Gong, Han; Li, Tian; Wang, Lijuan; Huang, Shucheng; Li, Mingxing (2025) An Improved YOLOv8-Based Dense Pedestrian Detection Method with Multi-Scale Fusion and Linear Spatial Attention. Applied Sciences, 15 (10). doi:10.3390/app15105518
Reference Type | Journal (article/letter/editorial) | ||
---|---|---|---|
Title | An Improved YOLOv8-Based Dense Pedestrian Detection Method with Multi-Scale Fusion and Linear Spatial Attention | ||
Journal | Applied Sciences | ||
Authors | Gong, Han | Author | |
Li, Tian | Author | ||
Wang, Lijuan | Author | ||
Huang, Shucheng | Author | ||
Li, Mingxing | Author | ||
Year | 2025 (May 14) | Volume | 15 |
Issue | 10 | ||
Publisher | MDPI AG | ||
DOI | doi:10.3390/app15105518Search in ResearchGate | ||
Generate Citation Formats | |||
Mindat Ref. ID | 18444469 | Long-form Identifier | mindat:1:5:18444469:4 |
GUID | 0 | ||
Full Reference | Gong, Han; Li, Tian; Wang, Lijuan; Huang, Shucheng; Li, Mingxing (2025) An Improved YOLOv8-Based Dense Pedestrian Detection Method with Multi-Scale Fusion and Linear Spatial Attention. Applied Sciences, 15 (10). doi:10.3390/app15105518 | ||
Plain Text | Gong, Han; Li, Tian; Wang, Lijuan; Huang, Shucheng; Li, Mingxing (2025) An Improved YOLOv8-Based Dense Pedestrian Detection Method with Multi-Scale Fusion and Linear Spatial Attention. Applied Sciences, 15 (10). doi:10.3390/app15105518 | ||
In | (2025, May) Applied Sciences Vol. 15 (10). MDPI AG |
References Listed
These are the references the publisher has listed as being connected to the article. Please check the article itself for the full list of references which may differ. Not all references are currently linkable within the Digital Library.
Li (2023) Transducer Microsyst. Technol. Pedestrian detection and tracking algorithm based on occlusion-aware 42, 126 | |
Not Yet Imported: - journal-article : 10.1109/TITS.2020.3041679 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Liu (2022) J. Electron. Meas. Instrum. UAST-RCNN: Object detection algorithm for blocking pedestrians 36, 168 | |
Not Yet Imported: - journal-article : 10.1109/TPAMI.2016.2577031 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) - proceedings-article : 10.1109/CVPR46437.2021.01145 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) - proceedings-article : 10.1109/CVPR42600.2020.01223 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Hong (2021) IEEE Geosci. Remote Sens. Lett. SSPNet: Scale selection pyramid network for tiny person detection from UAV images 19, 1 | |
Not Yet Imported: 2021 IEEE/CVF International Conference on Computer Vision (ICCV) - proceedings-article : 10.1109/ICCV48922.2021.00090 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - journal-article : 10.3390/make5040083 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Jocher, G., Chaurasia, A., and Qiu, J. (2025, January 06). Ultralytics YOLOv8, 2023. Available online: https://github.com/ultralytics/ultralytics/tree/v8.0.6. | |
Not Yet Imported: 2015 IEEE International Conference on Computer Vision (ICCV) - proceedings-article : 10.1109/ICCV.2015.169 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Li (2017) IEEE Trans. Multimed. Scale-aware fast R-CNN for pedestrian detection 20, 985 | |
Not Yet Imported: - book-chapter : 10.1007/978-3-319-46448-0_2 If you would like this item imported into the Digital Library, please contact us quoting Book ID 9783319464473 | |
Not Yet Imported: - journal-article : 10.1109/TPAMI.2018.2858826 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: Journal of Physics: Conference Series - journal-article : 10.1088/1742-6596/1802/3/032073 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - proceedings-article : 10.1109/CVPR.2016.91 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - proceedings-article : 10.1109/CVPR.2017.690 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Redmon, J., and Farhadi, A. (2018). Yolov3: An incremental improvement. arXiv. | |
Bochkovskiy, A., Wang, C.-Y., and Liao, H.-Y.M. (2020). Yolov4: Optimal speed and accuracy of object detection. arXiv. | |
Li, C., Li, L., Jiang, H., Weng, K., Geng, Y., Li, L., Ke, Z., Li, Q., Cheng, M., and Nie, W. (2022). YOLOv6: A single-stage object detection framework for industrial applications. arXiv. | |
Not Yet Imported: - proceedings-article : 10.1109/CVPR52729.2023.00721 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Wang, C.-Y., Yeh, I.-H., and Mark Liao, H.-Y. (2024). Yolov9: Learning what you want to learn using programmable gradient information. European Conference on Computer Vision, Springer. | |
Wang (2024) Adv. Neural Inf. Process. Syst. Yolov10: Real-time end-to-end object detection 37, 107984 | |
Jocher, G., and Qiu, J. (2025, March 01). Ultralytics YOLO11, 2024. Available online: https://github.com/ultralytics/ultralytics. | |
Not Yet Imported: - journal-article : 10.1007/s00371-023-03156-7 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Xu (2022) Adv. Neural Inf. Process. Syst. Beta r-cnn: Looking into pedestrian detection from another perspective 33, 19953 | |
Not Yet Imported: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) - proceedings-article : 10.1109/CVPR46437.2021.01559 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Li, N., Bai, X., Shen, X., Xin, P., Tian, J., Chai, T., and Wang, Z. (2024). Dense pedestrian detection based on GR-YOLO. Sensors, 24. | |
![]() | |
Li (2025) J. Real-Time Image Process. Towards real-time accurate dense pedestrian detection via large-kernel perception module and multi-level feature fusion 22, 16 | |
An (2024) Alex. Eng. J. GC-YOLOv9: Innovative smart city traffic monitoring solution 106, 277 | |
Not Yet Imported: - proceedings-article : 10.1109/ICCV.2017.89 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - proceedings-article : 10.1109/CVPR42600.2020.01104 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Katharopoulos, A., Vyas, A., Pappas, N., and Fleuret, F. (2020, January 13–18). Transformers are rnns: Fast autoregressive transformers with linear attention. Proceedings of the International Conference on Machine Learning, Online. | |
Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A.N., Kaiser, Ł., and Polosukhin, I. (2017). Attention is all you need. Adv. Neural Inform. Process. Syst., 30. | |
Li (2020) Adv. Neural Inform. Process. Syst. Generalized focal loss: Learning qualified and distributed bounding boxes for dense object detection 33, 21002 | |
Not Yet Imported: Proceedings of the AAAI Conference on Artificial Intelligence - journal-article : 10.1609/aaai.v34i07.6999 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Shao, S., Zhao, Z., Li, B., Xiao, T., Yu, G., Zhang, X., and Sun, J. (2018). CrowdHuman: A Benchmark for Detecting Human in a Crowd. arXiv. | |
Not Yet Imported: - journal-article : 10.1109/TMM.2019.2929005 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - journal-article : 10.1109/TPAMI.2011.155 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - proceedings-article : 10.1109/CVPR.2018.00745 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - book-chapter : 10.1007/978-3-030-01234-2_1 If you would like this item imported into the Digital Library, please contact us quoting Book ID 9783030012335 | |
Not Yet Imported: - proceedings-article : 10.1109/CVPR42600.2020.01155 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - proceedings-article : 10.1109/ICASSP49357.2023.10096516 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - journal-article : 10.1016/j.neucom.2022.07.042 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Zanjia, T., Yuhang, C., Zewei, X., and Rong, Y. (2023). Wise-IoU: Bounding Box Regression Loss with Dynamic Focusing Mechanism. arXiv. | |
Not Yet Imported: 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) - proceedings-article : 10.1109/CVPR.2017.106 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - proceedings-article : 10.1109/ICCV.2017.593 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - proceedings-article : 10.1109/CVPR.2019.00662 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - proceedings-article : 10.1109/CVPR.2018.00378 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: Computer Vision – ECCV 2018 - book-chapter : 10.1007/978-3-030-01252-6_24 If you would like this item imported into the Digital Library, please contact us quoting Book ID 9783030012519 | |
Not Yet Imported: - journal-article : 10.1016/j.dt.2021.10.007 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - proceedings-article : 10.1145/3394171.3413634 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Zhu, X., Su, W., Lu, L., Li, B., Wang, X., and Dai, J. (2020). Deformable detr: Deformable transformers for end-to-end object detection. arXiv. | |
Not Yet Imported: IEEE Transactions on Pattern Analysis and Machine Intelligence - journal-article : 10.1109/TPAMI.2023.3292030 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - proceedings-article : 10.1109/CVPR52688.2022.00093 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) - proceedings-article : 10.1109/CVPR52729.2023.01711 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - journal-article : 10.1109/TIP.2023.3273853 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Tang (2023) IEEE Trans. Intell. Transp. Syst. DDAD: Detachable Crowd Density Estimation Assisted Pedestrian Detection 24, 1867 | |
Liu (2024) IEEE Trans. Instrum. Meas. An Anchor-Free Dual-Branch Approach for Real-Time Metro Passenger Detection 73, 3428635 | |
Not Yet Imported: - journal-article : 10.1109/TIM.2023.3341131 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Ali, A., Gaikov, G., Rybalchenko, D., Chigorin, A., Laptev, I., and Zagoruyko, S. (2024, January 17–21). PairDETR: Joint Detection and Association of Human Bodies and Faces. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Seattle, WA, USA. | |
Not Yet Imported: IEEE Transactions on Multimedia - journal-article : 10.1109/TMM.2023.3293333 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Wang, A., Liu, L., Chen, H., Lin, Z., Han, J., and Ding, G. (2025). Yoloe: Real-time seeing anything. arXiv. | |
Not Yet Imported: - proceedings-article : 10.1109/ICME46284.2020.9102793 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - book-chapter : 10.1007/978-3-030-73973-7_33 If you would like this item imported into the Digital Library, please contact us quoting Book ID 9783030739720 | |
Not Yet Imported: - journal-article : 10.1007/s00530-022-00891-0 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - proceedings-article : 10.1109/CVPR42600.2020.01076 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Chi, C., Zhang, S., Xing, J., and Lei, Z. (2020, January 7–12). Pedhunter: Occlusion robust pedestrian detector in crowded scenes. Proceedings of the 2020 AAAI conference on artificial intelligence, New York, NY, USA. | |
Liu (2022) Mob. Inf. Syst. Double Mask R-CNN for Pedestrian Detection in a Crowd 2022, 4012252 | |
Not Yet Imported: - journal-article : 10.1109/TMM.2023.3251100 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) - proceedings-article : 10.1109/CVPR.2017.474 If you would like this item imported into the Digital Library, please contact us quoting Journal ID |
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