Transportation mode recognition based on low-rate acceleration and location signals with an attention-based multiple-instance learning network

arXiv:2404.15323v1 Announce Type: cross
Abstract: Transportation mode recognition (TMR) is a critical component of human activity recognition (HAR) that focuses on understanding and identifying how people move within transportation systems. It is commonly based on leveraging inertial, location, or both types of signals, captured by modern smartphone devices. Each type has benefits (such as increased effectiveness) and drawbacks (such as increased battery consumption) depending on the transportation mode (TM). Combining the two types is challenging as they exhibit significant differences …

abstract arxiv attention cs.lg eess.sp human instance location low multiple network people rate recognition systems transportation type types understanding