Roboflow Courses

YOLOv9 Tutorial - Train Model on Custom Dataset

1 rating

Learn to set up, train, and deploy YOLOv9 for custom object detection, including model evaluation, inference, and practical applications like self-service checkout systems.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Perception Encoder and Improving Visual Understanding

1 rating

Explore Meta's Perception Encoder with researcher Daniel Bolya to enhance visual understanding and improve text-to-image search relevancy through cutting-edge AI models.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Fine-Tuning SAM-2.1 for Image Segmentation

1 rating

Master image segmentation techniques using SAM-2.1, Meta's advanced model, through hands-on fine-tuning and practical implementation for enhanced computer vision capabilities.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

How to Train Object Detection Transformer on Custom Dataset

1 rating

Learn to train Object Detection Transformers using DETR, from environment setup to custom dataset training and model evaluation. Covers PyTorch, COCO datasets, and PyTorch Lightning for efficient deep learning workflows.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

CLIP, T-SNE, and UMAP - Master Image Embeddings and Vector Analysis

Master image embeddings and vector analysis techniques like CLIP, T-SNE, and UMAP. Learn to cluster MNIST images, detect duplicates, and explore essential concepts in computer vision and data science through hands-on practice.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Accelerate Image Annotation with SAM and Grounding DINO - Python Tutorial

Learn to accelerate image annotation using Grounding DINO and Segment Anything Model (SAM). Convert object detection datasets to instance segmentation and explore automatic annotation for real-time detectors like YOLOv8.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Traffic Analysis with YOLOv8 and ByteTrack - Vehicle Detection and Tracking

Learn real-time traffic analysis using YOLOv8 and ByteTrack for vehicle detection and tracking on aerial images. Explore zone assignment, movement direction, and traffic flow visualization with Python and Supervision.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

Real-time Video Analytics Using RTSP Stream and Computer Vision

Master real-time video analytics using RTSP streams and computer vision to build monitoring systems for object counting, duration tracking, and traffic analysis.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

Fine-tuning Florence-2: Microsoft's Multimodal Model for Custom Object Detection

Comprehensive guide to fine-tuning Florence-2 for custom object detection, covering environment setup, dataset preparation, and model optimization using LoRA, with practical examples and performance comparisons.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Fine-tuning PaliGemma for Custom Object Detection

Step-by-step guide to fine-tune PaliGemma for custom object detection, covering setup, dataset preparation, training, evaluation, and deployment. Includes practical tips and important considerations.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

YOLO11: How to Train for Object Detection on a Custom Dataset - Step-by-Step Guide

Master YOLO11 object detection from dataset selection to model deployment. Learn image labeling, local and Colab training, hyperparameter tuning, performance evaluation, and real-world implementation in this comprehensive guide.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

How to Use OCR: Getting Started with Optical Character Recognition

Explore OCR models, benchmark performance, and follow a step-by-step guide to implement Optical Character Recognition in your projects.

• YouTube
• 10 minutes
• Self-Paced
• Free Video

YOLO11: Performance Benchmark and Real World Use Cases

Explore YOLO11's performance benchmarks, compare it to previous models, and learn to build real-world applications using this cutting-edge object detection technology.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Dwell Time Analysis with Computer Vision - Real-Time Stream Processing

Optimize processes using computer vision for wait time analysis. Learn object detection, tracking, and time calculation in zones to enhance customer experience and improve efficiency.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Model Evaluation for Computer Vision - Precision, Recall, F1 Score, and Confusion Matrix

Explore key metrics for evaluating computer vision models, including precision, recall, F1 score, and confusion matrices, to enhance your understanding of model performance.

• YouTube
• 26 minutes
• Self-Paced
• Free Video