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  • Aug
    7

    Boyang Wei Computer Science PhD Final Defense August 7: Battery-Efficient Multimodal Machine Learning for Wearable Dietary Monitoring: Eating, Drinking Detection and Caloric Intake Estimation

    Department of Computer Science (CS)

    2:00 PM Mudd 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    Accurately recording what, when, and how much people eat is essential to nutrition research and health interventions. Yet food diaries are burdensome, and no single wearable sensor answers all three questions well. Wrist and thermal sensors can operate continuously and privately but reveal little about food identity or portion size. Cameras provide richer context, but continuous capture and inference increase energy and privacy costs.
    This dissertation investigates how a wearable dietary-monitoring system can rely on low-cost sensors most of the time and invoke richer visual models only when useful. I develop a battery-efficient multimodal machine-learning framework that treats dietary assessment as connected tasks rather than one monolithic prediction. The pipeline identifies hand-to-mouth activity from wrist, upward-facing thermal, and camera-supported evidence. A compact thermal trigger determines when to request forward-facing images for eating and drinking recognition, food classification, and caloric-intake estimation. Neural architecture search explores models that balance predictive quality, computation, size, and latency.
    The dissertation combines lessons from prior wearable-sensing studies with module-specific methods and evaluations. Low-power candidate discovery can reduce reliance on continuous image processing; triggering separates always-on sensing from higher-cost visual analysis; and task-specific architecture search examines models suited to wearable constraints. Together, these contributions establish a practical design for conditional dietary monitoring. The broader goal is passive dietary assessment that is more accurate and less burdensome while respecting battery and privacy constraints and supporting future on-device and free-living evaluation.

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    TIME Friday, August 7, 2026 at 2:00 PM - 4:00 PM

    LOCATION Mudd 3514, Mudd Hall ( formerly Seeley G. Mudd Library)    map it

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    CONTACT Jensen Smith    jensen.smith@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Aug
    20

    Nathaniel Hejduk Qualifying Exam Presentation August 20: Navigating Mixed-Typed Migration with Profilers

    Department of Computer Science (CS)

    1:00 PM Mudd 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Thursday, August 20, 2026 at 1:00 PM - 4:00 PM

    LOCATION Mudd 3514, Mudd Hall ( formerly Seeley G. Mudd Library)    map it

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    CONTACT Jensen Smith    jensen.smith@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Sep
    14

    Welcome & Breakfast for New McCormick PhD Students

    McCormick School of Engineering and Applied Science

    9:00 AM LR2, Technological Institute

    EVENT DETAILS

    TIME Monday, September 14, 2026 at 9:00 AM - 10:30 AM

    LOCATION LR2, Technological Institute    map it

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    CONTACT Andi Joppie    andi.joppie@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Sep
    22

    Welcome & Luncheon for New Full-time Graduate Students

    McCormick School of Engineering and Applied Science

    11:00 AM Ryan Family Auditorium, Technological Institute

    EVENT DETAILS

    TIME Tuesday, September 22, 2026 at 11:00 AM - 12:30 PM

    LOCATION Ryan Family Auditorium, Technological Institute    map it

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    CONTACT Andi Joppie    andi.joppie@northwestern.edu EMAIL

    CALENDAR McCormick School of Engineering and Applied Science

  • Sep
    24

    Bagel Thursday + Discussion

    Department of Computer Science (CS)

    9:00 AM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Thursday, September 24, 2026 at 9:00 AM - 11:00 AM

    LOCATION 3514, Mudd Hall ( formerly Seeley G. Mudd Library)    map it

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    CONTACT Wynante R Charles    wynante.charles@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Sep
    28

    CS Seminar

    Department of Computer Science (CS)

    12:00 PM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Monday, September 28, 2026 at 12:00 PM - 1:00 PM

    LOCATION 3514, Mudd Hall ( formerly Seeley G. Mudd Library)    map it

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    CONTACT Wynante R Charles    wynante.charles@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Oct
    5

    CS Seminar: Formal Relational Equivalence for SQL, GenAI, and Beyond (Brian Suchy)

    Department of Computer Science (CS)

    12:00 PM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Monday, October 5, 2026 at 12:00 PM - 1:00 PM

    LOCATION 3514, Mudd Hall ( formerly Seeley G. Mudd Library)    map it

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    CONTACT Wynante R Charles    wynante.charles@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Oct
    29

    Bagel Thursday + Discussion

    Department of Computer Science (CS)

    9:00 AM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Thursday, October 29, 2026 at 9:00 AM - 11:00 AM

    LOCATION 3514, Mudd Hall ( formerly Seeley G. Mudd Library)    map it

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    CONTACT Wynante R Charles    wynante.charles@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)

  • Nov
    19

    Bagel Thursday + Discussion

    Department of Computer Science (CS)

    9:00 AM 3514, Mudd Hall ( formerly Seeley G. Mudd Library)

    EVENT DETAILS

    TIME Thursday, November 19, 2026 at 9:00 AM - 11:00 AM

    LOCATION 3514, Mudd Hall ( formerly Seeley G. Mudd Library)    map it

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    CONTACT Wynante R Charles    wynante.charles@northwestern.edu EMAIL

    CALENDAR Department of Computer Science (CS)