15 Dec 2022 • 2 min read Launch: Roboflow Notebooks Repo Integration with SageMaker Studio Labs Learn how to use notebooks in the Roboflow Notebooks repository with AWS SageMaker Studio Lab.
12 Dec 2022 • 3 min read Launch: Roboflow Integration with Ultralytics HUB SUMMARY Roboflow and Ultralytics HUB now support a direct integration that connects dataset management with model training and model-assisted labeling. Users can export any Roboflow dataset to Ultralytics HUB for custom YOLOv5 training, then bring the trained model weights back into Roboflow to power Label Assist for annotating under-
1 Dec 2022 • 3 min read Roboflow Changelog: November 2022 Each month, we share a recap of product and company updates. In this post, we detail Roboflow's updates from November 2022.
16 Nov 2022 • 5 min read Launch: Roboflow Command-line Interface SUMMARY The Roboflow CLI, installed via npm, lets you manage workspaces and projects, upload images and annotations, import datasets in common formats (COCO, Pascal VOC, and others), and run inference on object detection, classification, instance segmentation, or semantic segmentation models, all without opening a browser. Authentication stores API keys locally
1 Nov 2022 • 4 min read Roboflow Changelog: October 2022 Each month, we share a recap of product and company updates. In this post, we detail Roboflow's updates from October 2022.
26 Oct 2022 • 4 min read Launch: Semantic Segmentation for Labeling, Training, Deployment SUMMARY Semantic segmentation assigns a class label to every pixel in an image, making it useful for tasks where per-pixel precision matters: road and sidewalk mapping from aerial imagery, crack detection in infrastructure, defect identification in manufacturing, and medical image analysis. Roboflow now supports semantic segmentation end-to-end,
14 Oct 2022 • 4 min read Launch: Cloning Images from Open Source Datasets SUMMARY Roboflow Universe now lets you clone any of its 100+ million open source images directly into your own Roboflow project, with or without their existing annotations. This removes one of the biggest time sinks in computer vision development: sourcing labeled training data from scratch. You can filter by object
13 Oct 2022 • 3 min read Launch: Use YouTube Videos for Training Data and Inference Testing SUMMARY Roboflow now accepts YouTube video URLs directly as an upload source, letting you sample frames from any of YouTube's 800+ million videos to build or expand a computer vision training dataset without downloading files manually. The same feature works in reverse: you can paste a YouTube URL
1 Oct 2022 • 4 min read Roboflow Changelog: September 2022 Each month, we share a recap of product and company updates. In this post, we detail Roboflow's updates from September 2022.
28 Sep 2022 • 4 min read Launch: Smart Polygon Labeling SUMMARY Roboflow Annotate's Smart Polygon tool uses a machine learning model behind the scenes to generate a polygon label with a single click on an object, reducing what previously required many manual point placements to a near-instant operation. Precise polygon annotations are required for training instance segmentation
20 Sep 2022 • 2 min read Launch: Test Computer Vision Models Locally SUMMARY Roboflow Inference can now run locally on a development machine via a single npx command, with no CUDA installation or Docker setup required. Any 64-bit Intel, AMD, or Arm CPU (including M1 Macs and Raspberry Pi 4) can host the inference server on port 9001, and any pre-
9 Sep 2022 • 4 min read Roboflow Changelog: July & August 2022 Each month, we share a recap of product and company updates. In this post, we detail Roboflow's updates from July and August 2022.
19 Jul 2022 • 4 min read Deploy a Computer Vision Model: A How-To Guide SUMMARY The Roboflow Deploy tab centralizes the options for getting a trained computer vision model into use without writing boilerplate for each target: it supports drag-and-drop inference on images and video files, live webcam inference in the browser, URL-based inference, and copy-paste code snippets for the
13 Jul 2022 • 3 min read How to Use Polygon Annotation and Labeling with Roboflow Polygons have traditionally been used for training image segmentation models, but they can also improve the training of object detection models. Object detection models are typically much faster and more widely supported, so they're still the best choice for solving many problems.
11 Jul 2022 • 3 min read Launch: Search Datasets and Assign Jobs SUMMARY Roboflow Annotate now includes a semantic image search that lets teams find unlabeled images by describing their contents in plain text, without any prior labeling or categorization of those images. The search uses natural language processing and computer vision models to index image contents from pixel data, so queries
6 Jul 2022 • 2 min read Roboflow Changelog: May & June 2022 Each month, we share a recap of product and company updates. Here's what's new for May and June in 2022!
30 Jun 2022 • 3 min read Launch: Roboflow Native iOS SDK Constrained bandwith? Left without the option to extend production data beyond your local network or corporate firewall? In need of real-time inference speeds on the edge? The Roboflow Mobile iOS SDK is a great option if you are developing an iOS application.
28 Jun 2022 • 4 min read Open source datasets and pre-trained models for computer vision SUMMARY Roboflow Universe grew from 50 open-source datasets at launch in August 2021 to over 90,000 datasets with 66 million labeled images and more than 7,000 pre-trained models available via API, covering object detection, segmentation, and image recognition across industries. Pre-trained models on Universe can
22 Jun 2022 • 3 min read Launch: Label Only Role-based Access Control SUMMARY Roboflow Annotate now supports role-based access control with a dedicated Labeler role, letting teams scale annotation work outside their organization without exposing project data. Labelers see only the images assigned to them in a Job, while Reviewers approve or reject submitted annotations and return failed batches for edits.
8 Jun 2022 • 3 min read Roboflow Now Available in the Microsoft Azure Marketplace SUMMARY Roboflow is now listed in the Microsoft Azure Marketplace, giving Azure customers a direct path to purchase and integrate Roboflow's computer vision platform alongside their existing cloud infrastructure. Teams already storing images and video in Azure Blob Storage can connect that data to Roboflow's annotation,
19 May 2022 • 2 min read Launch: Instance Segmentation Project Training and Inference SUMMARY Roboflow now supports instance segmentation project training and inference natively on the platform, letting teams train directly from a pre-trained COCO checkpoint without writing training code. Instance segmentation produces per-object outlines rather than just bounding boxes, making it the right choice when downstream tasks require measuring object
19 May 2022 • 4 min read Launch: Roboflow OAK pip package roboflowoak pip package lets you natively interface with your Roboflow workspace through Python scripts and deploy to an OAK device.
11 May 2022 • 5 min read Roboflow’s Python Pip Package For Computer Vision Regardless of whether your project is a new product line, a new industrial production system, a research project, or a personal one to help you learn what computer vision is all about, you'll want to add "pip install roboflow" to your code - and here's why.