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Object DetectionLearn how to perform object detection using OpenCV, Deep Learning, YOLO, Single Shot Detectors (SSDs), Faster R-CNN, Mask R-CNN, HOG + Linear SVM, Haar cascades, and more using these object detection tutorials and guides.
Table of Contents DETR Breakdown Part 3: Architecture and Details DETR Architecture 🏗️ CNN Backbone 🦴 Transformer Preprocessing ⚙️ Transformer Encoder 🔄 Transformer Decoder 🔄 Prediction Heads: Feed-Forward Network ➡️🧠 Importance of DETR 🌟 🔁 End-to-End Trainability ⏩ Parallel Decoding…
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Table of Contents DETR Breakdown Part 2: Methodologies and Algorithms The DETR Model 👁️ Object Detection Set Prediction Loss 📉 Optimal Bipartite Matching 🔄 Optimal Bipartite Matching for Objects 🌐 Optimize Object Specific Losses 🔧 Quiz Time! 🤓 Summary Citation…
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Table of Contents DETR Breakdown Part 1: Introduction to DEtection TRansformers Why DETR and What’s So Special? 🤔 What Is Object Detection? 😯 So What’s New in DETR? 🎁 Life Is Not a Bed of Roses 🌹: Past Challenges The…
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Table of Contents Hand Gesture Recognition with YOLOv8 on OAK-D in Near Real-Time Introduction Configuring Your Development Environment Need Help Configuring Your Development Environment? Project Structure YOLOv8 Model Export to OAK Configuring the Prerequisites Defining the Utilities Creating the Images…
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Table of Contents Training the YOLOv8 Object Detector for OAK-D Introduction A Primer on YOLOv8 Configuring Your Development Environment Need Help Configuring Your Development Environment? About the Dataset YOLOv8 Label Format Hand Gesture Recognition Dataset YOLOv8 Training Selecting the Model…
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Table of Contents Thermal Vision: Night Object Detection with PyTorch and YOLOv5 (real project) Object Detection with Deep Learning Through PyTorch and YOLOv5 Discovering FLIR Thermal Starter Dataset Thermal Object Detection Using PyTorch and YOLOv5 Configuring Your Development Environment Having…
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Table of Contents Training YOLOv5 Object Detector on a Custom Dataset Configuring Your Development Environment Having Problems Configuring Your Development Environment? About the Dataset YOLOv5 Label Format Vehicles-OpenImages Dataset Udacity Self-Driving Car Dataset Selecting the Model YOLOv5 Training Downloading the…
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Table of Contents Achieving Optimal Speed and Accuracy in Object Detection (YOLOv4) Configuring Your Development Environment Having Problems Configuring Your Development Environment? Introduction to YOLOv4 Components in an Object Detector Bag of Freebies (BoF) Bag of Specials (BoS) YOLOv4 Architecture…
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Table of Contents An Incremental Improvement with Darknet-53 and Multi-Scale Predictions (YOLOv3) Configuring Your Development Environment Having Problems Configuring Your Development Environment? Introduction to YOLOv3 What Is YOLO? Darknet-53 Network Architecture Pretraining Stage Detection Stage Prediction Across Three Scales Class…
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