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.
Authors
- Yun Luo
- Lan Ma
Institutions
- National Defense University (US)
- National University of Defense Technology (CN)
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
Funders
- National Natural Science Foundation of China