Feature pyramid networkSelf-attention1D convolutionDetecting actions in videos has become a prominent research task due to its wide application. In addition to recognizing action category, this task also needs to localize the start time and end time of each action instance, which requires the model...
Zhao Q, Sheng T, Wang Y et al (2019) M2det: A single-shot object detector based on multi-level feature pyramid network. In: Proceedings of the AAAI conference on artificial intelligence, pp 9259–9266 Download references Acknowledgements This work was supported in part by the Key R &D Pro...
This study aims to address the unreasonable assignment of positive and negative samples and poor localization quality in ship detection in complex scenes. Therefore, in this study, a Synthetic Aperture Radar (SAR) ship detection network (A3-IO
Herein, we propose a dual-branch dual-task adaptive cross-weight feature fusion network (DAX-Net)1 for robust multi-class cancer classification in pathology images. The proposed network consists of a dual-branch feature extraction block, a feature fusion block, and a dual-branch prediction block...
In this paper, we present an Adaptive Double Pyramid Network (ADPNet) for real-time detection of arbitrary-shaped text, which sets a Double Feature Enhancement Pyramid using Packet Downsampling Units (PDUnits) to enhance feature maps with a minimal amount of processing. The performance of ADP...
·We propose MAEG-Net, a multi-scale adaptive feature fusion network based on edge-guidance, to mitigate the effects of large tumor size variations and ambiguous boundary regions in segmentation tasks. ·An advanced adaptive feature fusion module is proposed to enhance the multi-scale expression ab...
Different feature pyramid network (neck) We compared the impact of various feature pyramid networks (FPNs) such as Path Aggregation Network (PANet), FPN, Bidirectional Feature Pyramid Network (BiFPN), and the proposed dual-dense feedback network on network performance, as shown in Table4. ...
Since the feature pyramid net- work (FPN) [46] is attached to the last three stages of the backbone network, we do not replace the convolution layer in the first stage and ablate the replacement strategy in the last three stages. The ablation experiments are conducted on O...
Feature Pyramid Network FPN Region of Interest ROI Non-maximum Suppression NMS Mean Average Precision mAP Average Orientation Similarity AOS Average Precision AP Average Precision with 40 Recall Points AP40 Average Precision for 3D object Detection AP3D Average Precision for Bird’s Eye View APBEV ...
Pang, Y., Zhao, X., Xiang, T.Z., et al.: Zoomnext: A unified collaborative pyramid network for camouflaged object detection. In: IEEE transactions on pattern analysis and machine intelligence pp 1–16 (2024) Wang, W., Xie, E., Li, X., et al.: Pvt v2: improved baselines with ...