Mask-guided attention network for occluded pedestrian detection

Y Pang, J Xie, MH Khan, RM Anwer… - Proceedings of the …, 2019 - openaccess.thecvf.com
pedestrian detection with the following contributions. First, we introduce a novel maskguided
attention network that fits naturally into popular pedestrian detection pipelines. Our …

Cross-modality interactive attention network for multispectral pedestrian detection

L Zhang, Z Liu, S Zhang, X Yang, H Qiao, K Huang… - Information …, 2019 - Elsevier
… Multispectral pedestrian detection is an emerging solution … cross-modality interactive
attention network that takes full … two modalities are encoded in the attention module. Next, the …

Occluded pedestrian detection through guided attention in cnns

S Zhang, J Yang, B Schiele - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
attention net that uses global pooling instead. We refer to the FasterRCNN detector using part
attention net … Motivated by these findings, we design an attention net to generate attention

Attention guided neural network models for occluded pedestrian detection

T Zou, S Yang, Y Zhang, M Ye - Pattern Recognition Letters, 2020 - Elsevier
attention network for the occlusion handling are explored. Self-attention network learns the
features of a pedestrian’… CAM-based attention network is trained separately from the detectors

CSANet: Channel and spatial mixed attention CNN for pedestrian detection

Y Zhang, P Yi, D Zhou, X Yang, D Yang, Q Zhang… - IEEE …, 2020 - ieeexplore.ieee.org
… dual attention network to extenuate the limitations mentioned above for pedestrian detection
We constructed a single-stage pedestrian detector based on the dual attention network and …

Fast pedestrian detection with attention-enhanced multi-scale RPN and soft-cascaded decision trees

H Wang, Y Li, S Wang - IEEE Transactions on Intelligent …, 2019 - ieeexplore.ieee.org
pedestrian detectors, we use soft-cascaded decision trees instead of cascaded deep neural
networks to achieve high accuracy and fast detection … several pedestrian detection datasets …

Guided attention in cnns for occluded pedestrian detection and re-identification

S Zhang, D Chen, J Yang, B Schiele - International Journal of Computer …, 2021 - Springer
… Since we use CNNs as our basic structure, and an attention network as an add-on … pedestrian
detectors and re-identification methods, occlusion handling for pedestrians and attention

Mask-guided attention network and occlusion-sensitive hard example mining for occluded pedestrian detection

J Xie, Y Pang, MH Khan, RM Anwer… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
… for occluded pedestrian detection with the following contributions. First, we introduce a novel
mask-guided attention network that fits naturally into popular pedestrian detection pipelines…

An improved one-stage pedestrian detection method based on multi-scale attention feature extraction

J Ma, H Wan, J Wang, H Xia, C Bai - Journal of Real-Time Image …, 2021 - Springer
… -scale convolution module-attention network (MSCM-ANet), … a pedestrian detection method
for multi-scale attention … scale convolution module and attention module for feature extraction …

Attention based multi-layer fusion of multispectral images for pedestrian detection

Y Zhang, Z Yin, L Nie, S Huang - IEEE Access, 2020 - ieeexplore.ieee.org
… PiCANet [33] is a pixel-level contextual attention network that can selectively attend to local
or global contexts and produce informative contextual features for each pixel. We incorporate …