HMF-DEIM: High-Fidelity Multi-Domain Fusion Transformer for UAV Small Object Detection

for tiny objects, while maintaining real-time inference (465 FPS with TensorRT FP16) on an NVIDIA A100 GPU with only 11.87M parameters and 34.1 GFLOPs. Further validation on AI-TOD v2 and DOTA v1.5 datasets confirms robust generalization across diverse aerial scenarios, making it a practical solution for resource-constrained UAV applications.

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Publication Details

Journal
Sensors
Published
2026-04-01
DOI
https://doi.org/10.3390/s26072187
Primary Topic
Advanced Neural Network Applications
Type
article
Field-Weighted Citation Impact
0.00

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article

HMF-DEIM: High-Fidelity Multi-Domain Fusion Transformer for UAV Small Object Detection

Yun Luo, Lan Ma
Sensors
Advanced Neural Network Applications
article

HMF-DEIM: High-Fidelity Multi-Domain Fusion Transformer for UAV Small Object Detection

Yun Luo, Lan Ma
article en

Abstract

for tiny objects, while maintaining real-time inference (465 FPS with TensorRT FP16) on an NVIDIA A100 GPU with only 11.87M parameters and 34.1 GFLOPs. Further validation on AI-TOD v2 and DOTA v1.5 datasets confirms robust generalization across diverse aerial scenarios, making it a practical solution for resource-constrained UAV applications.

SensorsVol. 26(7)
National Defense University (US), National University of Defense Technology (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 38%
Advanced Neural Network Applications
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