| 13-3-2023 |
1.5 hours |
Introduction to Computer Vision |
Quiz# 1 |
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1.5 hours |
Image classification Pipeline Linear Classification |
Quiz# 1 |
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| 20-3-2023 |
1.5 hours |
Feature Detection & Matching Introduction to Harris Corner Detector Introduction to SIFT (Scale-Invariant Feature Transform) Introduction to SURF (Speeded-Up Robust Features) |
Assignment# 1 |
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1.5 hours |
Feature Detection & Matching Introduction to Harris Corner Detector Introduction to SIFT (Scale-Invariant Feature Transform) Introduction to SURF (Speeded-Up Robust Features) |
Assignment# 1 |
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| 27-3-2023 |
1.5 hours |
Introduction to CNN and Implementation Why Do We Need CNN? How Does Filters Work in CNN? Parameter Sharing and Local Connectivity in CNN |
Assignment# 2 |
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1.5 hours |
Introduction to CNN and Implementation Understanding CNN Architecture What is Pooling in CNN? |
Assignment# 2 |
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| 3-4-2023 |
1.5 hours |
Introduction to Transfer Learning & CNN Visualization |
Assignment# 2 |
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1.5 hours |
Introduction to Transfer Learning & CNN Visualization Math Behind Convolutional Neural Networks Image Classification Tutorial using CNN Introduction to Separable Convolutions |
Assignment# 2 |
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| 10-4-2023 |
1.5 hours |
Overview of Pretrained Models AlexNet VGG16 Implement VGG |
Assignment# 2 |
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1.5 hours |
Overview of Pretrained Models Data loaders using Pytorch Implementing VGG16 using Dataloaders Inception |
Assignment# 2 |
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| 17-4-2023 |
1.5 hours |
ResNets Understanding Residual Blocks |
Assignment# 2 |
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1.5 hours |
ResNets Building Your Own Residual Block from Scratch |
Assignment# 2 |
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| 24-4-2023 |
1.5 hours |
Implement ResNet Understand ResNet 34Build ResNet34 from Scratch with Python! |
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1.5 hours |
Implement ResNet Different Versions of ResNet |
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| 1-5-2023 |
1 Hour |
Mid Term |
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| 8-5-2023 |
1.5 hours |
Introduction to Object Detection Introduction to Object Detection |
Quiz# 2 |
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1.5 hours |
Introduction to Object Detection Bounding Box Evaluation: (Intersection over union) IOU Calculating IOU |
Quiz# 2 |
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| 15-5-2023 |
1.5 hours |
Mid term Exam |
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1.5 hours |
Mid Term Exam |
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| 22-5-2023 |
1.5 hours |
Single Stage Networks Single Shot Detector |
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1.5 hours |
Single Stage Networks Custom Object Detection |
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| 29-5-2023 |
1.5 hours |
Object Detection Models The Versions of YOLO Face Detection |
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1.5 hours |
Object Detection Models Introduction to Face Detection Why is Face Alignment Important for Face Recognition? |
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| 5-6-2023 |
1.5 hours |
Object Tracking Introduction to Object Tracking |
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1.5 hours |
Object Tracking Object Tracking Applications |
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| 12-6-2023 |
1.5 hours |
Image Segmentation Introduction to Image Segmentation Different Types of Image Segmentation |
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1.5 hours |
Image Segmentation Implementing Background removal Image Segmentation Algorithms |
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| 19-6-2023 |
1.5 hours |
Introduction to Image Generation Introduction to Image Generation What are Generative models? Understanding GANs |
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1.5 hours |
Introduction to Image Generation Implementing Texture Generation using GANs Better GAN Architectures |
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| 26-6-2023 |
1.5 hours |
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Video Classification & Model Deployment Build Your Own Video Classification Model Model Deployment |
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1.5 hours |
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Video Classification & Model Deployment Deploy an Image Classification Model Using Flask Intro to Few Shot Learning |
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| 3-7-2023 |
2 Hour |
Final Term |
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