EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration
Fuente:
arXiv
Saved in:
| Main Authors: | Song, Zhifan, Zhang, Yuan, Ebayyeh, Abd Al Rahman M. Abu |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
EfficientDet ‐ EdgeUAV : A Multi‐Scale Fusion Architecture for Target Detection in UAV Imagery With Edge Computing Optimization
by: Chang Su, et al.
Published: (2025)
by: Chang Su, et al.
Published: (2025)
Efficient Feature Fusion for UAV Object Detection
by: Wang, Xudong, et al.
Published: (2025)
by: Wang, Xudong, et al.
Published: (2025)
Leveraging Spatial Attention and Edge Context for Optimized Feature Selection in Visual Localization
by: Istighfarin, Nanda Febri, et al.
Published: (2024)
by: Istighfarin, Nanda Febri, et al.
Published: (2024)
Na-IRSTD: Enhancing Infrared Small Target Detection via Native-Resolution Feature Selection and Fusion
by: Xu, Qian, et al.
Published: (2026)
by: Xu, Qian, et al.
Published: (2026)
SOD-YOLO: Enhancing YOLO-Based Detection of Small Objects in UAV Imagery
by: Wang, Peijun, et al.
Published: (2025)
by: Wang, Peijun, et al.
Published: (2025)
SFFNet: Synergistic Feature Fusion Network With Dual-Domain Edge Enhancement for UAV Image Object Detection
by: Zhang, Wenfeng, et al.
Published: (2026)
by: Zhang, Wenfeng, et al.
Published: (2026)
MambaRefine-YOLO: A Dual-Modality Small Object Detector for UAV Imagery
by: Cao, Shuyu, et al.
Published: (2025)
by: Cao, Shuyu, et al.
Published: (2025)
Multimodal Attention-Enhanced Feature Fusion-based Weekly Supervised Anomaly Violence Detection
by: Kaneko, Yuta, et al.
Published: (2024)
by: Kaneko, Yuta, et al.
Published: (2024)
DENet: Dual-Path Edge Network with Global-Local Attention for Infrared Small Target Detection
by: Zuo, Jiayi, et al.
Published: (2025)
by: Zuo, Jiayi, et al.
Published: (2025)
SDD-YOLO: A Small-Target Detection Framework for Ground-to-Air Anti-UAV Surveillance with Edge-Efficient Deployment
by: Chen, Pengyu, et al.
Published: (2026)
by: Chen, Pengyu, et al.
Published: (2026)
MambaDSF: Multi-Scale SSM with Dilated Feature Fusion for Sonar Small Target Detection
by: Lin, Hui, et al.
Published: (2026)
by: Lin, Hui, et al.
Published: (2026)
EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery
by: Xia, Yu, et al.
Published: (2026)
by: Xia, Yu, et al.
Published: (2026)
Small Target Detection Based on Mask-Enhanced Attention Fusion of Visible and Infrared Remote Sensing Images
by: Zhang, Qianqian, et al.
Published: (2026)
by: Zhang, Qianqian, et al.
Published: (2026)
Optimizing Data Augmentation for Real-Time Small UAV Detection: A Lightweight Context-Aware Approach
by: Zamani, Amir, et al.
Published: (2026)
by: Zamani, Amir, et al.
Published: (2026)
Cross Spatial Temporal Fusion Attention for Remote Sensing Object Detection via Image Feature Matching
by: Amit, Abu Sadat Mohammad Salehin, et al.
Published: (2025)
by: Amit, Abu Sadat Mohammad Salehin, et al.
Published: (2025)
PPORLD-EDNetLDCT: A Proximal Policy Optimization-Based Reinforcement Learning Framework for Adaptive Low-Dose CT Denoising
by: Sutradhar, Debopom, et al.
Published: (2025)
by: Sutradhar, Debopom, et al.
Published: (2025)
Enhanced Small Target Detection via Multi-Modal Fusion and Attention Mechanisms: A YOLOv5 Approach
by: Ma, Xiaoxiao, et al.
Published: (2025)
by: Ma, Xiaoxiao, et al.
Published: (2025)
Faster and Better: Reinforced Collaborative Distillation and Self-Learning for Infrared-Visible Image Fusion
by: Wang, Yuhao, et al.
Published: (2025)
by: Wang, Yuhao, et al.
Published: (2025)
RoMa v2: Harder Better Faster Denser Feature Matching
by: Edstedt, Johan, et al.
Published: (2025)
by: Edstedt, Johan, et al.
Published: (2025)
Infrared UAV Target Tracking with Dynamic Feature Refinement and Global Contextual Attention Knowledge Distillation
by: Fang, Houzhang, et al.
Published: (2025)
by: Fang, Houzhang, et al.
Published: (2025)
Faster than Fast: Accelerating Oriented FAST Feature Detection on Low-end Embedded GPUs
by: Chang, Qiong, et al.
Published: (2025)
by: Chang, Qiong, et al.
Published: (2025)
Data Fusion of Semantic and Depth Information in the Context of Object Detection
by: Yusuf, Md Abu, et al.
Published: (2024)
by: Yusuf, Md Abu, et al.
Published: (2024)
Dual-Task Learning for Dead Tree Detection and Segmentation with Hybrid Self-Attention U-Nets in Aerial Imagery
by: Rahman, Anis Ur, et al.
Published: (2025)
by: Rahman, Anis Ur, et al.
Published: (2025)
Breaking Self-Attention Failure: Rethinking Query Initialization for Infrared Small Target Detection
by: Liu, Yuteng, et al.
Published: (2026)
by: Liu, Yuteng, et al.
Published: (2026)
SSTAF: Spatial-Spectral-Temporal Attention Fusion Transformer for Motor Imagery Classification
by: Muna, Ummay Maria, et al.
Published: (2025)
by: Muna, Ummay Maria, et al.
Published: (2025)
FBRT-YOLO: Faster and Better for Real-Time Aerial Image Detection
by: Xiao, Yao, et al.
Published: (2025)
by: Xiao, Yao, et al.
Published: (2025)
DANet: Enhancing Small Object Detection through an Efficient Deformable Attention Network
by: Mia, Md Sohag, et al.
Published: (2023)
by: Mia, Md Sohag, et al.
Published: (2023)
Removing Geometric Bias in One-Class Anomaly Detection with Adaptive Feature Perturbation
by: Hermary, Romain, et al.
Published: (2025)
by: Hermary, Romain, et al.
Published: (2025)
Handcrafted Feature Fusion for Reliable Detection of AI-Generated Images
by: Nirob, Syed Mehedi Hasan, et al.
Published: (2026)
by: Nirob, Syed Mehedi Hasan, et al.
Published: (2026)
FREE: Faster and Better Data-Free Meta-Learning
by: Wei, Yongxian, et al.
Published: (2024)
by: Wei, Yongxian, et al.
Published: (2024)
EFLNet: Enhancing Feature Learning for Infrared Small Target Detection
by: Yang, Bo, et al.
Published: (2023)
by: Yang, Bo, et al.
Published: (2023)
An Empirical Study of Methods for Small Object Detection from Satellite Imagery
by: Yuan, Xiaohui, et al.
Published: (2025)
by: Yuan, Xiaohui, et al.
Published: (2025)
Enhancing Road Crack Detection Accuracy with BsS-YOLO: Optimizing Feature Fusion and Attention Mechanisms
by: Tang, Jiaze, et al.
Published: (2024)
by: Tang, Jiaze, et al.
Published: (2024)
Selective Attention-Based Network for Robust Infrared Small Target Detection
by: Zhang, Yingming, et al.
Published: (2026)
by: Zhang, Yingming, et al.
Published: (2026)
MKSNet: Advanced Small Object Detection in Remote Sensing Imagery with Multi-Kernel and Dual Attention Mechanisms
by: Zhang, Jiahao, et al.
Published: (2025)
by: Zhang, Jiahao, et al.
Published: (2025)
Learning Dynamic Local Context Representations for Infrared Small Target Detection
by: Zhang, Guoyi, et al.
Published: (2024)
by: Zhang, Guoyi, et al.
Published: (2024)
Open-Vocabulary Object Detection in UAV Imagery: A Review and Future Perspectives
by: Zhou, Yang, et al.
Published: (2025)
by: Zhou, Yang, et al.
Published: (2025)
Hardware-Algorithm Co-Optimization of Early-Exit Neural Networks for Multi-Core Edge Accelerators
by: Zniber, Alaa, et al.
Published: (2025)
by: Zniber, Alaa, et al.
Published: (2025)
HCF-Net: Hierarchical Context Fusion Network for Infrared Small Object Detection
by: Xu, Shibiao, et al.
Published: (2024)
by: Xu, Shibiao, et al.
Published: (2024)
Better Sampling, towards Better End-to-end Small Object Detection
by: Huang, Zile, et al.
Published: (2024)
by: Huang, Zile, et al.
Published: (2024)
Similar Items
-
EfficientDet ‐ EdgeUAV : A Multi‐Scale Fusion Architecture for Target Detection in UAV Imagery With Edge Computing Optimization
by: Chang Su, et al.
Published: (2025) -
Efficient Feature Fusion for UAV Object Detection
by: Wang, Xudong, et al.
Published: (2025) -
Leveraging Spatial Attention and Edge Context for Optimized Feature Selection in Visual Localization
by: Istighfarin, Nanda Febri, et al.
Published: (2024) -
Na-IRSTD: Enhancing Infrared Small Target Detection via Native-Resolution Feature Selection and Fusion
by: Xu, Qian, et al.
Published: (2026) -
SOD-YOLO: Enhancing YOLO-Based Detection of Small Objects in UAV Imagery
by: Wang, Peijun, et al.
Published: (2025)