A number of Public Lab projects are supported in part by [NASA](https://science.nasa.gov/stem-activation-team) through the [AREN project](https://www.globe.gov/web/aren-project/), which focuses on educational uses of kite aerial photography for photographic and sensor data collection. As part of the AREN project, Public Lab is making progress on several projects. In AREN's words: ``` In AREN we... * Plan and prepare for a launch * Launch kites * Attach payloads * Collect data * Conduct post-mission debrief * Analyze and share our data ``` Public Lab's primary project as part of AREN is to create, refine, and improve open source image processing tools for aerial photography, primarily [Infragram](http://infragram.org) and [Image Sequencer](https://github.com/publiclab/image-sequencer/), but also [lens distortion tools](/lens-distortion). Public Lab is also investigating low-cost, DIY sensor platforms for use on aerial platforms. **** ## Educators For educators looking to apply these techniques in the classroom, see our [Education page](/education). ## Activities These activities were developed as part of Public Lab's collaboration with the AREN project: [notes:grid:activity:aren] **** ![infragram](/system/images/photos/000/021/974/large/Screenshot_2017-10-18_at_5.42.41_PM.png) ## Infragram The Infragram project brings together a range of different efforts to make Do-It-Yourself plant health comparisons possible with infrared photography. In the context of the AREN project, the Infragram project will provide an easy to access and easy to use tool for multispectral image analysis in the classroom. You can read more about Infragram at: http://publiclab.org/infragram And use the latest version at: https://infragram.org **** [![diagram-6-steps.png](https://publiclab.org/system/images/photos/000/022/640/medium/diagram-6-steps.png)](https://publiclab.org/system/images/photos/000/022/640/original/diagram-6-steps.png) ## ImageSequencer ImageSequencer is a pure JavaScript sequential image processing system, inspired by storyboards, which we are optimizing for analyzing and processing remote sensing imagery. Image Sequencer is different from other image processing systems in that it's non-destructive: instead of modifying the original image, it **creates a new image at each step in a sequence**. This is because it: - produces a legible trail of operations, to "show your work" for evidential, educational, or reproducibility reasons - makes the creation of new tools or "modules" simpler -- each must accept an input image, and produce an output image - allows many images to be run through the same sequence of steps - works identically in the browser, on Node.js, and on the commandline More soon! * Demo: https://publiclab.github.io/image-sequencer/ * Source code: https://github.com/publiclab/image-sequencer/ **** ## Leaflet.Multispectral Multispectral color manipulation and processing (NDVI etc) for Leaflet image overlays with pure JavaScript in Image Sequencer. Read more here: https://github.com/publiclab/leaflet-multispectral [![demo-leaflet-multispectral.png](/i/29216)](/i/29216) ## Leaflet.TileFilter This Leaflet plugin provides multispectral channel manipulation and processing tools (such as NDVI or other remote sensing methods) for Leaflet tile layers using pure client-side JavaScript. Read more here: https://github.com/publiclab/leaflet-tile-filter/ **** ## Low-cost airborne sensors We are also working on comparing low-cost, open source wind sensors like that offered by #as220. More broadly, data logging and sensor platform work will address issues of modeling study design, piloting low-cost payloads, testing data logging and analysis workflows. **** ## Questions [questions:nasa] **** ## Updates [notes:nasa] ...
Author | Comment | Last activity | Moderation | ||
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warren | " @molangmuir10 @silentsairam @kayrufty take a look at this post -- this is not super elegant but just looking for fast and very lightweight ways to..." | Read more » | over 5 years ago | |||
molangmuir10 | "Hi Bronwen - I posted you the below question because it wasn't working but then after about half an hour the pi wifi connected!! So all good :) Des..." | Read more » | over 5 years ago | |||
molangmuir10 | " Hi Bronwen, great! I will try this afternoon and let you know! " | Read more » | over 5 years ago | |||
Bronwen | " Hi @molangmuir10 -- yes! You can get to the software from this page here: https://publiclab.org/wiki/pi-builder Let us know how it goes! FYI, som..." | Read more » | over 5 years ago | |||
molangmuir10 | " This is great! And so much simpler. I didn't realise they were 'plug-and-play'! I tried to program and configure mine, so I over-wrote your progra..." | Read more » | over 5 years ago | |||
baungaard | " This is so cool :smiley: " | Read more » | over 5 years ago | |||
warren | " @molangmuir10 @silentsairam @kayrufty check this out! " | Read more » | over 5 years ago | |||
bansal_sidharth2996 | " Hi, please submit your proposal on the GSOC official website at the earliest. Thanks " | Read more » | over 5 years ago | |||
bansal_sidharth2996 | " I really like your proposal Few suggestions We are looking forwards for supportive folks. Make sure to do 1. at least one PR review each week and..." | Read more » | over 5 years ago | |||
warren | "Also, I wonder if the inverted values are due to your using a blue not red filter? I believe the ndvi equation needs to be reversed too if you do t..." | Read more » | over 5 years ago | |||
warren | " Oh that's super, we'd love to see it. Thanks! " | Read more » | over 5 years ago | |||
petter_mansson1 | "At the moment I have only the code on private repository. I will conduct an experiment where I try to look for changes in NDVI values corresponding..." | Read more » | over 5 years ago | |||
warren | " Hi! Very cool! I'm curious if you've posted your code anywhere, I'd love to see it! " | Read more » | over 5 years ago | |||
petter_mansson1 | "EDIT: Did some further testing and it was an error on my end. Used the wrong module to colormap the pictures. Ill leave the rest of the comment tho..." | Read more » | over 5 years ago | |||
warren | " Great to hear from you @maggpi! This is tremendous! " | Read more » | almost 6 years ago | |||
warren | "@warren awards a barnstar to MaggPi for their awesome contribution! " | Read more » | almost 6 years ago | |||
warren | "It was also easily blown out by bright sunlight, which is not a good sign either -- i think it was just hypersensitive to IR. " | Read more » | about 6 years ago | |||
warren | " " | Read more » | about 6 years ago | |||
warren | "Quick follow-up about another cheap webcam - this one: https://www.amazon.com/gp/product/B01DRJXAWA/ "ELP megapixel Super Mini 720p USB Camera Mo..." | Read more » | about 6 years ago | |||
cheneyshreve | ":smiley: " | Read more » | over 6 years ago | |||
warren | "Just a note to self - as we plan out auto-registration features for this, could be good to look at #image-registration ! " | Read more » | over 6 years ago | |||
warren | "Cool! We've tested blue filters with Raspberry Pi cameras, and it works well although the separate camera technique does result in cleaner separati..." | Read more » | over 6 years ago | |||
xose | "During the leptos development we bought this board. We'are now playing with a point and shoot NDVI with raspi. I'll give the "IVMECH" board a chanc..." | Read more » | over 6 years ago | |||
tech4gt | "This is so cool @warren " | Read more » | over 6 years ago |