmission tower segmentation network with adaptive feature enhancement. 87 - Shanqiang Li, Junjie Lan, Yujing Shi, Zhiqiang Lin:
MLS-YOLO: Multi-scale and Lightweight Synergistic object detector for brain tumor detection. 88 - Claudino Costa, José Henrique Brito:
Throughput impact of software multithreading for deep-learning inference on the AMD Kria KV260. 89
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