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CSE471 — Deep Learning For Computer Vision

Practice

Course Overview

CSE471 3 Credits L:2 T:0 P:2 Minor Machine Learning
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This course covers fundamental computer vision and deep learning concepts, convolutional neural networks, transfer learning, object detection, image segmentation, generative vision models, vision-language models, and interpretability techniques. Students apply these techniques to design, implement, evaluate, and document computer vision solutions for real-world problems.

Study Units

Unit 1

Foundations of Computer Vision and Deep Learning

Notes MCQ Subjective
Unit 2

Convolutional Neural Networks and Training Techniques

Notes MCQ Subjective
Unit 3

Transfer Learning and Fine-Tuning for Vision Tasks

Notes MCQ Subjective
Unit 4

Object Detection and Localization

Notes MCQ Subjective
Unit 5

Image Segmentation and Advanced Vision Architectures

Notes MCQ Subjective
Unit 6

Generative Vision Models

Notes MCQ Subjective

Continuous Assessment

3 components

The first CA is mandatory; the best 1 of the remaining 2 also counts.
Project 66.66%

Students are required to carry out a comprehensive computer vision project by covering the entire course syllabus, involving problem identification, dataset selection, text preprocessing, model design and implementation using deep learning and transformer-based approaches, performance evaluation using suitable metrics, and analysis of results, followed by proper documentation and presentation of the work.

Week 3 / 11

Rubric
The objective of this project is to apply complete deep learning for computer vision to solve real world problems by designing, implementing and evaluating the techniques.

Test 1 33.34%

Unit-I and Unit-II will be covered.

Week 4 / 5

Rubric
Student will be able to learn the basic concepts of computer vision and deep learning along with Convolution Neural Network architecture.

Test 2 33.34%

Subjective test covering syllabus from Unit-1 to Unit-IV.

Week 11 / 12

Rubric
To test the subject knowledge of the students and provide opportunity to improve their CA performance in case of low marks or any missed CA.

Exams & Practice

End Term Examination

Final semester comprehensive evaluation

50%

Type: Examination

All MCQ

CSE471 - FAQs

How many units are in CSE471?

CSE471 has 6 units. Each unit includes detailed notes and MCQ practice questions.

What exam resources are available for CSE471?

Unit-wise notes and MCQ practice are available. Exam resources coming soon.

How to prepare for CSE471 exams?

Study each unit's notes thoroughly, practice MCQs to test understanding, and attempt mock tests before exams. Focus on important topics and previous year questions.