为了解决尺度不匹配问题,本文提出了scale-sequence-feature-fusion结构。该结构基于尺度序列的概念,将不同尺度下的特征序列作为输入,通过有效的特征融合方法将它们进行整合。与传统的特征融合方法相比,这种结构能够更好地适应尺度变化,提高模型的鲁棒性和泛化能力。 我们的方法的关键创新点在于将尺度序列作为输入。通过考虑...
A novel attentional scale sequence fusion based on YOLO.Three novel modules in the neck part of the YOLO framework.We introduce scale sequence feature fusion and triple feature encoding modules.We introduce a novel channel and position attention mechanism.ASF-YOLO achieves competitive performance in bo...
feature extraction, multi-scale feature fusion, attention mechanism References [1] DING Y Y, ZHAO Q, LI B Q, et al. Facial expression recognition from image sequence based on LBP and Taylor expansion[J]. IEEE Access, 2017(5): 19409-19419. DOI: 10.1109/ACCESS.2017.2737821. [2] WANG...
In addition, similar shallow features should not be extracted repeatedly when using skip connections for feature fusion; otherwise, it will lead to computational burden and model parameter redundancy. Therefore, this paper applies the attention mechanism to skip connections to increase the weight of ...
Although FPN-like feature fusion models have achieved remarkable results in the field of computer vision, they still have some shortcomings. On the one hand, as mentioned in the paper33, in the pyramid feature fusion structure, the deep feature information is transferred to the shallow features ...
the idea is clear and the correct project production process is conducive to the smooth completion of the task in order to avoid the problems of process error or live sequence confusion, time-consuming, laborious, and high cost in the production process. Then, before the simulation design of ...
DT first intensively samples the feature points of the images in the video; then, it tracks the feature points to obtain the trajectories in the video sequence and perform feature extraction and coding based on these trajectories; finally, it performs actions by using machine learning methods such...
Feature fusion for basic behavior unit segmentation from video sequences It has become increasingly popular to study animal behaviors with the assistance of video recordings. An automated video processing and behavior analysis s... X Xue,TC Henderson - 《Robotics & Autonomous Systems》 被引量: 37...
A Road Crack Segmentation Method Based on Transformer and Multi-Scale Feature Fusion To ensure the safety of vehicle travel, the maintenance of road infrastructure has become increasingly critical, with efficient and accurate detection tech... Y Xu,Y Xia,Q Zhao,... - Electronics (2079-9292) 被...
Finally, contig sequences obtained from Nanopore reads of Psettodes erumei were used to check for these lineage-specific chromosome fusion and fission events to further test if flatfish-like Psettodoidei lineage (including Psettodes erumei) has different ancestral chromosomes from that of real ...