Spiking-YOLO: Spiking Neural Network for Energy-Efficient Object Detection

Over the past decade, deep neural networks (DNNs) have demonstrated remarkable performance in a variety of applications. As we try to solve more advanced problems, increasing demands for computing and power resources has become inevitable. Spiking neural networks (SNNs) have attracted widespread interest as the third-generation of neural networks due to their event-driven and low-powered nature. SNNs, however, are difficult to train, mainly owing to their complex dynamics of neurons and non-differentiable spike operations. Furthermore, their applications have been limited to relatively simple tasks such as image classification. In this study, we investigate the performance degradation of SNNs in a more challenging regression problem (i.e., object detection). Through our in-depth analysis, we introduce two novel methods: channel-wise normalization and signed neuron with imbalanced threshold, both of which provide fast and accurate information transmission for deep SNNs. Consequently, we present a first spiked-based object detection model, called Spiking-YOLO. Our experiments show that Spiking-YOLO achieves remarkable results that are comparable (up to 98%) to those of Tiny YOLO on non-trivial datasets, PASCAL VOC and MS COCO. Furthermore, Spiking-YOLO on a neuromorphic chip consumes approximately 280 times less energy than Tiny YOLO and converges 2.3 to 4 times faster than previous SNN conversion methods.Comment: Accepted to AAAI 202

Ocular comorbidities in neonatal abstinence syndrome

Chronic opioid exposure in utero places the infant at risk of Neonatal Abstinence Syndrome (NAS), a clinical diagnosis of neurological, autonomic, and/or gastrointestinal withdrawal symptoms from opioid abstinence at birth. The prevalence of NAS is rising concurrently with the recent epidemic of opioid misuse among the general population in the United States, including pregnant women. Opioid misusing women typically receive methadone or buprenorphine as a treatment throughout pregnancy. However, the opioid misuse during pregnancy is associated with higher obstetric complications and a higher incidence of NAS in infants, at times requiring pharmacological intervention. The exact consequences to the human development from opioid exposure in utero remain unclear. Animal studies suggest that the fetal impacts of opioid exposure may differ from the consequences for an adult who uses opioids. Furthermore, there may be neurodevelopmental alterations in myelin physiology, dendritic length in the brain, and neurotransmitter systems when a child is exposed to opioids in utero. Clinical studies highlight associations between perinatal opioid exposure and gene mutation variants, cranial abnormalities on imaging, and a high prevalence of ocular and visual comorbidities. Ocular and visual comorbidities are of particular interest, because they may be treatable when detected early. The current literature about NAS infants and ocular and visual comorbidities is limited by the retrospective and small case-control study designs employed by the majority of the research groups. The proposed study design is a prospective study comparing groups of opioid exposed and non-opioid exposed infants born at Boston Medical Center in Boston, Massachusetts. The ocular and visual comorbidities detected in each group will be quantified, while analyzing the relationship and the relative risk attributable to the infant’s and mother’s demographics. The social context of opioid misuse may complicate the interpretation of the data; however, the design anticipates sufficient recruitment and generalizability as it is conducted at a safety net hospital. Ultimately, the goal of this proposal is to reduce the risk to the fetus with perinatal opioid exposure and build the knowledge base about ocular comorbidities in NAS infants so that optimal and comprehensive care can be provided in the future

Antecedents and Consequences of Trust and Commitment in Apparel Manufacturer-Contractor Relationships: The Moderating Role of Firm Size

As the long-term orientation of the relationships established between firms has been widely discussed as an important strategic element to success in competitive business environments, firms have been interested in establishing cooperative long-term business relationships with customers and suppliers (Morgan & Hunt, 1994). Existing evidence from research insists that the size of the firm (Redondo & Fierro, 2007) is a fundamental component considered in dyadic relational models and trust and commitment (Morgan & hunt, 1994) and firm performance and relationship satisfaction (Jap & Ganesan, 2000) are key elements in the development and maintenance of lasting relationships between firms

The effects of listing status on a firm’s lease accounting: Evidence from South Korea

This study examines how the listing status affects a firm’s choice of lease accounting, using 7,023 firm-year observations that record either an operating or a capital lease from 2001 to 2013 in Korea. We find that unlisted firms are more likely to opt for operating leases, and to have a higher ratio of operating leases than listed firms are. These results indicate that unlisted firms tend to prefer operating leases which can be used as a tool to avoid increasing debt levels and to benefit from off-balance sheet financing (or unrecorded liabilities), compared to listed firms. This study contributes to the current accounting literature as it is the first to provide empirical evidence regarding the impact of the listing status on a firm’s lease accounting

Correlation of Pre-Hypertension with Carotid Artery Damage in Middle-Aged and Older Adults

The intima–media thickness (IMT), luminal diameters (LDs), flow velocities (FVs), compliance, and β-stiffness of the carotid artery (CA) are considered as independent risk factors for cardiovascular diseases (CVDs). Pre-hypertension (PHT) is also an independent CVD risk factor. This study investigated the association between CA damage (CAD) and PHT. A total of 544 adults participated; their blood pressures (BPs) and CA characteristics were measured using a mercury-free sphygmomanometer and ultrasound. Analysis of covariance (ANCOVA) was performed to assess the differences in the CA characteristics according to the BPs, multinomial logistic regression to evaluate the risk of CAD associated with PHT. In ANCOVA, the CA characteristics of PHT were significantly different from normotensive. The odds ratios (ORs) of IMTmax, LDmax, LDmin, peak-systolic FV (PFV), end-diastolic FV (EFV), PFV/LDmin, EFV/LDmax, compliance, and β-stiffness of PHT were 4.20, 2.70, 3.52, 2.41, 3.06, 3.55, 3.29, 2.02, and 1.84 times higher than those of the normotensive, respectively, in Model 2. In Model 3 adjusted for age, the ORs of LDmax, LDmin, EFV, PFV/LDmin, and EFV/LDmax of PHT were 2.10, 2.55, 1.96, 2.20, and 2.04 times higher than those of the normotensive, respectively. Therefore, the present study revealed that CAD is closely correlated with pre-hypertensive status in adults