Machine Learning for Computer Vision

Brochure Apply Online

Principal Coordinator :

Prof. Aparajita Ojha, IIITDM Jabalpur

Co-Principal Coordinator :

Prof. M. P. Singh, NIT Patna
Dr. Suyel Namasudra, NIT Patna
Dr. R. Balasubrmanian, IIT Roorkee
Prof. RBV Subramanyam, NIT Warangal
Dr. Meenakshi Tripathi, MNIT Jaipur

Course Fee Details:

Academic (student/faculty): 500 INR

Industry People/ Others: 1000 INR

Foreign Participants: 4000 INR

Payment Details:

Bank Name: Allahabad Bank (Merge to Indian Bank)

Account Name: NIT Patna

Account No.: 50380476798

IFSC Code: IDIB000B810

Resource Persons:

EXPERTS/SPEAKERS - Prof. Shantanu Chaudhury, Director IIT Jodhpur; Dr. Suresh Sundaram, IITG; Prof. H. Fujiyoshi, Chubu Univ. Japan; Prof. Barbara Zitova, Acad Sci. Czech Republic; Dr. Amit Sethi, IITB; Prof. Sumantra Dutta Roy, IITD; Prof. P. Guha, Prof. Aparajita Ojha, IIITDM Jabalpur, Dr. Santosh Viparthi, MNIT Jaipur

Course contents:

MODULES TOPICS :

Introduction to Image Processing and Computer Vision (CV), Main Goals and Challenges of CV, Image Processing Goals and Tasks
Traditional Approaches in Image Processing, Feature Extraction and Their Applications to Image Processing: Natural Image Classification, Image Enhancement, Edge Detection, Segmentation, Image Denoising
Introduction to Artificial Intelligence (AI) and Machine Learning (ML), Supervised and Unsupervised Learning, Traditional ML Approaches

Neural Network as a Learning Machine, Forward and Backward Propagation, Applications in Computer Vision, Image Classification
Training Neural Networks, Optimization, Regularization
Introduction to Deep Learning (DL), Basic Differences Between Conventional ML and DL Approaches, Challenges in Training Deep Neural Networks, Vanishing/Exploding Gradient Problems
Recent Trends in ML for CV

Introduction to Convolutional Neural Networks, The Convolution Operation, Basic Architecture of a Convolution Neural Network, Pooling and Batch Normalization Layers
CNNs as Feature Extractors, Image Classification Using CNN
State of the Art Deep CNN Architectures, CNN for Image Enhancement and Segmentation
Autoencoder for Feature Extraction and Image Enhancement, Applications of CNN in Agriculture, Medical Image Analysis, and Satellite Imagery

Core Team Members, E&ICT Academy, NIT Patna:

Dr. Bharat Gupta (CI E & ICT Academy, NIT Patna)

Email: bharat@nitp.ac.in

Dr. M.P Singh (CO-CI E & ICT Academy, NIT Patna)

Email: mps@nitp.ac.in

Website: http://old.nitp.ac.in/ict/index.php

Electronics and ICT Academy

National Institute of Technology, Patna

AshokRajpath, Patna 800005

Email: eictapatna@nitp.ac.in