Introduced powerful features Co-HOG and ConvCo-HOG for scene character recognition.
Designed a new offset based strategy for dimension reduction of above features.
Developed two new scene character datasets for Chinese and Bengali scripts.
Extensive simulations on 5 datasets of 3 scripts show the efficiency of the approach.