{"id":56072,"date":"2023-08-28T16:18:02","date_gmt":"2023-08-28T16:18:02","guid":{"rendered":"https:\/\/www.inspirenignite.com\/anna-university\/ccs349-image-and-video-analytics-syllabus-for-csd-2021-regulation-professional-elective-vii\/"},"modified":"2023-08-28T16:18:02","modified_gmt":"2023-08-28T16:18:02","slug":"ccs349-image-and-video-analytics-syllabus-for-csd-2021-regulation-professional-elective-vii","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/anna-university\/ccs349-image-and-video-analytics-syllabus-for-csd-2021-regulation-professional-elective-vii\/","title":{"rendered":"CCS349: Image and Video Analytics syllabus for CSD 2021 regulation (Professional Elective-VII)"},"content":{"rendered":"

Image and Video Analytics detailed syllabus for Computer Science & Design (CSD) for 2021 regulation curriculum has been taken from the Anna Universities<\/a> official website and presented for the CSD students. For course code, course name, number of credits for a course and other scheme related information, do visit full semester subjects post given below. <\/p>\n

For Computer Science & Design 6th Sem scheme and its subjects, do visit CSD 6th Sem 2021 regulation scheme<\/a>. For Professional Elective-VII scheme and its subjects refer to CSD Professional Elective-VII syllabus scheme<\/a>. The detailed syllabus of image and video analytics is as follows. <\/p>\n

Course Objectives:<\/h4>\n

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Unit I<\/h4>\n

INTRODUCTION
\nComputer Vision – Image representation and image analysis tasks – Image representations -digitization – properties – color images – Data structures for Image Analysis – Levels of image data representation – Traditional and Hierarchical image data structures.\n<\/p>\n

Unit II<\/h4>\n

IMAGE PRE-PROCESSING
\nLocal pre-processing – Image smoothing – Edge detectors – Zero-crossings of the second derivative – Scale in image processing – Canny edge detection – Parametric edge models – Edges in multi-speralct images – Local pre-processing in the frequency domain – Line detection by local pre-processing operators – Image restoration.\n<\/p>\n

Unit III<\/h4>\n

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Unit IV<\/h4>\n

FACE RECOGNITION AND GESTURE RECOGNITION
\nFace Recognition-Introduction-Applications of Face Recognition-Process of Face RecognitionDeepFace solution by Facebook-FaceNet for Face Recognition- Implementation using FaceNet-Gesture Recognition.\n<\/p>\n

Unit V<\/h4>\n

VIDEO ANALYTICS
\nVideo Processing – use cases of video analytics-Vanishing Gradient and exploding gradient problem-RestNet architecture-RestNet and skip connections-Inception Network-GoogleNet architecture-Improvement in Inception v2-Video analytics-RestNet and Inception v3.\n<\/p>\n

List of Exercises:<\/h4>\n<\/p>\n

<\/h4>\n

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Course Outcomes:<\/h4>\n

At the end of this course, the students will be able to:<\/p>\n

    \n
  1. Understand the basics of image processing techniques for computer vision and video analysis.<\/li>\n
  2. Explain the techniques used for image pre-processing.<\/li>\n
  3. Develop various object detection techniques.<\/li>\n
  4. Understand the various face recognition mechanisms.<\/li>\n
  5. Elaborate on deep learning-based video analytics.<\/li>\n<\/ol>\n

    Text Books:<\/h4>\n
      \n
    1. Milan Sonka, Vaclav Hlavac, Roger Boyle, \u201cImage Processing, Analysis, and Machine Vision\u201d, 4nd edition, Thomson Learning, 2013.<\/li>\n
    2. Vaibhav Verdhan,(2021, Computer Vision Using Deep Learning Neural Network Architectures with Python and Keras,Apress 2021(UNIT-III,IV and V)<\/li>\n<\/ol>\n

      Reference Books:<\/h4>\n
        \n
      1. Richard Szeliski, \u201cComputer Vision: Algorithms and Applications\u201d, Springer Verlag London Limited,2011.<\/li>\n
      2. Caifeng Shan, FatihPorikli, Tao Xiang, Shaogang Gong, \u201cVideo Analytics for Business Intelligence\u201d, Springer, 2012.<\/li>\n
      3. D. A. Forsyth, J. Ponce, \u201cComputer Vision: A Modern Approach\u201d, Pearson Education, 2003.<\/li>\n
      4. E. R. Davies, (2012), \u201cComputer & Machine Vision\u201d, Fourth Edition, Academic Press.<\/li>\n<\/li>\n<\/ol>\n

        For detailed syllabus of all the other subjects of Computer Science & Design 6th Sem, visit CSD 6th Sem subject syllabuses for 2021 regulation<\/a>. <\/p>\n

        For all Computer Science & Design results, visit Anna University CSD all semester results<\/a> direct link. <\/p>\n","protected":false},"excerpt":{"rendered":"

        Image and Video Analytics detailed syllabus for Computer Science & Design (CSD) for 2021 regulation curriculum has been taken from the Anna Universities official website and presented for the CSD […]<\/p>\n","protected":false},"author":2297,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[156],"tags":[],"class_list":["post-56072","post","type-post","status-publish","format-standard","hentry","category-csd"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/56072","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/users\/2297"}],"replies":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/comments?post=56072"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/56072\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/media?parent=56072"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/categories?post=56072"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/tags?post=56072"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}