Roboflow Blog

15 Sep 2021 • 1 min read

Introducing the Roboflow pip package

We're ecstatic to announce the launch of our newest pip package, a way for you to natively interface with your Roboflow workspace through your Python scripts and Jupyter notebooks! Read the full package documentation here [https://docs.roboflow.com/python]. Your API Key If you've ever

9 Sep 2021 • 3 min read

What is TensorRT?

"ML in a Minute" is our conversational series on answering machine learning questions. Have questions you want answered? Tweet at us [https://www.youtube.com/watch?v=vZX0rcJl8o8&list=PLZCA39VpuaZZrOVZEu0x8EQqfQdUDzjM2&index=2] . What is TensorRT (in 60 Seconds or Fewer)? TensorRT [https://developer.nvidia.com/tensorrt]

6 Sep 2021 • 3 min read

How to Implement Object Tracking for Computer Vision

This post is a comprehensive guide on how to implement object tracking with your object detection model to track your custom objects

2 Sep 2021 • 2 min read

Our New REST API

Today we're excited to announce the launch of our new REST API, a way for your code to interface with the information stored in your Roboflow workspace. Read the full API documentation here [https://docs.roboflow.com/rest-api]. We're launching with five read-only API routes (to

2 Sep 2021 • 1 min read

Roboflow Changelog: September 2021

Welcome to another installment of the Roboflow Changelog where we summarize the improvements to Roboflow's product suite over the preceding month. You can find the last changelog (for August 2021) here. The biggest highlights from last month were celebrating the release of Roboflow Universe, our community space for

30 Aug 2021 • 1 min read

What is Amazon Rekognition?

"ML in a Minute" is our conversational series on answering machine learning questions. Have questions you want answered? Tweet at us. What is Amazon Rekognition (in 60 Seconds or Fewer)? Amazon's Rekognition is Amazon's off-the-shelf computer vision API for understanding the contents of images.

29 Aug 2021 • 1 min read

Live Coding: Blackjack Basic Strategy

Follow along as I use a playing cards object detection model from Roboflow Universe to build a computer-vision powered Blackjack basic strategy web-app. In just two hours, we go from the boilerplate sample code to a working app you can try on your phone or computer's webcam. If

23 Aug 2021 • 3 min read

What is Zero Shot Object Tracking?

We are exciting to announce that you can now track objects frame over frame in video and camera stream using the Roboflow Inference API and the open source zero shot object tracking repository, without having to train a separate classifier for your object track features.

19 Aug 2021 • 5 min read

ImageNet contains naturally occurring NeuralHash collisions

NeuralHash is the perceptual hashing model that back's Apple's new CSAM (child sexual abuse material) reporting mechanism. It's an algorithm that takes an image as input and returns a 96-bit unique identifier (a hash) that should match for two images that are "the

18 Aug 2021 • 3 min read

Mitigating the Collision of Apple's CSAM NeuralHash

This morning, Hacker News was ablaze with several stories about vulnerabilities in Apple's CSAM NeuralHash algorithm. Researchers had found a way to convert the NeuralHash model to ONNX format and reverse engineer a hash collision (in other words: they created an artificial image with the same hash as

16 Aug 2021 • 1 min read

What is CoreML?

"ML in a Minute" is our conversational series on answering machine learning questions. Have questions you want answered? Tweet at us [https://www.youtube.com/watch?v=vZX0rcJl8o8&list=PLZCA39VpuaZZrOVZEu0x8EQqfQdUDzjM2&index=2] . Be sure to subscribe to our channel: https://bit.ly/rf-yt-subWhat is CoreML (in

11 Aug 2021 • 3 min read

Roboflow Universe: the Computer Vision Community

We’re excited to introduce Roboflow Universe, the new hub for computer vision datasets and pre-trained models.

7 Aug 2021 • 1 min read

Roboflow Changelog: August 2021

Each month we share a recap of our monthly updates and releases in the Roboflow Changelog. The previous Changelog is available here. In July, the product team's major emphasis was on a new product we'll be releasing at our Launch Party on Wednesday, August 11 -

7 Aug 2021 • 4 min read

Using Computer Vision to Accelerate Microbiology Research and Combat Antibiotic Resistance

Michael Shamash is a Master’s student in the Maurice Lab at Canada's McGill University. Michael used Roboflow to streamline the production of a model and iOS app for use in microbiology.

6 Aug 2021 • 3 min read

Transformers Take Over Object Detection

It seemed just like a matter of time... and now the Transformers neural networks have landed - Microsoft's DyHead achieves state of the art object detection using a Transformer backbone.

2 Aug 2021 • 6 min read

How to Train YOLOX On a Custom Dataset

The YOLO family continues to grow with the next model: YOLOX. In this post, we will walk through how you can train YOLOX to recognize object detection data for your custom use case.

1 Aug 2021 • 1 min read

What is ONNX?

Learn what ONNX is and when it i sused in computer vision.

30 Jul 2021 • 2 min read

Roboflow for Students and Universities

We've seen tremendous interest in Roboflow from the research community. Faculty and students from institutions ranging from California to Malta to Taiwan have been using Roboflow to accelerate their computer vision work.

27 Jul 2021 • 1 min read

What is CUDA?

"ML in a Minute" is our conversational series on answering machine learning questions. Have questions you want answered? Tweet at us. What is CUDA? CUDA is NVIDIA's framework for using GPUs – graphical processing units – to do general purpose operations. Oftentimes, these are the same sorts of

25 Jul 2021 • 9 min read

Experimenting with CLIP and VQGAN to Create AI Generated Art

Earlier this year, OpenAI announced a powerful art-creation model called DALL-E. Their model hasn't yet been released but it has captured the imagination of a generation of hackers, artists, and AI-enthusiasts who have been experimenting with using the ideas behind it to replicate the results on their own.

21 Jul 2021 • 2 min read

Announcing On-Prem and Offline Mode for Roboflow Deploy

With Roboflow, you can train a custom computer vision model in one click [https://docs.roboflow.com/train] and get an infinitely scalable API to receive predictions [https://docs.roboflow.com/inference/hosted-api] and you can also deploy [https://roboflow.com/deploy] directly to devices like the NVIDIA Jetson [https:

19 Jul 2021 • 2 min read

Using Computer Vision to Clean the World's Oceans

Global plastic production has exceeded 500 million tons. Moreover, estimates from the US Environmental Protection Agency indicate that 30 percent of all produced plastic will end up in the oceans. With this in mind, researchers Gautam Tata, Sarah-Jeanne Royer, Olivier Poirion, and Jay Lowe from CSU Monterey Bay, The Ocean

16 Jul 2021 • 4 min read

5 Reasons to not Fully Outsource Labeling

So you're working on building a machine learning model, and you have hit the realization that you will need to annotate a lot of data to build a performant model. In the machine learning meta today, you will be bombarded with services offering to fully outsource your labeling woes.

16 Jul 2021 • 4 min read

Solving the Out of Scope Problem

When we are teaching a machine learning model to recognize items of interest, we often take a laser focus towards gathering a dataset that is representative of the task we want our algorithm to master.