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Principal Coordinator :
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Co-Principal Coordinator :
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Academy Level Coordinator:
Dr. Somaraju Suvvari, NIT Patna
Email: somaraju@nitp.ac.in
Contact: 9676430356
Course Fee Details:
Payment Details:
Bank Name: Allahabad Bank (Merge to Indian Bank)
Account Name: NIT Patna
Account No.: 50380476798
IFSC Code: IDIB000B810
Resource Persons:
Prof. Shantanu Chaudhury, Director IIT Jodhpur; Dr. Suresh Sundaram, IITG; Prof. H. Fujiyoshi, Chubu Univ. Japan; Prof. Barbara Zitova, Acad Sci. Czech Repulic; Dr. Amit Sethi, IITB; Prof. Sumantra Dutta Roy, IITD; Prof. P. Guha, , Prof. Aparajita Ojha, IIITDM Jabalpur, Dr. Santosh Viparthi, MNIT Jaipur
Course contents:
| S.No. | Topics |
| 1 | Introduction to Image Processing and Computer Vision (CV) Digital Image and Computer Vision, Main Goals and challenges of the CV, Structure of Human Eye and Vision, Color Models, Image Processing Goals and Tasks. |
| 2 | Traditional approaches in CV Feature Extraction using local patterns and their applications to Image Processing and CV: SIFT, HOG, LBP, Natural Image Classification, Image Enhancement, edge Detection, Segmentation. Image denoising |
| 3 | Introduction to Artificial Intelligence (AI) and Machine Learning (ML) AI and ML, Supervised and Unsupervised Learning, Traditional ML approaches, |
| 4 | Neural Network as a learning machine, Machine learning. applications in computer vision. Image classification, Image segmentation etc |
| 5 | Applications of ML in Medical Images Challenges in Medical image processing, ML for Medical Image processing, Medical image segmentation, classification and survival prediction, Medical image denoising, Medical image retrieval |
| 6 | Introduction to Deep Learning (DL) Basic differences between Conventional ML and DL approaches, Feed forward Neural Networks (NN), Back propagation, Stochastics gradient method and variants, regularization, |
| 7 | and optimization, Vanishing /exploding gradient problem. |
| 8 | Introduction to Convolutional Neural Network The Convolution Operation, Basic architecture of a Convolution Neural Network, Pooling and Batch Normalization layers, CNNs as feature extractors, Image classification using CNN, Image Enhancement and Segmentation. |
| 9 | CNN architectures for CV State of the Art CNN Architectures, CNN for Image Enhancement and Segmentation. |
| 10 | Applications of CNN in face recognition Face Detection and Recognition using CNN, Siamese Network and Triplet Loss. |
Core Team Members, E&ICT Academy, NIT Patna:
Dr. Bharat Gupta( CI E & ICT Academy,NIT Patna)
Email: bharat@nitp.ac.in
Dr. MP Singh ( 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
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