I Introduction
Respiration monitoring plays a crucial role in diagnosing diseases such as chronic obstructive pulmonary disease (COPD) [1], heart failure [2], and sleep Apnea [3]. Monitoring respiration in clinical settings requires dedicated devices such as thoracic impedance pneumography [4], capnography [5] or pulse oximeter [6] which produce highly accurate results but may cause discomfort and even affect the underlying physiological parameters being measured [7]. In addition, these devices are costly and usually operated by well-trained professionals. Respiration monitoring in home settings include a range of devices and sensors such as wearable devices [8], [9], smart mattress, smart pillow embedded with air pressure sensors [10], fiber optic sensor [11], [12] and camera-based systems [13]. However, they can be still costly [10], [11], [12], may require long-time wearing [8], [9] and raise privacy concerns [13].