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WIZAPE
Apprentice Mode
10 Modules / ~100 pages
Wizard Mode
~25 Modules / ~400 pages

Advanced Computer Vision
( 24 Modules )

Module #1
Introduction to Advanced Computer Vision
Overview of the course, importance of computer vision, and advanced concepts
Module #2
Deep Learning Fundamentals for Computer Vision
Review of deep learning concepts and techniques relevant to computer vision
Module #3
Convolutional Neural Networks (CNNs) for Image Classification
In-depth exploration of CNNs, including architecture, layers, and training
Module #4
Object Detection using YOLO and SSD
Real-time object detection using YOLO and SSD architectures
Module #5
Image Segmentation using FCN and U-Net
Semantic segmentation using fully convolutional networks (FCN) and U-Net
Module #6
Image Generation using GANs and VAEs
Introduction to generative models, including GANs and VAEs, for image generation
Module #7
Image Processing Techniques for Computer Vision
Advanced image processing techniques, including filtering, transforms, and feature extraction
Module #8
3D Computer Vision and Structure from Motion
Introduction to 3D computer vision, including structure from motion and stereo vision
Module #9
Optical Flow and Scene Understanding
Estimating motion and understanding scene dynamics using optical flow
Module #10
Advanced Object Detection Architectures
Exploring advanced object detection architectures, including RetinaNet and EfficientDet
Module #11
Instance Segmentation and Panoptic Segmentation
Instance segmentation and panoptic segmentation using Mask R-CNN and other approaches
Module #12
Image-to-Image Translation using CycleGAN and UNIT
Image-to-image translation using CycleGAN and UNIT architectures
Module #13
Video Analysis and Understanding
Analyzing and understanding video content using computer vision techniques
Module #14
Action Recognition and Activity Analysis
Recognizing and analyzing human actions and activities in videos
Module #15
Object Tracking and Motion Forecasting
Tracking objects and forecasting motion in videos
Module #16
Scene Understanding and Layout Estimation
Understanding scene layout and 3D structure from 2D images
Module #17
Facial Recognition and Emotion Analysis
Recognizing faces and analyzing emotions using computer vision techniques
Module #18
Human-Computer Interaction and Gesture Recognition
Recognizing and understanding human gestures and interactions
Module #19
Computer Vision for Robotics and Autonomous Systems
Applying computer vision to robotics and autonomous systems
Module #20
Visual Question Answering and Visual Dialog
Answering questions and engaging in dialog about visual content
Module #21
Computer Vision for Healthcare and Medical Imaging
Applying computer vision to healthcare and medical imaging applications
Module #22
Adversarial Attacks and Defense in Computer Vision
Understanding and defending against adversarial attacks on computer vision systems
Module #23
Explainability and Interpretability in Computer Vision
Explaining and interpreting the decisions made by computer vision models
Module #24
Course Wrap-Up & Conclusion
Planning next steps in Advanced Computer Vision career


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