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Roboflow

Roboflow is a platform that helps developers and machine learning engineers build and deploy computer vision models. It provides tools for each stage of the computer vision pipeline, such as data management, annotation, training, and inference. Roboflow supports a variety of image and video formats, annotation types, training frameworks, and deployment environments. It also enables…

low-code/no-code

Paid plans start from $150

What is Roboflow?


Datasets: You’ll be able to add pictures and movies in over 40 annotations and picture codecs from your individual bucket through the API. It’s also possible to filter, label, section, preprocess, and improve picture knowledge by metadata, practice/check splits, or picture location. You’ll be able to observe a number of variations of your dataset for experiments and use text-based semantic search and CLIP vectors to search out comparable knowledge and anomalies. – Markers: You need to use AI-assisted markers for bounding field, polygon, and occasion segmentation. It’s also possible to routinely annotate pictures utilizing an current mannequin or a pre-trained mannequin that detects frequent objects in your dataset. You’ll be able to annotate a whole lot of pictures in minutes utilizing quick labeling workflows like keyboard shortcuts, good defaults, and built-in label creation. – Fashions: You’ll be able to practice state-of-the-art laptop imaginative and prescient fashions utilizing TensorFlow, PyTorch, Keras, Hugging Face, and different frameworks. Notebooks additionally offer you entry to a group of open supply Jupyter notebooks that exhibit easy methods to practice and use the most recent laptop imaginative and prescient fashions. You need to use Supervision to entry a spread of utilities that assist combine laptop imaginative and prescient into your purposes, protecting performance from annotation to object monitoring. – Deployment: You’ll be able to deploy laptop imaginative and prescient fashions to varied environments similar to NVIDIA Jetson, Raspberry Pi, SageMaker, Azure, NVIDIA TRT, Kubernetes, Luxonis OAK, and many others. It’s also possible to use the inference API to run predictions on new pictures or video streams. Greater than 250,000 engineers use Roboflow to create datasets, practice fashions, and deploy them into manufacturing. It is usually utilized in varied industries similar to safety, banking, retail, automotive, aerospace and protection, authorities, oil and gasoline, agriculture, manufacturing, telecommunications, healthcare, utilities, and extra. Roboflow affords completely different pricing plans for various wants. For people with private initiatives, college assignments, or analysis initiatives, Roboflow affords public packages to encourage exploration of laptop imaginative and prescient. All initiatives within the public program are shared on Roboflow Universe. For companies, Roboflow affords Starter and Enterprise plans. The Starter plan is appropriate for small groups that want fundamental performance and assist. The Enterprise plan is appropriate for bigger groups that require superior options and assist. Roboflow is a platform that allows your software program to view objects in pictures and movies. It helps you construct and deploy laptop imaginative and prescient fashions quicker and simpler.

Pros


Roboflow provides a comprehensive platform for building and deploying computer vision models using a variety of tools and frameworks. Roboflow provides AI-assisted labeling for bounding box, polygon, and instance segmentation with a fast and accurate workflow. Roboflow supports real-time team collaboration and secure role-based access to annotation projects. Roboflow has enterprise-grade infrastructure and is SOC2 Type 1 certified and PCI compliant. Roboflow offers a free public plan for individuals with personal projects, school assignments, or research projects.

Cons


Roboflow may not support all the annotations and image formats that your dataset requires. Roboflow may not have pre-trained models for all the common objects you want to detect in images. Roboflow may not integrate with all inference and deployment environments for your favorite models. Roboflow may not have adequate documentation and tutorials for beginners to learn computer vision concepts and techniques. Roboflow may not have flexible pricing plans for businesses with different needs and budgets.