[1] BALA M, EISZLER T, CHEN X L et al. Democratizing drone autonomy via edge computing[C], 40-52(2023).

[3] JIANG S W, XU T F, ZHANG Z et al. Recognition algorithm for fault jumper connection plate of transmission network based on UAV[J]. Chinese Journal of Liquid Crystals and Displays, 31, 1149-1155(2016).

[4] SUN C. Research and application of key technologies for autonomous inspection of overhead transmission and distribution power line by unmanned aerial vehicles[D](2023).

[5] OBIUTO N C, FESTUS-IKHUORIA I C, OLAJIGA O K et al. Reviewing the role of AI in drone technology and applications[J]. Computer Science & IT Research Journal, 5, 741-756(2024).

[6] WANG H F, CHENG H J, HAO H Y, LONG S Z, DHILLON B S. The use of unmanned aerial vehicle in military operations[M]. Man-Machine-Environment System Engineering, 939-945(2020).

[7] GUPTA A, AFRIN T, SCULLY E et al. Advances of UAVs toward future transportation: the state-of-the-art, challenges, and opportunities[J]. Future Transportation, 1, 326-350(2021).

[8] MARTINEZ-ALPISTE I, GOLCARENARENJI G, WANG Q et al. Search and rescue operation using UAVs: a case study[J]. Expert Systems with Applications, 178, 114937(2021).

[9] MOHAN M, RICHARDSON G, GOPAN G et al. UAV-supported forest regeneration: current trends, challenges and implications[J]. Remote Sensing, 13, 2596(2021).

[10] AGGARWAL S, KUMAR N, ALHUSSEIN M et al. Blockchain-based UAV path planning for healthcare 4.0: current challenges and the way ahead[J]. IEEE Network, 35, 20-29(2021).

[11] ULLAH F, AL-TURJMAN F, QAYYUM S et al. Advertising through UAVs: optimized path system for delivering smart real‐estate advertisement materials[J]. International Journal of Intelligent Systems, 36, 3429-3463(2021).

[12] BEIN D, BEIN W, KARKI A et al. Optimizing border patrol operations using unmanned aerial vehicles[C], 479-484(2015).

[13] SCHERER J, YAHYANEJAD S, HAYAT S et al. An autonomous multi-UAV system for search and rescue[C], 33-38(2015).

[14] AKHLOUFI M A, CASTRO N A, COUTURIER A. UAVs for wildland fires[C], 134-147(2018).

[15] WU Y P. Research on intelligent defects detection of typical components of high-speed railway from UAV images[D](2021).

[16] TYSHCHUK V V. A review of legal regulation regarding the use of unmanned aerial vehicles for border security and the impact of global technologies[J]. International Comparative Jurisprudence, 10, 61-81(2024).

[17] ZHENG B X, YANG Z G, DING Y F. Anti-UAV object tracking with enhanced backbone and feature rearrangement[J]. Chinese Journal of Liquid Crystals and Displays, 39, 532-542(2024).

[18] YANG M Y, WANG H, WANG H Y. A counter-UAV system based on deep learning and EO detection[J]. Chinese Journal of Liquid Crystals and Displays, 36, 1323-1330(2021).

[19] GAO Y J, LI G Y. A GNSS instrumentation covert directional spoofing algorithm for UAV equipped with tightly-coupled GNSS/IMU[J]. IEEE Transactions on Instrumentation and Measurement, 72, 8501413(2023).

[20] VARSHOSAZ M, AFARY A, MOJARADI B et al. Spoofing detection of civilian UAVs using visual odometry[J]. ISPRS International Journal of Geo-Information, 9, 6(2019).

[21] GU N Z, XING F, YOU Z. Visual/Inertial/GNSS integrated navigation system under GNSS spoofing attack[J]. Remote Sensing, 14, 5975(2022).

[22] ZHAO X Y, TANG P, SONG Q D et al. Experimental analysis of multipath effects on GNSS positioning in urban canyon[C], 557-562(2021).

[23] LEE T, BETTINGER P, MERRY K et al. The effects of nearby trees on the positional accuracy of GNSS receivers in a forest environment[J]. PLoS One, 18, e0283090(2023).

[24] STEINER J, PLENINGER S, HOSPODKA J. Assessing the vulnerability of aviation systems to GNSS meaconing attacks[C], 213-218(2024).

[25] COUTURIER A, AKHLOUFI M A. A review on absolute visual localization for UAV[J]. Robotics and Autonomous Systems, 135, 103666(2021).

[26] FORSTER C, PIZZOLI M, SCARAMUZZA D. SVO: fast semi-direct monocular visual odometry[C], 15-22(2014).

[27] NISTÉR D, NARODITSKY O, BERGEN J. Visual odometry[C](2004).

[28] DISSANAYAKE M W M G, NEWMAN P, CLARK S et al. A solution to the simultaneous localization and map building (SLAM) problem[J]. IEEE Transactions on Robotics and Automation, 17, 229-241(2001).

[29] MUR-ARTAL R, MONTIEL J M M, TARDÓS J D. ORB-SLAM: a versatile and accurate monocular SLAM system[J]. IEEE Transactions on Robotics, 31, 1147-1163(2015).

[30] KLEIN G, MURRAY D. Parallel tracking and mapping for small AR workspaces[C], 225-234(2007).

[31] LEUTENEGGER S, LYNEN S, BOSSE M et al. Keyframe-based visual-inertial odometry using nonlinear optimization[J]. The International Journal of Robotics Research, 34, 314-334(2015).

[32] LI M Y, MOURIKIS A I. High-precision, consistent EKF-based visual-inertial odometry[J]. The International Journal of Robotics Research, 32, 690-711(2013).

[33] BLOESCH M, OMARI S, HUTTER M et al. Robust visual inertial odometry using a direct EKF-based approach[C], 298-304(2015).

[34] COUTURIER A, AKHLOUFI M A. A review on deep learning for UAV absolute visual localization[J]. Drones, 8, 622(2024).

[35] LECUN Y, BENGIO Y, HINTON G. Deep learning[J]. Nature, 521, 436-444(2015).

[36] ÖZAYDIN U, GEORGIOU T, LEW M. A comparison of CNN and classic features for image retrieval[C], 1-4(2019).

[37] DOSOVITSKIY A, BEYER L, KOLESNIKOV A et al. An image is worth16×16 words: transformers for image recognition at scale[J/OL](2021).

[38] DING Y K, YUAN W T, ZHU Q T et al. TransMVSNet: Global context-aware multi-view stereo network with transformers[C], 8585-8594(2022).

[39] CHEN H K, LUO Z X, ZHOU L et al. ASpanFormer: detector-free image matching with adaptive span transformer[C], 20-36(2022).

[40] QIN H L, ZHOU D Q, XU T F et al. Factorization vision transformer: modeling long-range dependency with local window cost[J]. IEEE Transactions on Neural Networks and Learning Systems, 36, 3151-3164(2025).

[41] SIMONYAN K, ZISSERMAN A. Very deep convolutional networks for large-scale image recognition[J/OL](2015).

[42] GURGU M M, QUERALTA J P, WESTERLUND T. Vision-based GNSS-free localization for UAVs in the wild[C], 7-12(2022).

[43] CISNEROS I, YIN P, ZHANG J et al. ALTO: a large-scale dataset for UAV visual place recognition and localization[J/OL](2022).

[44] DAI M, ZHENG E H, FENG Z H et al. Vision-based UAV self-positioning in low-altitude urban environments[J]. IEEE Transactions on Image Processing, 33, 493-508(2024).

[45] XU W J, YAO Y X, CAO J Q et al. UAV-VisLoc: a large-scale dataset for UAV visual localization[J/OL](2024).

[46] ZHENG Z D, WEI Y C, YANG Y. University-1652: a multi-view multi-source benchmark for drone-based geo-localization[C], 1395-1403(2020).

[47] ZHU R Z, YIN L, YANG M Z et al. SUES-200: a multi-height multi-scene cross-view image benchmark across drone and satellite[J]. IEEE Transactions on Circuits and Systems for Video Technology, 33, 4825-4839(2023).

[48] COUTURIER A, AKHLOUFI M A. Convolutional neural networks and particle filter for UAV localization[C], 108-120(2021).

[49] VALAITIS V, MARCINKEVICIUS V, JUREVICIUS R. Learning aerial image similarity using triplet networks[C], 195-207(2020).

[50] LIU G C, LIU C, YUAN Y. Locate where you are by block joint learning network[J]. IEEE Geoscience and Remote Sensing Letters, 19, 6507005(2022).

[51] AHN S H, KANG H S, LEE J M. Satellite image-based UAV localization using Siamese neural network[C], 513-516(2021).

[52] FISCHLER M A, BOLLES R C. Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography[J]. Communications of the ACM, 24, 381-395(1981).

[53] SCHAFFALITZKY F, ZISSERMAN A. Automated scene matching in movies[C], 186-197(2002).

[54] SUI H G, LI J J, LEI J F et al. A fast and robust heterologous image matching method for visual geo-localization of low-altitude UAVs[J]. Remote Sensing, 14, 5879(2022).

[55] MUGHAL M H, KHOKHAR M J, SHAHZAD M. Assisting UAV localization via deep contextual image matching[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14, 2445-2457(2021).

[56] HOU Q B, ZHOU D Q, FENG J S. Coordinate attention for efficient mobile network design[C], 13713-13722(2021).

[57] LI H L, WANG J N, WEI Z W et al. Jointly optimized global-local visual localization of UAVs[J/OL](2023).