Machine Learning for Computer Vision
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
Contact us :
Electronics and ICT Academy
National Institute of Technology, Patna
AshokRajpath, Patna 800005
Email: eictapatna@nitp.ac.in
Website: http://old.nitp.ac.in/ict