Research graph
References from Dynamic multi-scale mixture-of-experts with cross-scale feature enhancement for UAV small object detection. Local targets link to admitted publications; unresolved targets remain external evidence.
Cascade R-CNN: Delving into high quality object detection
2018 · External reference
End-to-end object detection with transformers
2020 · External reference
Unresolved reference
External reference
Freq-DETR: Frequency-aware transformer for real-time small object detection in unmanned aerial vehicle imagery
2025 · External reference
LGI-DETR: Local-global interaction for UAV object detection
2025 · External reference
A global-local self-adaptive network for drone-view object detection
10.1109/tip.2020.3045636 · 2020 · External reference
Adaptive sparse convolutional networks with global context enhancement for faster object detection on drone images
2023 · External reference
The unmanned aerial vehicle benchmark: Object detection and tracking
2018 · External reference
CS-YOLO: A small object detection model based on YOLO for UAV aerial photography
2025 · External reference
Unresolved reference
External reference
TOOD: Task-aligned one-stage object detection
2021 · External reference
Mixture of experts (MoE): A big data perspective
2025 · External reference
Deep learning-based object detection in augmented reality: A systematic review
10.1016/j.compind.2022.103661 · 2022 · External reference
CAEM-DETR: Small aerial target detection via contrastive attention enhanced multi-domain fidelity fusion
10.1109/tgrs.2025.3614370 · 2025 · External reference
Multisized object detection using spaceborne optical imagery
10.1109/jstars.2020.3000317 · 2020 · External reference
Multiscale domain adaptive YOLO for cross-domain object detection
2021 · External reference
Dome-DETR: DETR with density-oriented feature-query manipulation for efficient tiny object detection
2025 · External reference
Small object detection by DETR via information augmentation and adaptive feature fusion
2024 · External reference
Unresolved reference
External reference
DEIM: DETR with improved matching for fast convergence
2025 · External reference
DQ-DETR: DETR with dynamic query for tiny object detection
2024 · External reference
Continuous state evolution with token purification for visual tracking
10.1016/j.neucom.2026.134391 · 2026 · External reference
Implicit motion state modeling for efficient and effective video-level object tracking
10.1016/j.eswa.2026.132083 · 2026 · External reference
USGA: Unified intra-and cross-scale features with global–local aggregation for long-term tracking
10.1007/s00530-026-02339-1 · 2026 · External reference
Feature aggregation network for small object detection
10.1016/j.eswa.2024.124686 · 2024 · External reference
Unresolved reference
External reference
Polarity aware detection transformer with hierarchical cross attention for unmanned aerial vehicle small object detection
2026 · External reference
Unresolved reference
External reference
Selective kernel networks
2019 · External reference
Generalized focal loss: Learning qualified and distributed bounding boxes for dense object detection
2020 · External reference
E-FPN: An enhanced feature pyramid network for UAV scenarios detection
10.1007/s00371-024-03355-w · 2025 · External reference
AD-Det: Boosting object detection in UAV images with focused small objects and balanced tail classes
10.3390/rs17091556 · 2025 · External reference
Unresolved reference
External reference
SNN-Drone: Low-power drone-view object detection with integer-valued spiking neural networks
2025 · External reference
PIDE-Net: A heterogeneous processing paradigm for UAV object detection
2026 · External reference
Feature pyramid networks for object detection
2017 · External reference
Path aggregation network for instance segmentation
2018 · External reference
Image-adaptive YOLO for object detection in adverse weather conditions
2022 · External reference
Small-object detection model integrating wavelet convolution and frequency-domain attention
2026 · External reference
D2-DETR: DETR with dual-domain frequency-spatial modeling for unmanned aerial vehicle imagery object detection
2026 · External reference
Improved model MASW YOLO for small target detection in UAV images based on YOLOv8
10.1038/s41598-025-10428-w · 2025 · External reference
D-FINE: Redefine regression task of DETRs as fine-grained distribution refinement
2025 · External reference
Unresolved reference
External reference
Scaling vision with sparse mixture of experts
2021 · External reference
Unresolved reference
External reference
A lightweight real-time remote sensing small object detection network based on dynamic group aggregation and multi-scale feature interaction
10.1109/jstars.2026.3689165 · 2026 · External reference
Set: Spectral enhancement for tiny object detection
2025 · External reference
Going deeper with convolutions
2015 · External reference
Efficientdet: Scalable and efficient object detection
2020 · External reference
YOLOv12: Attention-centric real-time object detectors
2026 · External reference
Recent advances in small object detection based on deep learning: A review
10.1016/j.imavis.2020.103910 · 2020 · External reference
ACD-DETR: Adaptive cross-scale detection transformer for small object detection in UAV imagery
10.3390/s25175556 · 2025 · External reference
Small object detection in UAV aerial imagery through domain consistency optimization for cross-resolution semantic alignment
10.1016/j.patcog.2026.113463 · 2026 · External reference
YOLOv8: A novel object detection algorithm with enhanced performance and robustness
2024 · External reference
YOLOv10: Real-time end-to-end object detection
10.52202/079017-3429 · 2024 · External reference
Gold-YOLO: Efficient object detector via gather-and-distribute mechanism
10.52202/075280-2224 · 2023 · External reference
HPS-DETR: Enhancing small object detection with lightweight feature extraction and transformer integration
2025 · External reference
Mamba YOLO: A simple baseline for object detection with state space model
2025 · External reference
10.1109/tmm.2026.3716762
10.1109/tmm.2026.3716762 · External reference
FBRT-YOLO: Faster and better for real-time aerial image detection
2025 · External reference
Clustered object detection in aerial images
2019 · External reference
10.1109/smc53992.2023.10394415
10.1109/smc53992.2023.10394415 · External reference
Pinwheel-shaped convolution and scale-based dynamic loss for infrared small target detection
2025 · External reference
Unresolved reference
External reference
CutMix: Regularization strategy to train strong classifiers with localizable features
2019 · External reference
Emsd-detr: Efficient small object detection for UAV aerial images based on enhanced RT-DETR model: C. Zhang, J. Yang
10.1007/s11227-025-07524-z · 2025 · External reference
Unresolved reference
External reference
How to fully exploit the abilities of aerial image detectors
2019 · External reference
E2-former: An edge-enhanced transformer for UAV-based small object detection
10.1109/jiot.2026.3684962 · 2026 · External reference
DsP-YOLO: An anchor-free network with DsPAN for small object detection of multiscale defects
10.1016/j.eswa.2023.122669 · 2024 · External reference
DETRs beat YOLOs on real-time object detection
2024 · External reference
Unresolved reference
External reference
LAM-YOLO: Drones-based small object detection on lighting-occlusion attention mechanism YOLO
10.1016/j.cviu.2025.104489 · 2025 · External reference
A lightweight object detection method based on fine-grained information extraction and exchange in UAV aerial images
10.1016/j.knosys.2025.113253 · 2025 · External reference
Detection and tracking meet drones challenge
10.1109/tpami.2021.3119563 · 2021 · External reference
Unresolved reference
External reference
E-FPN: An enhanced feature pyramid network for UAV scenarios detection
10.1007/s00371-024-03355-w · ExternalCitation · doi-reference
USGA: Unified intra-and cross-scale features with global–local aggregation for long-term tracking
10.1007/s00530-026-02339-1 · ExternalCitation · doi-reference
Emsd-detr: Efficient small object detection for UAV aerial images based on enhanced RT-DETR model: C. Zhang, J. Yang
10.1007/s11227-025-07524-z · ExternalCitation · doi-reference
Deep learning-based object detection in augmented reality: A systematic review
10.1016/j.compind.2022.103661 · ExternalCitation · doi-reference
LAM-YOLO: Drones-based small object detection on lighting-occlusion attention mechanism YOLO
10.1016/j.cviu.2025.104489 · ExternalCitation · doi-reference
DsP-YOLO: An anchor-free network with DsPAN for small object detection of multiscale defects
10.1016/j.eswa.2023.122669 · ExternalCitation · doi-reference
Feature aggregation network for small object detection
10.1016/j.eswa.2024.124686 · ExternalCitation · doi-reference
Implicit motion state modeling for efficient and effective video-level object tracking
10.1016/j.eswa.2026.132083 · ExternalCitation · doi-reference
Recent advances in small object detection based on deep learning: A review
10.1016/j.imavis.2020.103910 · ExternalCitation · doi-reference
A lightweight object detection method based on fine-grained information extraction and exchange in UAV aerial images
10.1016/j.knosys.2025.113253 · ExternalCitation · doi-reference
Continuous state evolution with token purification for visual tracking
10.1016/j.neucom.2026.134391 · ExternalCitation · doi-reference
Small object detection in UAV aerial imagery through domain consistency optimization for cross-resolution semantic alignment
10.1016/j.patcog.2026.113463 · ExternalCitation · doi-reference
Improved model MASW YOLO for small target detection in UAV images based on YOLOv8
10.1038/s41598-025-10428-w · ExternalCitation · doi-reference
E2-former: An edge-enhanced transformer for UAV-based small object detection
10.1109/jiot.2026.3684962 · ExternalCitation · doi-reference
Multisized object detection using spaceborne optical imagery
10.1109/jstars.2020.3000317 · ExternalCitation · doi-reference
A lightweight real-time remote sensing small object detection network based on dynamic group aggregation and multi-scale feature interaction
10.1109/jstars.2026.3689165 · ExternalCitation · doi-reference
10.1109/smc53992.2023.10394415
10.1109/smc53992.2023.10394415 · ExternalCitation · doi-reference
CAEM-DETR: Small aerial target detection via contrastive attention enhanced multi-domain fidelity fusion
10.1109/tgrs.2025.3614370 · ExternalCitation · doi-reference
A global-local self-adaptive network for drone-view object detection
10.1109/tip.2020.3045636 · ExternalCitation · doi-reference
10.1109/tmm.2026.3716762
10.1109/tmm.2026.3716762 · ExternalCitation · doi-reference
Detection and tracking meet drones challenge
10.1109/tpami.2021.3119563 · ExternalCitation · doi-reference
AD-Det: Boosting object detection in UAV images with focused small objects and balanced tail classes
10.3390/rs17091556 · ExternalCitation · doi-reference
ACD-DETR: Adaptive cross-scale detection transformer for small object detection in UAV imagery
10.3390/s25175556 · ExternalCitation · doi-reference
Gold-YOLO: Efficient object detector via gather-and-distribute mechanism
10.52202/075280-2224 · ExternalCitation · doi-reference
YOLOv10: Real-time end-to-end object detection
10.52202/079017-3429 · ExternalCitation · doi-reference
