Depth augmented Semantic Segmentation networks for Automated Driving -- Optic Disc Segmentation in Fundus Images Using Anatomical Atlases with Nonrigid Registration -- Bird Species Classification using Transfer Learning with Multistage Training -- A Deep Learning Paradigm for Automated Face Attendance -- Robust Detection of Iris Region Using an Adapted SSD Framework -- Dynamic Image Networks for Human Fall Detection in 360-degree Videos -- Image segmentation and geometric feature based approach for fast video summarization of surveillance videos -- Supervised Hashing for Retrieval of Multimodal Biometric data -- Pose estimation for Distracted Driver Detection using Deep Convolutional Neural Networks -- AECNN: Autoencoder with Convolutional Neural Network for Hyperspectral Image Classification.