Hand Movement Analysis
Coordinate Based
Video Based
Unsupervised Learning
- Here we can mainly address limitations of datasets
Clustering
Auto-encoders
Distinguish Typical and Atypical Behaviors
How many clusters does the frames of the video comes under?
What algorithm is best to cluster?
What feature extractors can be used to optimize the clustering?
Cluster concentration Analysis
Determine different types of atypical repetitive behaviors
What clustering algorithm is the best to identify type anomalous repetitive behavior?
What feature extractors can be used to optimize the clustering?
Cluster concentration Analysis
What features are prominent inside a limited dataset to identify the type of anomalous behavior?
Generating an equation for distinguishing typical and atypical repetitive actions
What features are prominent inside a limited dataset to derive the equation?
Analysing the sequence of the motor movement before justifying the repetitive action as atypical
Distinguish Typical and Atypical Behaviors
What feature extractors can be used to optimize the class determination?
How to make the algorithm unbounded with a large variance across different patients
a dual stream abnormal detection network ensembled by videos of motor movement and repetition detection modules
Unsupervised Learning
Clustering
Pattern Identification Typical and Atypical Behaviors
What feature extractors can be used to optimize the clustering?
How many clusters does the motor movement comes under?
What algorithm is best to cluster?
Cluster concentration Analysis
Detailed analysis of clustering features repetitive behaviors
What coordinate based features are prominent inside a limited dataset to identify the type of anomalous behavior?
What clustering algorithm is the best to identify type anomalous repetitive behavior?
What feature fusions are best to identifying the typical and atypical repetitive hand movements
Autoencoders
Generating an equation for distinguishing repetitive actions
What features are prominent inside a limited dataset to derive the equation?
Analysing the sequence of the motor movement before justifying the repetitive action as atypical
Distinguish Typical and Atypical Behaviors
What feature extractors can be used to optimize the class determination?
a dual stream abnormal detection network ensemble by novel pose trajectory and repetition detection modules
How to make the algorithm unbounded with a large variance across different patients