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Comparing Base and Fine-Tuned SmolVLM2 for OCR
In this guide, we will walk through how to fine-tune SmolVLM2 for OCR.
• 14 min read
OCR Use Cases: Practical Workflows & Implementation Tips
Explore three high-ROI OCR use cases: Document Automation, ID Verification, and Logistics backed by live pipelines and metrics.
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Use Roboflow Workflows to Collect and Preprocess Image Training Data
Learn how to use Roboflow Workflows to collect and preprocess image training data for use in building a vision model.
• 28 min read
Best Computer Vision Companies
Learn about different computer vision companies and the services they are offering. Learn how to quickly get started with Roboflow, Google Vision AI, Amazon Sagemaker and Microsoft Azure AI.
• 26 min read
Best Data Annotation Platforms
Learn about different data annotation platforms such as Roboflow, Autodistill, CVAT, LabelMe, VGG, RectLabel, HumanSignal (Label Studio) and how to annotate data using them.
• 9 min read
Creating a Cutting Safety Tool with Keypoint Detection
Learn how to create a tool that monitors for potentially hazardous posture when cutting food in the kitchen.
• 7 min read
How to Train a ResNet-34 Model on a Custom Dataset
Learn how to train a ResNet-34 model for image classification using a custom dataset.
• 21 min read
How to Control a PTZ Camera with Computer Vision and Roboflow Workflows
Learn how to control a PTZ camera in a computer vision application.
• 36 min read
Ultimate Guide to Albumentations
Understand what is Albumentations library and learn how to use it for image augmentation with code examples.
• 5 min read
How to Choose An Image Labeling Partner
Good data quality makes or breaks a vision model. Learn how to find a trusted data labeling partner who can help you label images accurately.
• 5 min read
How to Use Perception Encoder
Learn how to use and deploy Meta AI's Perception Encoder model with Roboflow Inference.
• 6 min read
How to Deploy RF-DETR to an NVIDIA Jetson
Learn how to deploy RF-DETR to a Roboflow Jetson.
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How to Train a ResNet-18 Model with a Custom Dataset
Learn how to train a ResNet-18 classification model with a custom dataset.
• 8 min read
Launch: Roboflow Instant Models
Roboflow Instant is a free, quick-to-train, few-shot model that requires as few as a half-dozen labelled images to produce an accurate object detection model.
• 21 min read
Video Annotation: Get Started Guide
Understand video annotation using Roboflow and learn how to annotate video dataset using Roboflow and best practices for video annotation.
• 4 min read
What Is ResNet-18?
ResNet-18 remains one of the most practical and influential models in deep learning, especially in image classification.
• 7 min read
How to Fine-Tune a SmolVLM2 Model on a Custom Dataset
Learn how to fine-tune SmolVLM2 for visual question answering using a custom dataset.
• 3 min read
Roboflow Powers AI Progress with $1M+ in Research Support
Excited to share a new milestone today: we just passed $1M+ in credits given to researchers and academics who use Roboflow. This isn’t a future initiative we’re planning or one that starts today. We’ve been deeply invested in supporting new work by students, academics and researchers for
• 19 min read
YOLO Object Detection: An Introduction
Understand what is YOLO for object detection, how it works, what are different YOLO models and learn how to use YOLO with Roboflow.
• 4 min read
Launch: Manage Computer Vision Deployments with Device Manager
Learn how to use the Roboflow Device Manager to manage computer vision deployments.
• 4 min read
OpenAI o3-pro: Multimodal and Vision Analysis
Explore how OpenAI o3-pro does on a range of use cases, from defect detection to object counting to VQA.
• 15 min read
What Is Image Recognition? Algorithms and Applications
Understand what image recognition is and learn how to build intelligent image recognition applications using Roboflow Workflows, from identifying and counting objects and recognizing hand gestures to leveraging vision-language models for identifying and locating objects in images.
• 14 min read
Gesture Recognition Applications with Vision AI
Imagine controlling your computer with a simple wave of your hand–no mouse, no keyboard, just intuitive gestures. Well, with Roboflow’s computer vision and object detection capabilities, it's now easier than ever to build a tool to effectively control your OS with nothing but your hands.
• 6 min read
The Ultimate Guide to PyTorch for Computer Vision
PyTorch supports the entire machine learning lifecycle from model building and training to deployment and performance optimization. It offers native support for GPU acceleration and seamless integration with the Python data science stack.
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