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The rapid emergence of airborne platforms and imaging sensors are enabling new forms of aerial surveillance due to their unprecedented advantages in scale, mobility, deployment and covert observation capabilities.
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J. Portmann, S. Lynen, M. Chli, and R. Siegwart · 2014
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Privacy in mini-drone based video surveillance
M. Bonetto, P. Korshunov, G. Ramponi, and T. Ebrahimi · 2015
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Spatial transformer networks
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Investigating open-world person re-identification using a drone
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Deep face recognition
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Faster R-CNN: Towards real-time object detection with region proposal networks
S. Ren, K. He, R. Girshick, and J. Sun · 2015
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Facenet: A unified embedding for face recognition and clustering
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Going deeper with convolutions
C. Szegedy, Wei Liu, Yangqing Jia, P. Sermanet, S. Reed, D. Anguelov, D. Erhan, V. Vanhoucke, and A. Rabinovich · 2015
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Object tracking benchmark
Y. Wu, J. Lim, and M.-H. Yang · 2015
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Two algorithms for the detection and tracking of moving vehicle targets in aerial infrared image sequences
Y. Cao, G. Wang, D. Yan, and Z. Zhao · 2016
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Deep residual learning for image recognition
K. He, X. Zhang, S. Ren, and J. Sun · 2016
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Pedestrian detection and tracking from low-resolution UAV thermal imagery
Y. Ma, X. Wu, G. Yu, Y. Xu, and Y. Wang · 2016
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Pedestrian detection and tracking from low-resolution UAV thermal imagery
Y. Ma, X. Wu, G. Yu, Y. Xu, and Y. Wang · 2016
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Low resolution face recognition across variations in pose and illumination
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A benchmark and simulator for UAV tracking
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Learning social etiquette: Human trajectory understanding in crowded scenes
A. Robicquet, A. Sadeghian, A. Alahi, and S. Savarese · 2016
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Video stabilization with moving object detecting and tracking for aerial video surveillance
A. Walha, A. Wali, and A. M. Alimi · 2016
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Wasserstein generative adversarial networks
M. Arjovsky, S. Chintala, and L. Bottou · 2017
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Okutama-action: An aerial view video dataset for concurrent human action detection
M. Barekatain, M. Martí, H. Shih, S. Murray, K. Nakayama, Y. Matsuo, and H. Prendinger · 2017
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Person identification from aerial footage by a remote-controlled drone
M. Bindemann, M. C. Fysh, S. S. K. Sage, K. Douglas, and H. M. Tummon · 2017
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Quo vadis, action recognition? a new model and the kinetics dataset
J. Carreira and A. Zisserman · 2017
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Eco: Efficient convolution operators for tracking
M. Danelljan, G. Bhat, F. Shahbaz Khan, and M. Felsberg · 2017
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Mobilenets: Efficient convolutional neural networks for mobile vision applications
A. G. Howard, M. Zhu, B. Chen, D. Kalenichenko, W. Wang, T. Weyand, M. Andreetto, and H. Adam · 2017
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DroneFace: An Open Dataset for Drone Research
H.-J. Hsu and K.-T. Chen · 2017
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Integrating boundary and center correlation filters for visual tracking with aspect ratio variation
F. Li, Y. Yao, P. Li, D. Zhang, W. Zuo, and M.-H. Yang · 2017
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Visual object tracking for UAVs: A benchmark and new motion models
S. Li and D.-Y. Yeung · 2017
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Feature pyramid networks for object detection
T. Lin, P. Dollár, R. Girshick, K. He, B. Hariharan, and S. Belongie · 2017
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Focal loss for dense object detection
T.-Y. Lin, P. Goyal, R. Girshick, K. He, and P. Dollar · 2017
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Person re-identification across aerial and ground-based cameras by deep feature fusion
A. Schumann and J. Metzler · 2017
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Attention is all you need
A. Vaswani, N. Shazeer, N. Parmar, J. Uszkoreit, L. Jones, A. N. Gomez, L. Kaiser, and I. Polosukhin · 2017
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Cascade R-CNN: Delving Into High Quality Object Detection
Z. Cai and N. Vasconcelos · 2018
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The UAV benchmark: Object detection and tracking
D. Du, Y. Qi, H. Yu, Y. Yang, K. Duan, G. Li, W. Zhang, Q. Huang, and Q. Tian · 2018
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Fa6 face recognition drone skysapience
Face-Six · 2018
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Person identification from drones by humans: Insights from cognitive psychology
M. Fysh and M. Bindemann · 2018
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Ijb–s: Iarpa janus surveillance video benchmark
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Clusternet: Detecting small objects in large scenes by exploiting spatio-temporal information
R. LaLonde, D. Zhang, and M. Shah · 2018
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Cornernet: detecting objects as paired keypoints
H. Law and J. Deng · 2018
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Region proposal approach for human detection on aerial imagery
Z. Marusic, D. Bozic-Stulic, S. Gotovac, and T. Marusic · 2018
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Super-resolution for biometrics: A comprehensive survey
K. Nguyen, C. Fookes, S. Sridharan, M. Tistarelli, and M. Nixon · 2018
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Human pose and path estimation from aerial video using dynamic classifier selection
A. G. Perera, Y. W. Law, and J. Chahl · 2018
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UAV-GESTURE: A Dataset for UAV Control and Gesture Recognition
Y. W. Perera, Asanka G.and Law, J. Chahl, and T. T. Ogunwa · 2018
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Adapted deep feature fusion for person re-identification in aerial images
A. Schumann and J. Metzler · 2018
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Eye in the sky: Real-time drone surveillance system (dss) for violent individuals identification using scatternet hybrid deep learning network
A. Singh, D. Patil, and S. Omkar · 2018
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Adversarial feature augmentation for unsupervised domain adaptation
R. Volpi, P. Morerio, S. Savarese, and V. Murino · 2018
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Rethinking feature distribution for loss functions in image classification
W. Wan, Y. Zhong, T. Li, and J. Chen · 2018
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Pelee: A real-time object detection system on mobile devices
R. J. Wang, X. Li, and C. X. Ling · 2018
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Visdrone-sot2018: The vision meets drone single-object tracking challenge results
L. Wen, P. Zhu, D. Du, X. Bian, H. Ling, Q. Hu, C. Liu, H. Cheng, X. Liu, W. Ma, et al · 2018
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Coarse-to-fine UAV target tracking with deep reinforcement learning
W. Zhang, K. Song, X. Rong, and Y. Li · 2018
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Temporal relational reasoning in videos
B. Zhou, A. Andonian, A. Oliva, and A. Torralba · 2018
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MRCNet: Crowd Counting and Density Map Estimation in Aerial and Ground Imagery
R. Bahmanyar, E. Vig, and P. Reinartz · 2019
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Learning discriminative model prediction for tracking
G. Bhat, M. Danelljan, L. V. Gool, and R. Timofte · 2019
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Deep learning approach in aerial imagery for supporting land search and rescue missions
D. Bozic-Stulic, Z. Marusic, and S. Gotovac · 2019
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Rrnet: A hybrid detector for object detection in drone-captured images
C. Chen, Y. Zhang, Q. Lv, S. Wei, X. Wang, X. Sun, and J. Dong · 2019
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Small object detection networks based on classification-oriented super-resolution gan for UAV aerial imagery
Y. Chen, J. Li, Y. Niu, and J. He · 2019
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Arcface: Additive angular margin loss for deep face recognition
J. Deng, J. Guo, N. Xue, and S. Zafeiriou · 2019
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Visdrone-sot2019: The vision meets drone single object tracking challenge results
Small object detection in UAV images using feature fusion and scaling-based single shot detector with spatial context analysis
X. Liang, J. Zhang, L. Zhuo, Y. Li, and Q. Tian · 2020
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Novel up-scale feature aggregation for object detection in aerial images
H. Lin, J. Zhou, Y. Gan, C.-M. Vong, and Q. Liu · 2020
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COMET: context-aware IoU-guided network for small object tracking
S. M. Marvasti-Zadeh, J. Khaghani, H. Ghanei-Yakhdan, S. Kasaei, and L. Cheng · 2020
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Drone-surveillance for search and rescue in natural disaster
B. Mishra, D. Garg, P. Narang, and V. Mishra · 2020
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Human activity recognition from UAV-captured video sequences
H. Mliki, F. Bouhlel, and M. Hammami · 2020
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Event and activity recognition in aerial videos using deep neural networks and a new dataset
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D. Du, P. Zhu, L. Wen, X. Bian, H. Ling, Q. Hu, J. Zheng, T. Peng, X. Wang, Y. Zhang, et al · 2019
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Centernet: Keypoint triplets for object detection
K. Duan, S. Bai, L. Xie, H. Qi, Q. Huang, and Q. Tian · 2019
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End-to-end protocols and performance metrics for unconstrained face recognition
J. A. Duncan, N. D. Kalka, B. Maze, and A. K. Jain · 2019
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Predicting the future: A jointly learnt model for action anticipation
H. Gammulle, S. Denman, S. Sridharan, and C. Fookes · 2019
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UAV-based situational awareness system using deep learning
R. Geraldes, A. Gonçalves, T. Lai, M. Villerabel, W. Deng, A. Salta, K. Nakayama, Y. Matsuo, and H. Prendinger · 2019
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Low Quality Video Face Recognition: Multi-Mode Aggregation Recurrent Network (MARN)
S. Gong, Y. Shi, and A. Jain · 2019
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Recurrent embedding aggregation network for video face recognition
S. Gong, Y. Shi, A. K. Jain, and N. D. Kalka · 2019
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L. Mou, Y. Hua, P. Jin, and X. X. Zhu · 2020
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Constrained design of deep iris networks
K. Nguyen, C. Fookes, and S. Sridharan · 2020
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Fully autonomous UAV-based action recognition system using aerial imagery
H. Peng and A. Razi · 2020
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A multiviewpoint outdoor dataset for human action recognition
Y. W. Perera, Asanka G.and Law, J. Chahl, and T. T. Ogunwa · 2020
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Search and rescue with airborne optical sectioning
D. C. Schedl, I. Kurmi, and O. Bimber · 2020
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Surveillance oversight
J. Scott and J. Wiener · 2020
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Space-based global maritime surveillance. part i: Satellite technologies
G. Soldi, D. Gaglione, N. Forti, et al · 2020
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Cross-view contextual relation transferred network for unsupervised vehicle tracking in drone videos
W. Song, S. Li, T. Chang, A. Hao, Q. Zhao, and H. Qin · 2020
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EfficientDet: Scalable and efficient object detection
M. Tan, R. Pang, and Q. Le · 2020
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Penet: Object detection using points estimation in high definition aerial images
Z. Tang, X. Liu, and B. Yang · 2020
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Recent advances in small object detection based on deep learning: A review
K. Tong, Y. Wu, and F. Zhou · 2020
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Multiple-pursuer, single-evader border defense differential game
A. Von Moll, E. Garcia, D. Casbeer, M. Suresh, and S. Chandra Swar · 2020
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Object detection using clustering algorithm adaptive searching regions in aerial images
Y. Wang, Y. Yang, and X. Zhao · 2020
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Multi-model ensemble with rich spatial information for object detection
J. Xu, W. Wang, H. Wang, and J. Guo · 2020
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Security analysis of drones systems: Attacks, limitations, and recommendations
J.-P. Yaacoub, H. Noura, O. Salman, and A. Chehab · 2020
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Human attribute recognition - a comprehensive survey
E. Yaghoubi, F. Khezeli, D. Borza, S. A. Kumar, J. Neves, and H. Proença · 2020
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Arbitrary-oriented object detection with circular smooth label
X. Yang and J. Yan · 2020
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The UAV benchmark: Object detection, tracking and baseline
H. Yu, G. Li, W. Zhang, Q. Huang, D. Du, Q. Tian, and N. Sebe · 2020
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The 1st tiny object detection challenge: Methods and results
X. Yu et al · 2020
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Semantic face hallucination: Super-resolving very low-resolution face images with supplementary attributes
X. Yu, B. Fernando, R. Hartley, and F. Porikli · 2020
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Scale match for tiny person detection
X. Yu, Y. Gong, N. Jiang, Q. Ye, and Z. Han · 2020
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Object detection in UAV images via global density fused convolutional network
R. Zhang, Z. Shao, X. Huang, J. Wang, and D. Li · 2020
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Bridging the gap between anchor-based and anchor-free detection via adaptive training sample selection
S. Zhang, C. Chi, Y. Yao, Z. Lei, and S. Z. Li · 2020
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Object tracking in UAV videos via multifeature discrimination and instance-aware attention network
S. Zhang, L. Zhuo, H. Zhang, and J. Li · 2020
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Discriminative and robust online learning for siamese visual tracking
J. Zhou, P. Wang, and H. Sun · 2020
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Tracking objects as points
X. Zhou, V. Koltun, and P. Krähenbühl · 2020
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A review of uncertainty quantification in deep learning: Techniques, applications and challenges
M. Abdar, F. Pourpanah, S. Hussain, D. Rezazadegan, L. Liu, M. Ghavamzadeh, P. Fieguth, X. Cao, A. Khosravi, U. R. Acharya, V. Makarenkov, and S. Nahavandi · 2021
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Explainable person re-identification with attribute-guided metric distillation
L. Chen, Z. Liu, and M. Zhang · 2021
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Meva: A large-scale multiview, multimodal video dataset for activity detection
K. Corona, K. Osterdahl, R. Collins, and A. Hoogs · 2021
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Drone-based face recognition using deep learning
A. Deeb, K. Roy, and K. D. Edoh · 2021
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Tinyvirat: Low-resolution video action recognition
U. Demir, Y. S. Rawat, and M. Shah · 2021
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A global-local self-adaptive network for drone-view object detection
S. Deng, S. Li, K. Xie, W. Song, X. Liao, A. Hao, and H. Qin · 2021
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An image is worth 16x16 words: Transformers for image recognition at scale
A. Dosovitskiy, L. Beyer, A. Kolesnikov, D. Weissenborn, X. Zhai, T. Unterthiner, M. Dehghani, M. Minderer, G. Heigold, S. Gelly, J. Uszkoreit, and N. Houlsby · 2021
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Physical adversarial attacks on an aerial imagery object detector
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Res2net: A new multi-scale backbone architecture
S. H. Gao, M. M. Cheng, K. Zhao, X. Y. Zhang, M. H. Yang, and P. Torr · 2021
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Effective fusion factor in fpn for tiny object detection
Y. Gong, X. Yu, Y. Ding, X. Peng, J. Zhao, and Z. Han · 2021
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Human detection in aerial thermal imaging using a fully convolutional regression network
A. Haider, F. Shaukat, and J. Mir · 2021
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Interaction-aware spatio-temporal pyramid attention networks for action classification
W. Hu, H. Liu, Y. Du, C. Yuan, B. Li, and S. J. Maybank · 2021
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M. Jain, A. Tyagi, A. V. Subramanyam, S. Denman, S. Sridharan, and C. Fookes · 2021
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Leveraging domain labels for object detection from UAVs
B. Kiefer, M. Messmer, and A. Zell · 2021
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The p-destre: A fully annotated dataset for pedestrian detection, tracking, and short/long-term re-identification from aerial devices
S. V. A. Kumar, E. Yaghoubi, A. Das, B. S. Harish, and H. Proença · 2021
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All-day object tracking for UAVs
B. Li, C. Fu, F. Ding, J. Ye, and F. Lin · 2021
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UAV-Human: A Large Benchmark for Human Behavior Understanding with UAVs
T. Li, J. Liu, W. Zhang, Y. Ni, W. Wang, and Z. Li · 2021
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A survey and performance evaluation of deep learning methods for small object detection
Y. Liu, P. Sun, N. Wergeles, and Y. Shang · 2021
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Gaining scale invariance in UAV bird’s eye view object detection by adaptive resizing
M. Messmer, B. Kiefer, and A. Zell · 2021
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A study of person re-identification design characteristics for aerial data
L. Moritz, A. Specker, and A. Schumann · 2021
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Automatic person detection in search and rescue operations using deep CNN detectors
S. Sambolek and M. Ivasic-Kos · 2021
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Human action recognition in drone videos using a few aerial training examples
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FCOS: A simple and strong anchor-free object detector
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Generative adversarial networks in computer vision: A survey and taxonomy
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Detection, tracking, and counting meets drones in crowds: A benchmark
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Querydet: Cascaded sparse query for accelerating high-resolution small object detection
C. Yang, Z. Huang, and N. Wang · 2021
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Multi-regularized correlation filter for UAV tracking and self-localization
J. Ye, C. Fu, F. Lin, F. Ding, S. An, and G. Lu · 2021
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Deep learning for person re-identification: A survey and outlook
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Towards resolving the challenge of long-tail distribution in UAV images for object detection
W. Yu, T. Yang, and C. Chen · 2021
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Person re-identification in aerial imagery
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Vision meets drones: Past, present and future
P. Zhu, L. Wen, D. Du, X. Bian, Q. Hu, and H. Ling · 2021
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