Pedestrian detection based on attention mechanism and feature enhancement with SSD

TT Feng, HY Ge - 2020 5th International Conference on …, 2020 - ieeexplore.ieee.org
detect small targets,so the pedestrian detection algorithm presented in this paper picks the
feature enhancement … algorithm to fuse non-adjacent feature layers to increase the semantic …

Multi-scale feature balance enhancement network for pedestrian detection

Y He, N He, R Zhang, K Yan, H Yu - Multimedia Systems, 2022 - Springer
pedestrian detection methods and finds that the feature pyramid structure is insufficient in
addressing the problem of scale differences between pedestrians. (2… the feature enhancement

High-level semantic feature detection: A new perspective for pedestrian detection

W Liu, S Liao, W Ren, W Hu… - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
pedestrian points, which is also a straightforward convolution. Therefore, in this paper, pedestrian
detection is … Enhanced by the novel corner pooling layer, CornerNet achieves superior …

Research on Pedestrian Detection Based on the Multi-Scale and Feature-Enhancement Model

R Li, Y Zu - Information, 2023 - mdpi.com
… such as the various scale of pedestrian features and cluttered background, which … pedestrian
detection method based on the FCOS network. Firstly, we designed a feature enhancement

Pedestrian Detection Based on Feature Enhancement in Complex Scenes

J Su, Y An, J Wu, K Zhang - Algorithms, 2024 - mdpi.com
… The experimental results show that the pedestrian detection network PT-YOLO … detection
methods in pedestrian detection and can effectively accomplish the task of pedestrian detection

Global context-aware feature extraction and visible feature enhancement for occlusion-invariant pedestrian detection in crowded scenes

Z Liu, X Song, Z Feng, T Xu, X Wu, J Kittler - Neural Processing Letters, 2023 - Springer
… information to strengthen the features extracted by a … discriminative features of pedestrians
for robust pedestrian detection … contextual information for pedestrian detection. Fusing global …

From handcrafted to deep features for pedestrian detection: A survey

J Cao, Y Pang, J Xie, FS Khan… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
… methods, where feature enhanced, part-aware, and post-processing … pedestrian detection,
we also review multi-spectral pedestrian detection, which provides more robust features for …

New features and insights for pedestrian detection

S Walk, N Majer, K Schindler… - 2010 IEEE Computer …, 2010 - ieeexplore.ieee.org
… We will show that our enhanced detector using HOG, motion, and CSS … pedestrian detection
in multiple ways: We have introduced powerful selfsimilarity features to pedestrian detection, …

Strengthening the effectiveness of pedestrian detection with spatially pooled features

S Paisitkriangkrai, C Shen… - Computer Vision–ECCV …, 2014 - Springer
… recognition and pedestrian detection problems [8, 9, 10, 11], we propose to perform the
spatial pooling operation to create the new feature type. Our new detector yields competitive …

Graininess-aware deep feature learning for pedestrian detection

C Lin, J Lu, G Wang, J Zhou - Proceedings of the European …, 2018 - openaccess.thecvf.com
features for robust pedestrian detection. Specifically, we propose a scale-aware pedestrian
attention module to guide the detector to … are enhanced, while the background interference is …