- 39
- 1 438 678
TheCodingBug
Pakistan
เข้าร่วมเมื่อ 11 ม.ค. 2020
I work as Principal Data Scientist, pioneering in Machine Learning, Deep Learning, Computer Vision, and Natural Language Processing. I have a Ph.D. in Data Science and I am on a mission to spread data literacy.
On this channel, you will find WEEKLY hands-on video tutorials on Data Science, Computer Vision, Deep Learning, and Machine Learning. So SUBSCRIBE to the channel so that you do not miss new videos.
I aim to keep the tutorials as short and informative as possible. The videos would cover both the theory and the hands-on using Python. At the end of each tutorial, you will not only learn theoretical concepts, but also how to code them and convert into a project!
If you find my videos useful, I would love your support on Patreon: www.patreon.com/TheCodingBug
On this channel, you will find WEEKLY hands-on video tutorials on Data Science, Computer Vision, Deep Learning, and Machine Learning. So SUBSCRIBE to the channel so that you do not miss new videos.
I aim to keep the tutorials as short and informative as possible. The videos would cover both the theory and the hands-on using Python. At the end of each tutorial, you will not only learn theoretical concepts, but also how to code them and convert into a project!
If you find my videos useful, I would love your support on Patreon: www.patreon.com/TheCodingBug
YOLOv11 Instance Segmentation on Custom Dataset | Step-by-Step Guide
An in-depth Yolo v11 instance segmentation on custom dataset tutorial with a step-by-step guide, including setting up a GPU-based training environment, developing a custom instance segmentation dataset with two classes, training the model, and running inferencing on images, videos, and webcam.
** Code is available for our Patreon Supporters**
www.patreon.com/TheCodingBug
---------------------------------------------
► Time Stamps:
Introduction: (0:00)
Setting up Virtual Environment: (0:24)
Annotating custom instance segmentation dataset in YOLO format: (2:27)
Train YOLO v11 custom instance segmentation model: (7:02)
Run custom instance segmentation on images: (9:13)
Run custom instance segmentation videos: (10:48)
Run custom instance segmentation webcam: (11:40)
Export YOLOv11 custom instance segmentation to ONNX or TFLITE: (11:56)
YOLOv11 Custom Instance Segmentation Command Line: (12:30)
---------------------------------------------
📌 Links & Resources:
docs.ultralytics.com/modes/export/
docs.ultralytics.com/models/
pytorch.org/get-started/locally/
---------------------------------------------
Want to discuss more?
► Connect on Linkedin: www.linkedin.com/in/haroon-shakeel/
#TheCodingBug
---------------------------------------------
► My Other Tutorials:
○ YOLO v11 Custom Object Detection Tutorial (Win & Linux): th-cam.com/video/A1V8yYlGEkI/w-d-xo.html
○ YOLO v8 Custom Instance Segmentation (Win & Linux): th-cam.com/video/DMRlOWfRBKU/w-d-xo.html
○ YOLO v8 Custom Object Detection Tutorial (Win & Linux): th-cam.com/video/gRAyOPjQ9_s/w-d-xo.html
○ YOLO v8 Complete Tutorial (Win & Linux): th-cam.com/video/75LI9MI9eEo/w-d-xo.html
○ YOLOv7 Instance Segmentation (Win & Linux): th-cam.com/video/tq0GI4FahWU/w-d-xo.html
○ YOLOv7 Pose Estimation (Win & Linux): th-cam.com/video/z1UN7TbcRgM/w-d-xo.html
○ YOLOv7 Custom Object Detection (Colab): th-cam.com/video/_fXABNYlZhY/w-d-xo.html
○ YOLOv7 Custom Object Detection (Win & Linux): th-cam.com/video/-QWxJ0j9EY8/w-d-xo.html
○ YOLOv7 Complete Tutorial (Colab): th-cam.com/video/_CkXDjmT8dc/w-d-xo.html
○ YOLOv7 Complete Tutorial (Windows and Linux): th-cam.com/video/n2mupnfIuFY/w-d-xo.html
○ 40 Object Detection Models in TensorFlow: th-cam.com/video/2yQqg_mXuPQ/w-d-xo.html
○ Realtime Object Detection on CPU with OpenCV: th-cam.com/video/hVavSe60M3g/w-d-xo.html
○ DETECTRON2 Custom Object Detection, Custom Instance Segmentation Tutorial: Part 2 (Training Models): th-cam.com/video/GoItxr16ae8/w-d-xo.html
○ DETECTRON2 Custom Object Detection, Custom Instance Segmentation Tutorial: Part 1 (Preparing Data): th-cam.com/video/ffTURA0JM1Q/w-d-xo.html
○ Detectron2 on Colab: th-cam.com/video/bjay7fT934Y/w-d-xo.html
○ Instance Segmentation as Rendering: th-cam.com/video/gnXlE9BO0lo/w-d-xo.html
○ Detectron2 Complete Tutorial: th-cam.com/video/Pb3opEFP94U/w-d-xo.html
○ Colorize Black and White Images and Videos using Python OpenCV: th-cam.com/video/EZWHAd0IH1M/w-d-xo.html
○ Face Detection Using OpenCV Python with CUDA GPU Acceleration: th-cam.com/video/GXcy7Di1oys/w-d-xo.html
○ Build and Install OpenCV 4.5.1 With CUDA GPU Support on Windows 10: th-cam.com/video/YsmhKar8oOc/w-d-xo.html
○ Install TensorFlow Under 90 Seconds
th-cam.com/video/toJe8ZbFhEc/w-d-xo.html
○ Install PyTorch Under 90 Seconds
th-cam.com/video/raBkhUoeOHs/w-d-xo.html
---------------------------------------------
► Follow us on Twitter: BugCodingThe
► Support us on Patreon: www.patreon.com/TheCodingBug
---------------------------------------------
DISCLAIMER: Links included in this description might be affiliate links. If you purchase a product or service with the links that I provide I may receive a small commission. There is no additional charge to you!
** Code is available for our Patreon Supporters**
www.patreon.com/TheCodingBug
---------------------------------------------
► Time Stamps:
Introduction: (0:00)
Setting up Virtual Environment: (0:24)
Annotating custom instance segmentation dataset in YOLO format: (2:27)
Train YOLO v11 custom instance segmentation model: (7:02)
Run custom instance segmentation on images: (9:13)
Run custom instance segmentation videos: (10:48)
Run custom instance segmentation webcam: (11:40)
Export YOLOv11 custom instance segmentation to ONNX or TFLITE: (11:56)
YOLOv11 Custom Instance Segmentation Command Line: (12:30)
---------------------------------------------
📌 Links & Resources:
docs.ultralytics.com/modes/export/
docs.ultralytics.com/models/
pytorch.org/get-started/locally/
---------------------------------------------
Want to discuss more?
► Connect on Linkedin: www.linkedin.com/in/haroon-shakeel/
#TheCodingBug
---------------------------------------------
► My Other Tutorials:
○ YOLO v11 Custom Object Detection Tutorial (Win & Linux): th-cam.com/video/A1V8yYlGEkI/w-d-xo.html
○ YOLO v8 Custom Instance Segmentation (Win & Linux): th-cam.com/video/DMRlOWfRBKU/w-d-xo.html
○ YOLO v8 Custom Object Detection Tutorial (Win & Linux): th-cam.com/video/gRAyOPjQ9_s/w-d-xo.html
○ YOLO v8 Complete Tutorial (Win & Linux): th-cam.com/video/75LI9MI9eEo/w-d-xo.html
○ YOLOv7 Instance Segmentation (Win & Linux): th-cam.com/video/tq0GI4FahWU/w-d-xo.html
○ YOLOv7 Pose Estimation (Win & Linux): th-cam.com/video/z1UN7TbcRgM/w-d-xo.html
○ YOLOv7 Custom Object Detection (Colab): th-cam.com/video/_fXABNYlZhY/w-d-xo.html
○ YOLOv7 Custom Object Detection (Win & Linux): th-cam.com/video/-QWxJ0j9EY8/w-d-xo.html
○ YOLOv7 Complete Tutorial (Colab): th-cam.com/video/_CkXDjmT8dc/w-d-xo.html
○ YOLOv7 Complete Tutorial (Windows and Linux): th-cam.com/video/n2mupnfIuFY/w-d-xo.html
○ 40 Object Detection Models in TensorFlow: th-cam.com/video/2yQqg_mXuPQ/w-d-xo.html
○ Realtime Object Detection on CPU with OpenCV: th-cam.com/video/hVavSe60M3g/w-d-xo.html
○ DETECTRON2 Custom Object Detection, Custom Instance Segmentation Tutorial: Part 2 (Training Models): th-cam.com/video/GoItxr16ae8/w-d-xo.html
○ DETECTRON2 Custom Object Detection, Custom Instance Segmentation Tutorial: Part 1 (Preparing Data): th-cam.com/video/ffTURA0JM1Q/w-d-xo.html
○ Detectron2 on Colab: th-cam.com/video/bjay7fT934Y/w-d-xo.html
○ Instance Segmentation as Rendering: th-cam.com/video/gnXlE9BO0lo/w-d-xo.html
○ Detectron2 Complete Tutorial: th-cam.com/video/Pb3opEFP94U/w-d-xo.html
○ Colorize Black and White Images and Videos using Python OpenCV: th-cam.com/video/EZWHAd0IH1M/w-d-xo.html
○ Face Detection Using OpenCV Python with CUDA GPU Acceleration: th-cam.com/video/GXcy7Di1oys/w-d-xo.html
○ Build and Install OpenCV 4.5.1 With CUDA GPU Support on Windows 10: th-cam.com/video/YsmhKar8oOc/w-d-xo.html
○ Install TensorFlow Under 90 Seconds
th-cam.com/video/toJe8ZbFhEc/w-d-xo.html
○ Install PyTorch Under 90 Seconds
th-cam.com/video/raBkhUoeOHs/w-d-xo.html
---------------------------------------------
► Follow us on Twitter: BugCodingThe
► Support us on Patreon: www.patreon.com/TheCodingBug
---------------------------------------------
DISCLAIMER: Links included in this description might be affiliate links. If you purchase a product or service with the links that I provide I may receive a small commission. There is no additional charge to you!
มุมมอง: 8 548
วีดีโอ
YOLOv11 Object Detection on Custom Dataset | Step-by-Step Guide
มุมมอง 27K3 หลายเดือนก่อน
A comprehensive YOLOv11 custom object detection tutorial with a step-by-step guide for a two-class custom dataset. I cover setting up an environment for YOLOv11, how to annotate custom datasets in YOLO format, and how to train custom object detection models. Although I show a demonstration using YOLOv11 medium version, the method is generic enough to train all variations of YOLOv11 custom objec...
YOLOv8 Object Detection and Segmentation Models Comparison (No Tutorial)
มุมมอง 22Kปีที่แล้ว
This is a comparison of YOLOv8 object detection and segmentation models out of the box. The comparison is on GTX1060 GPU. ► YOLOv8 Tutorials: ○ YOLOv8 Custom Instance Segmentation Tutorial (Win & Linux): th-cam.com/video/DMRlOWfRBKU/w-d-xo.html ○ YOLOv8 Custom Object Detection (Win & Linux): th-cam.com/video/gRAyOPjQ9_s/w-d-xo.html ○ YOLOv8 Complete Tutorial (Win & Linux): th-cam.com/video/75LI...
YOLOv8 Instance Segmentation on Custom Dataset | Windows & Linux
มุมมอง 72Kปีที่แล้ว
A complete YOLOv8 custom instance segmentation tutorial that covers annotating custom dataset with polygons, converting the annotations to YOLOv8 format, training custom instance segmentation model, and inferencing on images, videos, and webcams. I show how to train YOLOv8 medium version on the custom dataset but you can use any variation of YOLOv8. Code is available for our Patreon Supporters ...
YOLOv8 Object Detection on Custom Dataset | Step by Step Tutorial
มุมมอง 189Kปีที่แล้ว
A complete YOLOv8 custom object detection tutorial with a two-classe custom dataset. I cover how to annotate custom datasets in YOLO format, set up an environment for YOLOv8, and train custom object detection models. Although I have demonstrated using the YOLOv8 medium version, the method is generic enough to train all variations of YOLOv8. Code is available for our Patreon Supporters www.patre...
YOLOv8 COMPLETE Tutorial | Object Detection | Segmentation | Classification
มุมมอง 57K2 ปีที่แล้ว
YOLOv8 object detection model is the current state-of-the-art. The model is also trained for image segmentation and image classification tasks. In this tutorial, we cover how to run pre-trained YOLOv8 on Windows/Linux for all three tasks, and we will also include how to export to other formats (such as ONNX or TFLITE). This includes running YOLOv8 on images, videos, and webcams. Code is availab...
YOLO v7 + SORT Object Tracking | Windows & Linux
มุมมอง 46K2 ปีที่แล้ว
Implement multiple object tracking in Python with YOLO v7 and SORT tracking algorithm. Code is available for our Patreon Supporters www.patreon.com/TheCodingBug ► Time Stamps: Introduction: (0:00) Installations: (0:20) YOLO v7 Object Detection: (03:00) YOLO v7 Tracking: (04:08) Tracking Specific Class: (04:25) Show Track: (05:09) Unique Color for Each Track: (05:27) Hide Labels and BBOX: (05:40...
Official YOLO v7 Instance Segmentation COMPLETE TUTORIAL | Windows & Linux
มุมมอง 30K2 ปีที่แล้ว
This YOLO v7 instance segmentation tutorial is focused on using official pre-trained YOLO v7 mask model. I cover how to set up the environment, prereqs for the YOLO v7 mask, and we code from scratch to run instance segmentation on images, videos, and webcam. Code is available for our Patreon Supporters www.patreon.com/TheCodingBug ► Time Stamps: Introduction: (0:00) Installing Prereqs: (0:20) S...
Official YOLO v7 Pose Estimation | Windows & Linux
มุมมอง 21K2 ปีที่แล้ว
This is the official YOLO v7 pose estimation tutorial built on the official code. The tutorial shows how to set up and use the pre-trained YOLO v7 model, along with modifications for removing bounding boxes and showing FPS on videos. It is worthwhile to note that the repository used in the tutorial is different from the yolo v7 object detection one. Code is available for our Patreon Supporters ...
Official YOLO v7 Custom Object Detection on Colab
มุมมอง 39K2 ปีที่แล้ว
This YOLO v7 custom object detection tutorial is focused on training the custom model on Google Colab. After training, you can run inferencing locally or on Colab. The method is generic enough to train all seven variations of official YOLO v7 models. In our previous tutorial, we trained the base YOLO v7 custom object detector, and in this tutorial, we train YOLOv7x to compare the performance of...
Official YOLO v7 Custom Object Detection Tutorial | Windows & Linux
มุมมอง 123K2 ปีที่แล้ว
This is a complete YOLO v7 custom object detection tutorial, starting from annotating the custom dataset, setting up environment for training custom model, and any modifications required in the official repository files. The method is generic enough to train all seven variations of official YOLO v7 models. Code and custom dataset is available for our Patreon Supporters www.patreon.com/TheCoding...
Official YOLO v7 Object Detection COMPLETE Tutorial for Google Colab
มุมมอง 43K2 ปีที่แล้ว
This YOLO v7 tutorial enables you to run object detection in colab. This is a complete tutorial and covers all variations of the YOLO v7 object detector. YOLO v7 has just been released and shows accuracy and speed improvements over its predecessors. Currently, YOLO v7 is the world's fastest and most accurate object detector. This tutorial is focused on running pre-trained YOLO v7 models (all se...
YOLO v7 Object Detection Models: FPS & Object Detection Comparison (All 7 Models)
มุมมอง 11K2 ปีที่แล้ว
YOLO v7 object detection model has 7 variants. This video showcases FPS and objects detection accuracy of all the models. There is a tradeoff between speed and accuracy, and this comparison is helpful in deciding the sweet spot. Which model variation works best for your case? Let me know in the comments down below. Want to discuss more? ►Join my discord: discord.gg/kUUvTQTTau #TheCodingBug ► My...
Official YOLO v7 COMPLETE Object Detection Tutorial | Windows & Linux
มุมมอง 49K2 ปีที่แล้ว
YOLO v7 object detection tutorial for Windows and Linux. This is a complete tutorial and covers all variations of the YOLO v7 object detector. YOLO v7 has just been released and exhibits a performance and speed boost over its predecessors. This tutorial is focused on running pre-trained YOLO v7 models (all seven variants). YOLO v7 surpasses all known object detectors in both speed and accuracy ...
TensorFlow Object Detection with 40 Models | Complete Step-by-Step Guide
มุมมอง 86K3 ปีที่แล้ว
Learn TensorFlow Object Detection from scratch! In this beginner-friendly tutorial, we'll dive into TensorFlow’s Object Detection API and work with 40 different models from the TensorFlow Model Zoo, including EfficientDet, SSD, and Faster R-CNN. You’ll get step-by-step guidance on installing TensorFlow, downloading models, and writing reusable code to perform object detection with any of these ...
Realtime Object Detection Using OpenCV Python ON CPU | OpenCV Object Detection Tutorial
มุมมอง 49K3 ปีที่แล้ว
Realtime Object Detection Using OpenCV Python ON CPU | OpenCV Object Detection Tutorial
DETECTRON2 Custom Object Detection, Custom Instance Segmentation: Part 2 (Training Custom Models)
มุมมอง 25K3 ปีที่แล้ว
DETECTRON2 Custom Object Detection, Custom Instance Segmentation: Part 2 (Training Custom Models)
DETECTRON2 Custom Object Detection, Custom Instance Segmentation: Part 1 (Develop Custom Dataset)
มุมมอง 13K3 ปีที่แล้ว
DETECTRON2 Custom Object Detection, Custom Instance Segmentation: Part 1 (Develop Custom Dataset)
DETECTRON2 TUTORIAL for Colab | Object Detection, Instance Segmentation on Google Colab
มุมมอง 12K3 ปีที่แล้ว
DETECTRON2 TUTORIAL for Colab | Object Detection, Instance Segmentation on Google Colab
DETECTRON2 PointRend Tutorial | Accurate Instance Segmentation via Rendering
มุมมอง 6K3 ปีที่แล้ว
DETECTRON2 PointRend Tutorial | Accurate Instance Segmentation via Rendering
COMPLETE DETECTRON2 TUTORIAL | Instance Segmentation, Object Detection, Keypoints Detection and more
มุมมอง 67K3 ปีที่แล้ว
COMPLETE DETECTRON2 TUTORIAL | Instance Segmentation, Object Detection, Keypoints Detection and more
Install PyTorch GPU on Windows 10 or Linux IN 90 SECONDS with Just One Command
มุมมอง 7K3 ปีที่แล้ว
Install PyTorch GPU on Windows 10 or Linux IN 90 SECONDS with Just One Command
Video & Image Colorization Using OpenCV Python | AI COLORIZATION FOR IMAGES & VIDEOS
มุมมอง 8K3 ปีที่แล้ว
Video & Image Colorization Using OpenCV Python | AI COLORIZATION FOR IMAGES & VIDEOS
Install TensorFlow GPU on Windows 10 IN 90 SECONDS with Just Two Commands | 2021
มุมมอง 23K4 ปีที่แล้ว
Install TensorFlow GPU on Windows 10 IN 90 SECONDS with Just Two Commands | 2021
Face Detection Using OpenCV with CUDA GPU Acceleration | Images, Videos
มุมมอง 19K4 ปีที่แล้ว
Face Detection Using OpenCV with CUDA GPU Acceleration | Images, Videos
Build and Install OpenCV With CUDA GPU Support on Windows 10 | OpenCV 4.5.1 | 2021
มุมมอง 66K4 ปีที่แล้ว
Build and Install OpenCV With CUDA GPU Support on Windows 10 | OpenCV 4.5.1 | 2021
YOLOv4 TFLite Object Detection Android App Tutorial Using YOLOv4 Tiny, YOLOv4, and YOLOv4 Custom
มุมมอง 50K4 ปีที่แล้ว
YOLOv4 TFLite Object Detection Android App Tutorial Using YOLOv4 Tiny, YOLOv4, and YOLOv4 Custom
Object Tracking with TensorFlow YOLOv4 | Linux, Windows
มุมมอง 8K4 ปีที่แล้ว
Object Tracking with TensorFlow YOLOv4 | Linux, Windows
Custom Object Detection with TensorFlow YOLOv4, and TFLite | Windows, Linux | Image, Video
มุมมอง 9K4 ปีที่แล้ว
Custom Object Detection with TensorFlow YOLOv4, and TFLite | Windows, Linux | Image, Video
YOLOv4 Custom Object Detection Tutorial: Part 2 (Training YOLOv4 Darknet on Custom Dataset)
มุมมอง 30K4 ปีที่แล้ว
YOLOv4 Custom Object Detection Tutorial: Part 2 (Training YOLOv4 Darknet on Custom Dataset)