AI Tracking Solutions

Neural Network for Particle Tracking

Introducing the NNT

Our Neural Net Tracker is optimized through machine learning on both sophisticated synthetic data and terabytes of experimental data. The end result is a particle tracking software that can accurately and fully automatically tracks entities from nanoparticles to viruses to bacteria to cells, and generates individual traces and statistical analysis of the traces. See our publication in PNAS for details

  • Fixed processing time regardless of upload size (1-2 hours)
  • Truly objective and reproducible tracking
  • Accurate 2D and 3D even at low signal-to-noise ratio
  • Fully automated, streamlined workflow

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Feature NNT Mosaic ICY IDL
Fully Automated 3D Tracking Yes No No No
Fully Automated 2D Tracking Yes No No No
<3% False Positive Rate Yes Yes No No
<20% False Negative Rate Yes No No No
Accurate and Reproducible Results Yes No No No
Terabytes of Results in Hours Yes No No No

Reproducible Tracking Analysis

The call for data reproducibility has never been louder. Our Neural Net Tracker provides the only truly objective and reproducible tracking analysis on the market, because there is no parameter that can be adjusted. This means two people analyzing the same video will get identical result, each and every time, something that is impossible with currently available software that requires users to decide on parameter values. Our tracker provides a platform for labs around the world to compare their tracking data objectively.


Intelligent, Accurate Tracking

We have carefully trained the Net Tracker using machine learning to handle a diverse array of entities ranging from particles to viruses to bacteria to cells across a wide spectrum of imaging conditions. Our tracker can perform exceptionally accurate 2D and 3D particle tracking, even at low signal-to-noise ratios.


Unparalleled Throughput & Speed

Because we run on the Google cloud with state-of-the-art GPUs, we can scale the processing power dynamically. No matter how much data you need processed, we can complete the analysis in hours. This means you can include more data in your papers, you might include that additional piece of pilot data before your grant deadline that you otherwise could not, and you don’t have to spend months and years processing the data, worrying about your work getting scooped. For PIs, this translates to substantial cost savings because you are no longer spending valuable personnel time on mundane tasks.


Tracking Will Never Be Easier

Simply upload the videos you want analyzed. Within a few hours, all of the videos will be processed and available for you to preview and select. Once you pay, you can immediately download the data containing particle traces. We also allow you to specify how long you want us to keep your data stored.

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Your workflow with the NNT

The Team



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Frequently Asked Questions

Q: What happens to my videos and analysis data after I’ve received the analyzed files? Do you store them in your system or on a cloud?
A: We will never store any raw data uploaded by the user. Once any video data is uploaded, we run it through our Neural Net Tracker and then delete it from our system. However, we allow users to set how long we store their analyzed data. If any user wishes to have us store their analyzed data in case they need to download it again, we will store analyzed data for up to a year. If the data is too sensitive to be stored, users can change their settings so that we delete their analyzed data 1 day after they download it.

Q: What sort of data security does AITS offer?
A: Our system is entirely integrated into the Google Cloud infrastructure which provides state-of-the-art cybersecurity straight from Google. All of our data channels go through authentication to ensure that no data can be stolen.

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