Train Mask R-CNN for Image Segmentation
Learn to train and implement Mask R-CNN for image segmentation using free online GPU resources. Covers dataset preparation, model training, and practical application for object detection and segmentation.
End to End Object Detection With Transformers
Comprehensive walkthrough of Facebook's DETR model, covering implementation details, attention visualization, and training process for end-to-end object detection using transformers.
VOS - Learning What You Don't Know By Virtual Outlier Synthesis
Explore virtual outlier synthesis for robust image classification and object detection, enhancing out-of-distribution awareness in AI models through innovative feature space sampling techniques.
ConvNeXt- A ConvNet for the 2020s - Paper Explained
Explore ConvNeXt, a modern ConvNet outperforming vision transformers in computer vision tasks. Learn about its design, training, and performance across various applications.
DETR- End-to-End Object Detection with Transformers - Paper Explained
Explore DETR, an innovative object detection approach using transformers. Learn about its architecture, matching loss, Hungarian algorithm, and impressive results in this comprehensive explanation.
Deep Drowsiness Detection Using YOLO, Pytorch and Python
Learn to implement drowsiness detection using YOLO, PyTorch, and Python. Covers object detection, model fine-tuning, and real-time application for driver safety.
Pose Estimation with the Fastest Python Deep Learning Model - MoveNet Lightning
Learn to implement real-time pose estimation using MoveNet Lightning, a fast Python deep learning model. Covers installation, TFLite integration, rendering results, and OpenCV implementation.
Sign Language Detection Using Action Recognition with Python - LSTM Deep Learning Model
Learn to build a sign language detection system using action recognition, LSTM, and Python. Extract keypoints, create datasets, train deep learning models, and make real-time predictions for sign language interpretation.
AI Hand Pose Estimation with MediaPipe - Detect Left and Right Hand and Calculate Angles
Learn advanced hand pose estimation using MediaPipe, OpenCV, and Python. Detect left/right hands, calculate joint angles, and render estimations for kinematic analysis and real-time applications.
AI Hand Pose Estimation with MediaPipe and Python
Learn to implement hand pose estimation using MediaPipe and Python. Set up the environment, detect hand poses in real-time, interpret results, and apply styling with OpenCV for enhanced visualization.
AI Body Language Decoder with MediaPipe and Python
Learn to decode body language using MediaPipe and Python. Build custom pose classification models to interpret facial and body landmarks in real-time with OpenCV, Pandas, and Scikit-Learn.
Author Interview - VOS- Learning What You Don't Know by Virtual Outlier Synthesis
Interview exploring Virtual Outlier Synthesis for out-of-distribution detection in neural networks. Discusses motivations, methodology, and key findings of novel approach to improve model robustness using synthesized outlier data.
Create YOLO Dataset for Custom Object Detection Using OpenCV, PyTorch, and Python Tutorial
Learn to create custom datasets for YOLOv5 object detection, focusing on clothing items in images using OpenCV, PyTorch, and Python. Includes dataset preparation, format conversion, and file structure explanation.
Fast Zero Shot Object Detection with OpenAI CLIP
Learn zero-shot object detection and localization using OpenAI CLIP, a multi-modal deep learning model. Implement practical techniques for efficient, domain-flexible computer vision tasks without fine-tuning.
UniFormer
Explore video understanding with UniFormer, a novel approach addressing inefficiencies in video transformers for improved performance and pose estimation.
Object Detection Using OpenCV - Augmented Reality Using OpenCV
Learn object detection with OpenCV for augmented reality applications. Recognize objects as triggers for AR functions, enhancing your robotics and mechatronics skills.
Building a Machine Learning Drowsiness Detector App with Sound Alerts
Build a ML drowsiness detector app with PyTorch YOLOv5 and Tkinter. Detect awake/drowsy states, play alerts for sleeping, and learn object detection implementation in a practical application.
Can We Detect Objects With the New YOLOv6 Model?
Explore object detection using YOLOv6, a cutting-edge model. Learn implementation techniques and practical applications in this hands-on tutorial.
Sign Language Detection Tutorial with Tensorflow Object Detection
Learn to build a real-time sign language detection system using Python, OpenCV, and TensorFlow. Covers image collection, labeling, model training, and live detection implementation.
Build a Face Mask Detector with Watson and Python
Learn to create a face mask detector using Watson Visual Recognition, Python, and OpenCV. Capture images, visualize detections, and train custom object detection models in this hands-on tutorial.
Mean Average Precision Explained and PyTorch Implementation
Learn to calculate and implement Mean Average Precision (mAP) for evaluating object detection models, with a detailed explanation and hands-on PyTorch implementation from scratch.