Table 2.
Method | Advantages | Disadvantages | Open-Source |
---|---|---|---|
Facial Landmarks | Bite detection Chew detection |
Camera angle and distance can impact performance Only tested in 2D No swallow detection |
Yes |
Deep neural networks | Bite prediction Human body detection |
Not efficient for chewing prediction Hardware and software requirements No swallow detection |
Yes |
Optical flow | Chewing prediction No camera angle restrictions |
No bite detection Motion analysis outperformed by appearance analysis No swallow detection |
Yes |
Active appearance model | Chewing detection | No bite detection Not widely used No swallow detection |
Yes |
Video fluoroscopy | Swallow tracking | Cost and dimensions | No |