Wide Range of Datasets
Roboflow Universe offers a diverse collection of public datasets for computer vision tasks, providing pre-labeled data that is useful for training machine learning models.
Community Contribution
The platform allows users to contribute their datasets, fostering a collaborative environment where developers can share resources and enhance the available data pool.
Easy Integration
Roboflow Universe provides tools and integrations that make it convenient to import datasets into various machine learning frameworks, streamlining the start of model training.
Comprehensive Metadata
Datasets come with detailed metadata, including annotations and label formats, which can help in understanding the dataset and ensuring it meets project requirements.
Free Tier Accessibility
The platform offers a free tier that makes it accessible to individual developers and small teams, allowing them to leverage computer vision datasets without cost barriers.
FWIW you can use roboflow models on-device as well. detect.roboflow.com is just a hosted version of our inference server (if you run the docker somewhere you can swap out that URL for localhost or wherever your self-hosted one is running). Behind the scenes it’s an http interface for our inference[1] Python package which you can run natively if your app is in Python as well. Pi inference is pretty slow (probably... - Source: Hacker News / 6 months ago
It’s an easy to use inference server for computer vision models. The end result is a Docker container that serves a standardized API as a microservice that your application uses to get predictions from computer vision models (though there is also a native Python interface). It’s backed by a bunch of component pieces: * a server (so you don’t have to reimplement things like image processing & prediction... - Source: Hacker News / over 1 year ago
* Most of the time I find Roboflow extremely handy, I used it to merge datasets, augmentate, read tutorials and that kind of thing. Basically you just create your dataset with roboflow and focus on other aspects. Source: almost 2 years ago
For computer vision, there are 100k+ open source classification, object detection, and segmentation datasets available on Roboflow Universe: https://universe.roboflow.com. - Source: Hacker News / almost 2 years ago
Roboflow | Multiple Roles | Full-time (Remote) | https://roboflow.com/careers?ref=whoishiring1222 Roboflow is the fastest way to use computer vision in production. We help developers give their software the sense of sight. Our end-to-end platform[1] provides tooling for image collection, annotation, dataset exploration and curation, training, and deployment. Over 100k engineers (including engineers from 2/3... - Source: Hacker News / about 2 years ago
Solid website and app overall for learning more about computer vision, discovering datasets, and keeping up with advancements in the field: * https://roboflow.com/learn * https://universe.roboflow.com (datasets) | https://blog.roboflow.com/computer-vision-datasets-and-apis/ * https://blog.roboflow.com. Source: about 2 years ago
If you're lacking training images, you can also use [Roboflow Universe](https://universe.roboflow.com) to obtain them (over 100 million labeled images available). Source: about 2 years ago
Roboflow | Multiple Roles | Full-time (Remote) | https://roboflow.com/careers Roboflow is the fastest way to use computer vision in production. We help developers give their software the sense of sight. Our end-to-end platform[1] provides tooling for image collection, annotation, dataset exploration and curation, training, and deployment. Over 100k engineers (including engineers from 2/3 Fortune 100 companies)... - Source: Hacker News / about 2 years ago
Based on what I do/use when I prepare models: A good framework for creating and improving this dataset faster is to use Roboflow Universe and search “flowers” and “bouquets of flowers” in the search bar (it’s like Google Images for CV Datasets). You can search images by subject, or metadata, and clone them directly into a free public workspace (they house up to 10k images without charge). *... Source: about 2 years ago
Lots of ideas will come to mind if you look and search through open source datasets: https://universe.roboflow.com/. Source: about 2 years ago
Npx @roboflow/inference-server Then you can POST an image at any of the models to localhost:9001 eg base64 yourImage.jpg | curl -d @- "http://localhost:9001/some-model/1?api_key=xxxx" And you get back JSON predictions. There are also client libs[2] and sample code[3] for pretty much any language you might want to use it in. You can also run any of the models directly in a browser with WebGL[4], in a native mobile... - Source: Hacker News / about 2 years ago
Roboflow | Multiple Roles | Full-time (Remote) | https://roboflow.com/careers Roboflow is the fastest way to use computer vision in production. We help developers give their software the sense of sight. Our end-to-end platform[1] provides tooling for image collection, annotation, dataset exploration and curation, training, and deployment. Over 100k engineers (including engineers from 2/3 Fortune 100 companies)... - Source: Hacker News / over 2 years ago
If you can find or put it on Roboflow Universe there’s example inference code you can use. Source: over 2 years ago
Yes, try searching on Roboflow Universe. People have shared over 100k image datasets there. Source: over 2 years ago
Also, they have well over 66 million images on there, and the search bar on https://universe.roboflow.com is akin to Google Images for CV datasets - https://blog.roboflow.com/computer-vision-datasets-and-apis/. Source: over 2 years ago
Roboflow Universe is the biggest (and imo best) place to share computer vision datasets. It'll let people easily browse the images, convert & download in any common format, and even let them try out a pre-trained model before they train their own. Source: over 2 years ago
How to use a pre-trained model at Roboflow Universe to let the Vector robot recognize humans! Learn from my new blog post. Here is a snapshot of what Vector sees on his cam. Source: over 2 years ago
If you’re looking for datasets as well, you can find them by searching “faces” or “face” by subject or metadata on Roboflow Universe. Source: over 2 years ago
Have you seen Roboflow Universe? They have thousands of projects from their community already labeled for download and use. I always start there when I want t to start a new model. Recently for my trash picking up robot I found a good litter dataset to start from. https://universe.roboflow.com/. - Source: Hacker News / over 2 years ago
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