文献类型： 外文期刊
作者： Li, Penglong 1 ; Zhang, Shengmao 1 ; Zheng, Hanfeng 1 ; Fan, Xiumei 1 ; Shi, Yonchuang 1 ; Wu, Zuli 1 ; Zhang, Heng 1 ;
作者机构： 1.Chinese Acad Fishery Sci, East China Sea Fisheries Res Inst, Key Lab Fisheries Remote Sensing, Minist Agr & Rural Affairs, Shanghai 200090, Peoples R China
2.Dalian Ocean Univ, Sch Nav & Naval Architecture, Dalian 116023, Peoples R China
3.Huzhou Univ, Sch Informat Engn, Huzhou 313000, Peoples R China
4.Laoshan Lab, Qingdao 266237, Peoples R China
关键词：
期刊名称：FISHES （ 影响因子：2.4； 五年影响因子：2.4 ）
ISSN：
年卷期： 2025 年 10 卷 8 期
页码：
收录情况： SCI
摘要： This study addresses the challenges of manual measurement bias and low robustness in detecting small, occluded targets in complex marine environments during real-time onboard sorting of Portunus trituberculatus. We propose YOLO-DFAM, an enhanced YOLOv11n-based model that replaces the global average pooling in the Focal Modulation module with a spatial-channel dual-attention mechanism and incorporates the ASF-YOLO cross-scale fusion strategy to improve feature representation across varying target sizes. These enhancements significantly boost detection, achieving an mAP@50 of 98.0% and precision of 94.6%, outperforming RetinaNet-CSL and Rotated Faster R-CNN by up to 6.3% while maintaining real-time inference at 180.3 FPS with only 7.2 GFLOPs. Unlike prior static-scene approaches, our unified framework integrates attention-guided detection, scale-adaptive tracking, and lightweight weight estimation for dynamic marine conditions. A ByteTrack-based tracking module with dynamic scale calibration, EMA filtering, and optical flow compensation ensures stable multi-frame tracking. Additionally, a region-specific allometric weight estimation model (R2 = 0.9856) reduces dimensional errors by 85.7% and maintains prediction errors below 4.7% using only 12 spline-interpolated calibration sets. YOLO-DFAM provides an accurate, efficient solution for intelligent onboard fishery monitoring.
- 相关文献
作者其他论文 更多>>
-
Effects of western boundary currents and sea surface temperature anomalies on interannual variability of chub mackerel abundance in the Northwest Pacific
作者：Li, Jiasheng;Zhou, Weifeng;Dai, Yang;Tang, Fenghua;Wu, Yumei;Zhang, Heng;Fan, Xiumei;Cui, Xuesen;Li, Jiasheng
关键词：Chub mackerel; Abundance; Kuroshio; Oyashio; Sea surface temperature anomaly; Northwest Pacific
-
Comparative Analysis of Prediction Models for Trawling Grounds of the Argentine Shortfin Squid Illex argentinus in the Southwest Atlantic High Seas Based on Vessel Position and Fishing Log Data
作者：Xiang, Delong;Sun, Yuyan;Zhu, Hanji;Wang, Jianhua;Huang, Sisi;Zhang, Shengmao;Zhang, Famou;Zhang, Heng;Xiang, Delong;Sun, Yuyan;Huang, Sisi;Zhang, Shengmao;Zhang, Famou;Zhang, Heng;Xiang, Delong;Sun, Yuyan;Huang, Sisi;Zhang, Shengmao;Zhang, Famou;Zhang, Heng;Zhu, Hanji;Wang, Jianhua
关键词：Southwest Atlantic;
Illex argentinus ; AIS; deep learning; fishing ground prediction -
Computation and analysis of phenotypic parameters of Scylla paramamosain based on YOLOv11-DYPF keypoint detection
作者：Wu, Chong;Zhang, Shengmao;Wang, Wei;Wu, Zuli;Yang, Shenglong;Chen, Wei;Wu, Chong;Zhang, Shengmao;Zhang, Shengmao
关键词：Scylla paramamosain; Mud crab; Keypoint detection; YOLOv11; Multi-scale fusion; Dynamic upsampling; Support vector regression (SVR)
-
Effects of Hot-Air Drying Temperatures on Quality and Volatile Flavor Components of Cooked Antarctic krill (Euphausia superba)
作者：Zhang, Ruxin;Wang, Peng;Zheng, Hanfeng;Chi, Hai;Yu, Di;Liu, Yujun;Zheng, Jie;Chi, Hai;Sun, Lechang
关键词：Antarctic krill; drying temperatures; quality characteristics; lipid oxidation; volatile flavor components
-
Evaluation Method for Artificial Reefs Based on Multi-Object Tracking
作者：Wu, Zuli;Song, Yifan;Cui, Xuesen;Zhang, Shengmao;Quan, Weimin;Shi, Yongchuang;Xiong, Xinquan;Li, Penglong;Wu, Zuli;Cui, Xuesen;Zhang, Shengmao;Quan, Weimin;Shi, Yongchuang;Song, Yifan;Xiong, Xinquan;Li, Penglong
关键词：artificial reef; sonar images; multi-object tracking (MOT) algorithm; three-dimensional position evaluation
-
The Effects of Climate Change on Sthenoteuthis oualaniensis Habitats in the Northern Indian Ocean
作者：Wen, Lihong;Fang, Zhou;Chen, Xinjun;Wen, Lihong;Zhang, Heng;Fang, Zhou;Chen, Xinjun;Fang, Zhou;Chen, Xinjun;Fang, Zhou;Chen, Xinjun
关键词：climate change; environmental factors;
Sthenoteuthis oualaniensis ; habitat; northern Indian Ocean -
Enhancing Landmark Point Detection in Eriocheir Sinensis Carapace with Differentiable End-to-End Networks
作者：Wu, Chong;Wang, Shuxian;Zhang, Shengmao;Zheng, Hanfeng;Wang, Wei;Yang, Shenglong;Wu, Chong;Zhang, Shengmao;Zheng, Hanfeng
关键词：Eriocheir sinensis; Chinese mitten crab; landmark detection; Gaussian heatmaps; deep convolutional neural network; DSNT module; generalization ability; power consumption
