Improved spatial pyramid matching for scene recognition.

•A new spatial partition scheme combined with modified pyramid matching kernel based on spatial pyramid matching is proposed.•Our modified spatial pyramid matching is proved to be superior to conventional spatial pyramid matching.•We also propose a method of learning mid-level features using various autoencoders.•Local visual descriptors are encoded into different mid-level features with sparsity, robustness and contractiveness respectively.