MMAI Project - Feature to Use

In the final project, I would like to use several different general visual feature. I want to examine which visual feature gives the best overall performance. I also like to test if the same visual feature perfoms best among all problem I am to tackle.

The candidate visual features include:
Color Moment
Down Scale image
Gabor Texture
Edge Histogram
SIFT feature
Image patch as BoW

Some interesting visual feature, such as "Concept-Based Image Representation", will not be implement in the final project due to the inability to prepare the training data.