Monitoring eating habits using a piezoelectric sensor-based necklace

Mobile Ecological Momentary Diet Assessment Methods for Behavioral Research: Systematic Review (Preprint)

“…Because of the known limitation of existing dietary assessment methods, the research community is motivated to develop new solutions aimed at (semi-)automating the assessment of dietary intake. While the automated methods of real-time image-based detection [14][15][16][17][18][19][20][21][22][23][24] and real-time detection of food intake by biomechanical sensors or hand-held devices [25][26][27][28][29][30][31][32][33][34][35][36][37][38][39][40][41][42] have seen significant progress [15,24] in terms of identifying foods and estimating portion sizes [14][15][16][17][18][19][20][21][22][23][24] detecting wrist or hand motion [25][26][27][28]…”

“…Significant progress has been made in image-assisted and image-based food recording that has resulted in the improved accuracy of dietary self-report [15,24]. Similarly, wearable technology including gyroscopes, microphones, and mechanical or electrical impedance sensors have been adapted to detect wrist or hand motion [25][26][27][28][29][30][31] or patterns of chewing or swallowing indicative of food intake (eg, number of bites) [32][33][34][35][36][37][38][39][40][41]. However, design and proof-of-concept data suggest the automation of dietary assessment remains out of reach for the time being.…”

“…However, design and proof-of-concept data suggest the automation of dietary assessment remains out of reach for the time being. For instance, the mean detection accuracy of image detection and wearable devices have been acceptable in controlled settings (range = 73-99%) [18,26,30,31,34,35,[38][39][40][41][42][43][44][45][46][47][48] but limited testing has been done in natural settings [27].…”

“…image-assisted and image-based assessment [14][15][16][17][18][19][20][21][22][23][24] and the detection of food intake by biomechanical sensors or hand-held devices [25][26][27][28][29][30][31][32][33][34][35][36][37][38][39][40][41][42]. Significant progress has been made in image-assisted and image-based food recording that has resulted in the improved accuracy of dietary self-report [15,24].…”

Bite count rates in free-living individuals: new insights from a portable sensor

“…Frequently, studies in which rates of food consumption activities, such as chews, [5,6] bite counts [7] or swallows, [8] or even spoonfuls, [9] are measured and called bite count rates. Bite count rates can be measured in numerous ways.…”