Table of Contents SAM 3 for Video: Concept-Aware Segmentation and Object Tracking Configuring Your Development Environment Setup and Imports Text-Prompt Video Tracking Load the SAM3 Video Model Helper Function: Visualizing Video Segmentation Masks, Bounding Boxes, and Tracking IDs Main Pipeline:…

Table of Contents Advanced SAM 3: Multi-Modal Prompting and Interactive Segmentation Configuring Your Development Environment Setup and Imports Loading the SAM 3 Model Downloading a Few Images Multi-Text Prompts on a Single Image Batched Inference Using Multiple Text Prompts Across…

Table of Contents SAM 3: Concept-Based Visual Understanding and Segmentation The Evolution of Segment Anything: From Geometry to Concepts Core Model Architecture and Technical Components The Perception Encoder (PE) and Vision Backbone The Open-Vocabulary Text and Exemplar Encoders The DETR-Based…

Table of Contents Grounded SAM 2: From Open-Set Detection to Segmentation and Tracking Why Segmentation Matters (Beyond Bounding Boxes) Introducing Grounded SAM 2 Where SAM Fits in the Pipeline Why SAM 2 (and not SAM) How Grounded SAM 2 Works…

Table of Contents Grounding DINO: Open Vocabulary Object Detection on Videos Why Language Makes Open-Set Detection Possible GLIP: Grounded Language-Image Pre-Training The DINO Detector (Closed-Set DETR) Grounding DINO Architecture Feature Enhancer (Neck Fusion) and Cross-Attention: The Teacher’s Guidance Language-Guided Query…

Table of Contents Building a Streamlit Python UI for LLaVA with OpenAI API Integration Why Streamlit Python for Multimodal Apps? What Is Streamlit Python? The Streamlit Python-Based UI We Will Build in This Lesson Why Not FastAPI or Django? Configuring…

Table of Contents Training YOLOv12 for Detecting Pothole Severity Using a Custom Dataset Introduction Dataset and Task Overview About the Dataset What Are We Detecting? Defining Pothole Severity Can the Pothole Severity Logic Be Improved? Configuring Your Development Environment Training…

Table of Contents People Tracker with YOLOv12 and Centroid Tracker Introduction Why People Tracker Monitoring Matters How YOLOv12 Enables Real-Time Applications Configuring Your Development Environment Downloading the Input Video Install gdown Download the Video Visualizing the Inference and Tracking Pipeline…

Table of Contents Breaking the CNN Mold: YOLOv12 Brings Attention to Real-Time Object Detection The YOLO Evolution (Quick Recap) YOLOv8: Introducing the C2f Module and OBB Support YOLOv9: Programmable Gradient Information and GELAN YOLOv10: NMS-Free Training and Dual Assignments YOLOv11:…