Converting a Dataset to Classification
Converting an Object Detection dataset to a Classification Dataset using Roboflow's "Isolate Objects" Advanced Pre-Processing feature. Have some data in a Roboflow object detection project that you want to use in a classification project? Here's how: Generate a dataset in the source project with the I solate Objects preprocessing step, but no augmen...
Uploading Classification Datasets
Uploading Classification Datasets If you are looking to label entire images as belonging to a class, then you will need to upload a classification dataset. Classification datasets require images/videos and are in distinct folders. Class names are derived based on the folder names. For example, if you are uploading images of dogs, cats, and raccoons,...
Exporting Your Dataset
There are 4 Ways to Export Your Dataset on Roboflow: (1) Download to a Zip Folder (2) Download with our python package - this is the most common method, as it allows you to programmatically download your images and use them to train a model with our model zoo. (3) Download with a curl command (4) Download by Raw URL Your browser does not support HTM...
Dataset Health Check: Improving Your Dataset
Better models start with better datasets. In this video, we walk through common tips and tricks to improve your dataset, including using Roboflow Train and the Dataset Health Check to get there. We walk through a public dataset -- Bike Helmet Detection -- provided via Syad Salman Reza on Roboflow Universe....
Merging Projects or Datasets
We've added a feature to merge datasets (with annotations) together in just a few clicks. Hover your mouse on the three dots on the right side of one of the datasets you wish to include the merged dataset. Click the highlighted button (three horizontal dots), and select "Merge Datasets." Select the datasets you wish to merge by clicking the checkbox...
Preparing for Roboflow Universe
How to create your dataset and update your ReadMe ahead of inclusion in Roboflow Universe's Featured section . Roboflow Universe is a great place to receive project feedback and recognition from Roboflow users, and the Roboflow team. We like to select the best projects to highlight on Roboflow Universe's "Featured" section and in our weekly blog an...
Sharing a Workspace with Roboflow Support
You now invite the help@roboflow.com account to your workspace to share your data with the Roboflow team. This will allow our team to access the projects in your workspace and help with debugging and/or issue resolution. To do this, go to your Workspace Settings: Roboflow Workspace homepage UI. Accessing Workspace Settings. "Workspace Settings" can...
A Guide for Model Production
Glossary of Common Computer Vision Terms Key Metrics mAP, Precision and Recall scores are provided for all models trained with Roboflow Train, and through the notebooks in the Roboflow Model Zoo. mAP "When evaluating an object detection model in computer vision, mean average precision is the most commonly cited metric for assessing performance." Wha...
The Labeling Interface
Be sure that you've uploaded a dataset before you get started: Dataset Upload: Roboflow Data Types On the right-hand side of the labeling interface, you will find the Toolbar. It contains the following options: Drag/Select(represented by a hand icon) allows you to select, edit, and drag individual annotations. Single-click an existing bounding box...
Implementing Active Learning
"Active learning is a machine learning training strategy that enables an algorithm to proactively identify subsets of training data that may most efficiently improve performance. More simply – active learning is a strategy for identifying which specific examples in our training data can best improve model performance. It's a subset human-in-the-loop...
Dataset Upload: Roboflow Data Types
How to successfully upload your images, or videos, into Roboflow. Data can currently be added to Object Detection, Single-Label Classification, Multi-Label Classification, Instance Segmentation, and Semantic Segmentation projects (semantic segmentation: upload of masks is not yet supported, only annotations and images - export of masks is supported)...
Deleting Annotation Batches
Deleting Annotation Batches on Roboflow You can delete annotation batches for images within your project: Removing Annotation Batches: Images Uploaded to the Project, but Unassigned for Labeling Removing Annotation Batches: Images Uploaded to the Project, and Within the Annotation Queue Removing Annotation Batches: Images are Labeled, Approved, and ...
Creating a Sample App with Universe Projects
Roboflow Universe datasets can be used for project inspiration (use the search bar to look for any terms of interest!), gathering more data for a custom project, and even testing inference on trained Universe models. Brad Dwyer, Roboflow CTO, created an example blackjack strategy web application that utilizes the Augmented Startups Playing Cards dat...
How do I change my workspace from private to public?
Currently, Roboflow has to do this manually for you in our backend before you can transfer a dataset to a public workspace. If you need a workspace change, please add Roboflow Support to your workspace send your request to help@roboflow.com, and include: Workspace name Email that you signed up with Project name(s) for transfer As an added step, plea...
Starting Your First Project
Start your first Object Detection project on Roboflow . Dataset Upload --> Dataset Generation & Model Training with Roboflow Train. Plus: Quick insight into Dataset Health Check, selecting preprocessing & augmentation steps, exporting in different annotation formats, and deploying your model to run inference. Topics Covered: Creating Y...
How to Use Roboflow Universe
How to Use Roboflow Universe You're likely on Roboflow Universe to search or explore datasets for computer and machine vision or Digital Transformation (DX); find new data to add to your own project or test and deploy models from Universe in your own applications. Roboflow Universe Overview | Roboflow Universe Announcement Fo...