Blog News and guides from the Supervisely team.

Latest · Oct 27, 2026

Scalable Polygon Annotation: Clean, Aligned Boundaries for Geospatial Data

Annotate buildings, parcels and land cover with polygons in Supervisely: start from AI masks, align boundaries between objects, cut holes and fix local errors.

Stan Soldatov
Annotation · Oct 12, 2026

Introducing Video + GPS Telemetry: Synchronize Footage, Maps, and Sensor Data

Review video with synchronized GPS maps and sensor charts in Supervisely, find events by route or telemetry, and label real-world footage for Physical AI.

Tutorials · Feb 4, 2025

Ultimate Guide On Multiview Image Annotation For Custom Training Datasets in Computer Vision

Learn how to use Supervisely's Multiview Image Labeling Toolbox to upload and annotate multiview images simultaneously.

Annotation · Oct 16, 2024

Introducing Video Annotation 3.0

Our largest update so far, with AI-powered auto tracking, enhanced tag management, and a sleek new design for faster, smarter video labeling.

Data Evolution · Sep 2, 2024

Introducing MLOps Workflow and Data Versioning: track your datasets, models and Computer Vision experiments

Easy-to-use visual MLOps Pipelines simplify data version control and the ML modeling process, making all experiments reproducible and clear.

Tutorials · Aug 28, 2024

Introducing Definitions Panel: a new way to assign classes and tags

How to reduce the number of steps and clicks to label an object or change its class.

Interactive Segmentation · Aug 21, 2024

Segment Anything 2 (SAM2) in Supervisely: The Fast and Accurate Object Segmentation Tool for Image and Video Labeling

How to automatically segment and track objects on images and videos using Segment Anything model 2 in Supervisely

Tutorials · May 31, 2024

Complete guide on 2D medical image annotation in Supervisely

Learn how to annotate DICOM, NRRD, NIfTI medical images in 2D with efficient collaboration, CT / MRI windowing and AI auto-labeling.

Tutorials · May 30, 2024

The Complete Guide to Image Matting: Segment using Matte Anything Model and Brush Tool with Transparency

Learn how to annotate images for image matting task in Supervisely using predictions from Matte Anything model.

3D Slicer · May 8, 2024

How to use 3D Slicer with Supervisely to Annotate Medical Training Datasets At Scale | Computer Vision Guide

Discover how to unlock the power of annotating 3D medical images and boost teamwork collaboration by using the best of both worlds.

Computer Vision · Apr 24, 2024

Top 10 Quality Assurance Tools And Interactive Statistics For Your Training Dataset | Ultimate Guide

Learn how to use best quality assurance and interactive statistical tools to perfect your custom training datasets and improve neural network performance.

Computer Vision · Apr 19, 2024

Introducing Advanced Dataset Filters for Efficient Data Management | Supervisely Tutorial

Learn how to use conditional filters and build custom queries to your training data. Easily search, filter, sample and explore your Computer Vision datasets.

Image Labeling Toolbox · Apr 18, 2024

The Ultimate Image Annotation Tool: The Complete Guide to New Supervisely Labeling Toolbox

Learn how to use new Supervisely Image Annotation Tool designed for fast and accurate image annotation in Computer Vision.

Annotation · Feb 21, 2024

Manual Image Segmentation in Computer Vision: A Comprehensive Overview of Annotation Techniques

An overview of the three main manual image segmentation methods in computer vision: overlaying, snapping to object boundaries and splitting masks.

Computer Vision · Feb 16, 2024

Sidebar is back! New layout and more — February 2024 updates

Learn about the new sidebar that offers quick access to frequently used pages, recent apps and updated team and workspace context switchers.

Annotation · Jan 19, 2024

How To Segment Entire Object And Its Component Parts With Mask Splitting Method

Complete tutorial on labeling multiple parts of the object using efficient splitting annotation technique in Computer Vision

Tutorials · Jan 5, 2024

How To Tag Multi-Camera Video Segments For Action Recognition In Computer Vision | Full Tutorial

Guide on video annotation, tagging and management tool tailored for multi-camera videos in Supervisely

Interactive Segmentation · Dec 20, 2023

Guide to Training Custom Interactive Instance Segmentation Model for Agricultural Images

We trained Instance Segmentation model for agricultural plant images and achieved remarkable results.

Tutorials · Dec 16, 2023

Image and object tags for classification in Computer Vision: Complete Guide

Tutorial on how to use tags and attribute of different types in various industries with real examples.

Tutorials · Dec 10, 2023

How to Annotate Multispectral Images for Computer Vision Models

Learn how to use multi-view display in Supervisely Image Labeling Tool to efficiently annotate multispectral images

Tutorials · Dec 4, 2023

How To Use Model Assisted Labeling To Boost Annotation Performance With Supervisely

A Deep Dive into the Beloved Supervisely Smart Labeling Tools for AI-Assisted Interactive Object Segmentation

Tutorials · Nov 18, 2023

Brush Annotation Tool: your must-have for Object Segmentation

Learn how to annotate objects of any complexity by creating freeform outlines using the Brush annotation tool.

Tutorials · Nov 14, 2023

Mask Pen Annotation Tool for Object Segmentation in Supervisely

Learn how to use Mask Pen annotation tool as a combination of polygonal contours and free-form drawing contours.

Neural Networks · Nov 1, 2023

How to Train a Model with Only 62 Labeled Images using Semi-Supervised Learning

This experiment reveals the potential of semi-supervised learning, proving the opportunity to train a model using only a small fraction of labeled data.

Tutorials · Oct 27, 2023

Polygon Annotation Best Practices for Semantic & Instance Segmentation

Learn how to use Polygon tool for efficient and precise object segmentation in Computer Vision.

Tutorials · Oct 20, 2023

Best Bounding Box Image Annotation Tools For Object Detection - Complete Overview

How to use modern bounding box image labeling toolbox for Computer Vision in Supervisely.

3D Interpolation · Oct 7, 2023

How To Use 3D Object Interpolation To Speed Up Point Cloud Annotation for LiDAR & Radar

The complete guide on 3D bounding box interpolation in point cloud episodes in Supervisely.

Tutorials · Oct 6, 2023

What is Sliding Window in Object Detection: Complete Overview of Methods & Tools

How to use sliding window method with object detection models to improve accuracy in Computer Vision.

3D Object Tracking · Oct 6, 2023

MBPTrack Tutorial: 3D Point Cloud Object Tracking for LiDAR & Radar

The complete guide on 3D single object tracking on custom point cloud episodes in Supervisely LiDAR annotation toolbox.

Synthetic Data · Sep 28, 2023

Unleash The Power of Domain Adaptation - How to Train Perfect Segmentation Model on Synthetic Data with HRDA

Tutorial on training accurate and robust Semantic Segmentation model without manual annotation using only synthetic training dataset

Collaboration · Sep 28, 2023

Labeling Queues: Streamline Your Labeling Pipeline

Discover the optimal approach for annotating and structuring large-scale data labeling tasks with using Labeling Queues and following our step-by-step guide.

Synthetic Data · Sep 22, 2023

Lessons Learned From Training a Segmentation Model On Synthetic Data

Insights from training dozens of segmentation models on synthetic data, and methods that improve the quality of synthetic training data.

Collaboration · Sep 22, 2023

Mastering Labeling Jobs: Your Ultimate Guide

Discover the power of collaborative annotation through labeling jobs. Learn how to harness teamwork for efficient and accurate data annotation.

Datasets · Sep 21, 2023

Dataset Ninja 🥷 — the best way to Search and Explore Computer Vision Datasets

High-quality training datasets with deep analysis and visualization tools.

Pose Estimation · Sep 4, 2023

Human Pose Estimation: all you need to know

Get ready to be impressed by how quickly and accurately Supervisely can estimate human poses using advanced techniques.

OCR · Aug 31, 2023

Unlocking Text - OCR with Supervisely

Discover how to make the most of Optical Character Recognition (OCR) capabilities within Supervisely.

Pose Estimation · Aug 25, 2023

The Complete Guide to Animal Pose Estimation: Tools, Models, Tutorial

Discovering animal pose estimation with Supervisely. Learn how to annotate animals using keypoints and State-of-the-Art neural networks.

Pose Estimation · Aug 24, 2023

ViTPose — How to use the best Pose Estimation Model on Humans & Animals

The complete guide on automatic body pose estimation of animals and humans on your images in Supervisely.

Synthetic Data · Aug 21, 2023

Introducing Supervisely Synthetic Crack Segmentation Dataset

We present our synthetic dataset for road surface crack segmentation that was generated automatically, available for research purposes.

Interactive Segmentation · Aug 20, 2023

How to Train Smart Tool for Precise Cracks Segmentation in Industrial Inspection

Step-by-step guide for industrial inspection cracks segmentation on images using custom interactive AI model.

Image Retrieval · Aug 14, 2023

How to run OpenAI CLIP with UI for Image Retrieval and Filtering your dataset

How to use text prompts and AI to search and query relevant images in your training datasets.

Interactive Segmentation · Aug 9, 2023

Segment Anything in High Quality (HQ-SAM): a new Foundation Model for Image Segmentation (Tutorial)

How to use new version of Segment Anything + detailed comparison with original SAM model.

Object Tracking · Aug 7, 2023

Complete Guide to Object Tracking: Best AI Models, Tools and Methods

In this ultimate guide and tutorial you will learn what is object tracking and learn how to track objects on your videos with the best models and tools.

Video Segmentation · Aug 3, 2023

XMem + Segment Anything: Video Object Segmentation SOTA | Tutorial

How to segment and track objects on videos automatically with Segment Anything and XMem to build custom training datasets.

Interactive Segmentation · Jul 31, 2023

Automate manual labeling with custom interactive segmentation model for agricultural images

How to speed up image segmentation in agriculture with custom AI models

Neural Networks · Jul 17, 2023

How to auto-label images with OWL-ViT - SOTA Google's foundation object detector

Automatically detect anything with only one example using OWL-ViT - one-shot object detection SOTA

Neural Networks · Jul 12, 2023

No-code tutorial: train and predict YOLOv8 on custom data

The easiest way to get custom YOLOv8 model trained on your own dataset and deploy it with zero coding in the browser.

DICOM Annotation · Jul 11, 2023

Best DICOM & NIfTI annotation tools for Medical Imaging AI

Learn how to label CT, MRI, and PET medical images for your computer vision models.

Video Annotation · Jul 5, 2023

Top 5 AI tools for fast surgical video annotation

How to use modern AI object tracking and segmentation tools to get medical training data 10x faster

Collaboration · Jun 30, 2023

How to use labeling consensus to get accurate training data

Consensus with detailed reports allows you to monitor and prevent systematic inconsistencies during the labeling process