I used Histogram of Oriented Gradients descriptors and trained the classifier using Support Vector Machines. And then I implemented a multi-scale sliding window detector to identify the hand symbol in the testing image.
DropBox link for dataset: https://www.dropbox.com/s/c1x12knns1d56pa/trial_data.zip?dl=0