[1] [1] SILVA L A, LEITHARDT V R Q, BATISTA V F L, et al. Automated road damage detection using UAV images and deep learning techniques[J]. IEEE access, 2023, 11: 62918-62931.

[2] [2] GOYAL V, GRAND-CLEMENT J. A first-order approach to accelerated value iteration[J]. Operations research, 2023, 71(2): 517-535.

[3] [3] MUEHLEBACH M, JORDAN M I. On constraints in first-order optimization: a view from non-smooth dynamical systems[J]. Journal of machine learning research, 2022, 23(256): 1-47.

[4] [4] TRIPATHY S, SATPATHY M. SSD internal cache management policies: a survey[J]. Journal of systems architecture, 2022, 122: 102334.

[5] [5] JIANG P Y, ERGU D, LIU F Y, et al. A review of YOLO algorithm developments[J]. Procedia computer science, 2022, 199: 1066-1073.

[6] [6] XU X Y, ZHAO M, SHI P X, et al. Crack detection and comparison study based on faster R-CNN and mask R-CNN[J]. Sensors, 2022, 22(3): 1215.

[7] [7] PIPIN S J, SINAGA F M, WINARDI S, et al. Sentiment analysis classification of ChatGPT on twitter big data in Indonesia using fast R-CNN[J]. Journal media informatika budidarma, 2023, 7(4): 2137-2148.

[8] [8] SAHIN M E, ULUTAS H, YUCE E, et al. Detection and classification of Covid-19 by using faster R-CNN and mask R-CNN on CT images[J]. Neural computing and applications, 2023, 35(18): 13597-13611.

[9] [9] TANG H Y, LIANG S, YAO D, et al. A visual defect detection for optics lens based on the YOLOv5-C3CA-SPPF network model[J]. Optics express, 2023, 31(2): 2628-2643.

[10] [10] KIM J H, KIM N, PARK Y W, et al. Object detection and classification based on YOLOv5 with improved maritime dataset[J]. Journal of marine science and engineering, 2022, 10(3): 377.

[11] [11] NGUYEN H C, NGUYEN T H, SCHERER R, et al. YOLO series for human hand action detection and classification from egocentric videos[J]. Sensors, 2023, 23(6): 3255.

[12] [12] SEGU M, TONIONI A, TOMBARI F. Batch normalization embeddings for deep domain generalization[J]. Pattern recognition, 2023, 135: 109115.

[13] [13] PAUL A, BANDYOPADHYAY R, YOON J H, et al. SinLU: sinu-sigmoidal linear unit[J]. Mathematics, 2022, 10(3): 337.

[14] [14] CHEN S L, ZHAO J Q, ZHOU Y, et al. Info-FPN: an informative feature pyramid network for object detection in remote sensing images[J]. Expert systems with applications, 2023, 214: 119132.

[15] [15] ZHANG Y, ZHANG H F, HUANG Q Q, et al. DsP-YOLO: an anchor-free network with DsPAN for small object detection of multiscale defects[J]. Expert systems with applications, 2024, 241: 122669.

[16] [16] HUANG J, HUANG X, KANG R, et al. Improved insulator location and defect detection method based on GhostNet and YOLOv5s networks[J]. Electronic research archive, 2024, 32(9).

[17] [17] SUN C Y, ZHANG H. Review of the development of first-generation redox flow batteries: iron-chromium system[J]. Chemsuschem, 2022, 15(1): e202101798.

[18] [18] WANG J, CHEN K, XU R, et al. CARAFE++: unified content-aware reassembly of features[J]. IEEE transactions on pattern analysis and machine intelligence, 2022, 9: 44.

[19] [19] ALVARO B. Road damage[EB/OL]. (2020)[2023-05-11]. https://www.kaggle.com/datasets/alvarobasily/road-damage.

[20] [20] YANG F Y, WANG K, SUN L S, et al. A hybrid sampling algorithm combining synthetic minority over-sampling technique and edited nearest neighbor for missed abortion diagnosis[J]. BMC medical informatics and decision making, 2022, 22(1): 344.