Deep learning for occluded and multiscale pedestrian detection: A review

Y Xiao, K Zhou, G Cui, L Jia, Z Fang… - IET Image …, 2021 - Wiley Online Library
… and multi-scale problems of pedestrian detection and discussed the corresponding solutions.
At last, we induced the pedestrian detection … trend of deep learning in pedestrian detection. …

A part-aware multi-scale fully convolutional network for pedestrian detection

P Yang, G Zhang, L Wang, L Xu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… Based on the above analysis, we propose a new structure to generate multi-scale feature
maps with sufficient spatial resolution for accurate pedestrian detection, as illustrated in Fig. 5(c…

Adaptive fusion of multi-scale YOLO for pedestrian detection

WY Hsu, WY Lin - IEEE Access, 2021 - ieeexplore.ieee.org
detection. Therefore, this study explored methods of resolving such pedestrian detection
problems… Although deep learning has been widely used in pedestrian detection [3], [4], image …

Occlusion handling and multi-scale pedestrian detection based on deep learning: A review

F Li, X Li, Q Liu, Z Li - IEEE Access, 2022 - ieeexplore.ieee.org
… recent progress in pedestrian detection. Firstly, brief progress of pedestrian detection in the
past … Secondly, recent deep learning methods focusing on occlusion and scale variance are …

Pedestrian detection using multi-scale structure-enhanced super-resolution

WY Hsu, PY Yang - IEEE Transactions on Intelligent …, 2023 - ieeexplore.ieee.org
… Related applications such as object detection [1… ], etc., and this research will study the
sub-branch “pedestrian detection” under object detection. Pedestrian detection has been one of …

A new multi-scale pedestrian detection algorithm in traffic environment

J Ren, J Han - Journal of Electrical Engineering & Technology, 2021 - Springer
… Aiming at the problems of background confusion, there are pedestrian ambiguity and
pedestrian multi-scale in pedestrian detection, this paper constructs a pedestrian detection method …

Pedestrian detection algorithm based on multi-scale feature extraction and attention feature fusion

H Xia, J Ma, J Ou, X Lv, C Bai - Digital Signal Processing, 2022 - Elsevier
pedestrian detection have been improved considerably, an optimistic balance between
accuracy and speed, pedestrian detection under different scalesmulti-scale pedestrian detection

SAM-RCNN: Scale-aware multi-resolution multi-channel pedestrian detection

T Liu, M Elmikaty, T Stathaki - arXiv preprint arXiv:1808.02246, 2018 - arxiv.org
… In this paper, we proposed a scale-aware multi-resolution (SAM) pedestrian detection frame…
combination of multi-resolution CNN features for pedestrian candidates of different scales. …

[HTML][HTML] Occlusion and multi-scale pedestrian detection A review

W Chen, Y Zhu, Z Tian, F Zhang, M Yao - Array, 2023 - Elsevier
… problems are the key problems to be solved in pedestrian detection. The purpose of this … of
pedestrian detection. Firstly, this paper explores the research status of pedestrian detection in …

Pedestrian detection via multi-scale feature fusion convolutional neural network

A Guo, B Yin, J Zhang, J Yao - 2017 Chinese Automation …, 2017 - ieeexplore.ieee.org
pedestrian detection. Taking into account these factors, we present MFF-CNN for pedestrian
detectionmulti-scale features. We first modify anchors in RPN, making it more suitable for …