Advanced Computer Vision

Object detection, GANs, Style Transfer

โฑ๏ธ Duration:12 hrs
๐Ÿ’ฐ Fee:2999 + Taxes
๐ŸŽฏWeekend batch

View our curriculum

The entire program leads to mastery in the field and is intended to give future practitioners a complete curriculum.

Module 1

Object Detection

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Bounding Boxes & Popular Models

Vision Expert

Understanding bounding box regression, YOLO (You Only Look Once), SSD (Single Shot MultiBox Detector)

๐Ÿ

Coding Object Detection in Python

Vision Expert

Using OpenCV for detection, Loading pre-trained models (YOLOv8, Faster R-CNN), Running inference on custom images

Module 2

Style Transfer & Image Synthesis

๐ŸŽจ

What is Style Transfer?

Vision Expert

Artistic style transfer (e.g., Van Gogh style), Content and style separation (Gatys et al.)

๐Ÿ”ฅ

Style Transfer with PyTorch

Vision Expert

Implementing neural style transfer, Optimizing for style-content balance

๐Ÿ“ฑ

Applications

Vision Expert

Photo editing apps, Social media filters, Real-time video stylization

Module 3

Generative Models for Computer Vision

๐ŸŒ€

Autoencoders & VAEs

Vision Expert

Dimensionality reduction with AEs, Generating images with VAEs

๐Ÿ‘พ

GANs & Advanced Models

Vision Expert

Generating synthetic images with GANs, StyleGAN for high-res generation, CycleGAN for unpaired image translation

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Domain Adaptation

Vision Expert

Pix2Pix for paired image translation, CycleGAN for style transfer

Module 4

Self-Supervised Learning in Computer Vision

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Contrastive Learning

Vision Expert

SimCLR framework, MoCo (Momentum Contrast)

๐ŸŽญ

Masked Image Modeling

Vision Expert

MAE (Masked Autoencoders), BEiT (BERT for Images)

๐Ÿท๏ธ

Applications

Vision Expert

Improving Image Recognition, Reducing labeled data dependency

Vision Expert Projects:

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Vision Expert

Real-Time Detection

Building a real-time object detection system using YOLO (You Only Look Once) and OpenCV.

Vision Expert

Style Transfer

Transforming images into artistic masterpieces using deep learning-based style transfer.

Vision Expert

Face Generation

Generating realistic human faces using Generative Adversarial Networks (GANs).

Vision Expert

Image Translation

Converting images between different domains without paired datasets using CycleGAN.

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