FoodAI

FoodAI

1. Motivation

   • Diabetes
     • Prevent by Food Logging
       • Traditional on Sheet
         • not effective
       • Smart Food Logging with FoodAI
   • 2-3 Minuten

2. Problem

   • Food Image Recognition
     • Visual Recognition
       • Take picture
         • Deepl Learning /NN
           • Output
     • Challenges

3. Approach

   • Deep Learning instead of Classical Approach
     • CNN
       • Erklären was CNN ist
       • Table 1 SENet etc kurz erklären
         • Table 2 Focal loss erklären
     • Training sets
     • 2-3 min
   • System Architecture
     • Frontend
     • Backend
     • Offline
     • weglassen

4. Research

   • Challenges
   • Experiment Setup
   • Benchmarks

5. Case Studies

   • Easy
     • Banana etc
   • Hard
     • Inter-class similarity
       • drinks
     • intra-class diversity
       • rice
     • incomplete/non-food
     • bad photos
     • multiple foods on one photo
     • unknown/new

6. Related Work