Video Segmentation with Python using Deep Learning Real-Time
Video, Image Instance Segmentation for Computer Vision with Python. Train, Deploy Deep Learning Models YOLOv8, Mask RCNN
4.88 (16 reviews)
86
students
2.5 hours
content
Apr 2024
last update
$54.99
regular price
What you will learn
Real-Time Video Instance Segmentation with Python and Pytorch using Deep Learning
Build, Train, & Test Deep Learning Models on Custom Data & Deploy to Your Own Projects
Introduction to YOLOv8 and its Deep Learning Architecture
Video Instance Segmentation using YOLOv8 with Python
Introduction to Mask RCNN and its Deep Learning Architecture
Instance Segmentation using Mask RCNN with Python
Configuration of Custom Vehicles Dataset with Annotations for Instance Segmentation
HyperParameters Settings for Training Instance Segmentation Models
Training Instance Segmentation YOLOv8 and Mask RCNN Models on Custom Datasets
Testing Instance Segmentation Trained Models on Videos and Images
Perform Car, Motorbike, and Truck Instance Segmentation
Deploy Trained Instance Segmentation Models
Why take this course?
š **Course Title:** Video, Image Instance Segmentation for Computer Vision with Python š
š **Real-Time Course Headline:** Master the Art of Dynamic Storytelling through Video Instance Segmentation with Python and Deep Learning š„ļø
**Introduction:**
Dive into the world of Video Instance Segmentation with Python Using Deep Learning! This course is your gateway to unlocking the secrets of moving images and understanding the intricacies of video analysis through the lens of deep learning. Whether you're a beginner or an advanced learner, this journey will demystify the world of computer vision in dynamic visual narratives using Python.
Instance segmentation is a pivotal task in computer vision that goes beyond classifying images to identifying individual objects and their precise shapes within video frames. This course will equip you with the knowledge to differentiate between each unique instance of an object, enabling you to understand complex scenes and track them accurately over time.
š„ **Why Learn Instance Segmentation?**
Instance segmentation is crucial in applications like autonomous vehicles, surveillance, healthcare, and entertainment, where precision is paramount. By mastering this skill, you'll contribute to the forefront of technological innovation across multiple industries.
š **Applications:**
- š§ **Surveillance and Security**: Elevate your role in developing cutting-edge security systems with accurate object identification.
- š£ļø **Autonomous Systems**: Enhance the capabilities of autonomous vehicles and drones with precise object tracking for safer navigation.
- š„ **Medical Imaging**: Assist in diagnostic processes with detailed object segmentation in video sequences.
- š¬ **Entertainment Industry**: Create visually engaging effects that bring stories to life through precise object segmentation.
**Course Key Objectives:**
- Implement real-time video instance segmentation with Python and Pytorch using deep learning.
- Build, train, & test deep learning models on custom datasets & deploy them in your projects.
- Explore the architectures of YOLOv8 & Mask RCNN and understand their roles in deep learning for object detection and segmentation.
- Perform instance segmentation on videos and images using YOLOv8 and Mask RCNN with Python.
- Configure a custom vehicles dataset with annotations for instance segmentation.
- Fine-tune hyperparameters for training instance segmentation models.
- Train instance segmentation models on custom datasets and test their performance.
- Deploy your trained instance segmentation models in real-world applications.
š **What You'll Gain:**
By the end of this course, you'll have hands-on experience with Python and deep learning frameworks, a skill set that's highly sought after across various industries. You'll be able to perform real-time video instance segmentation on your own custom datasets using Python, transforming your passion into expertise.
Join us now and be part of this transformative learning journey! šØāš«āØ
Enroll in "Video, Image Instance Segmentation for Computer Vision with Python" today and step into the future of technology and innovation where you can make a lasting impact! šš
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5774652
udemy ID
1/19/2024
course created date
2/16/2024
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