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] ...
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Grigory | "Hi, сolleagues. Does this camera need to remove the IR unit? " | Read more » | over 4 years ago | |||
Leksu | "Thanks for the post and comments @warren ! Have you (or anyone else) had luck with other similar cameras since this? " | Read more » | almost 5 years ago | |||
warren | "Hi, you can use this simpler sequence for that: https://sequencer.publiclab.org/examples/#steps=ndvi,colormap This will just apply NDVI and the c..." | Read more » | almost 5 years ago | |||
ThomasTaufan | "how to process single multispectral image with the modified webcam and red filter? Because when I saw your example, it is processing 2 images that ..." | Read more » | almost 5 years ago | |||
hengrumay | "Hi -- Went through the assembly instructions, briefly got it to work by securing the ribbons with the black bars (instructions not clear) but don't..." | Read more » | about 5 years ago | |||
smsficks | "Hi this is Manan Thanks For sharing This informative Article For Authentic Resources. I really Like Your Website. Thanks a Lot. medical laboratorie..." | Read more » | about 5 years ago | |||
cesarharada | "Very interesting indeed! " | Read more » | about 5 years ago | |||
icarito | "Hi this is very interersting! @warren " | Read more » | about 5 years ago | |||
warren | "Looks like it worked well! " | Read more » | over 5 years ago | |||
js7520047 | "Perfect Article! Got to Understand The Topic Very Well, Glad You Shared it. you are doing a great job Thank You! You can check out the Best Hublot ..." | Read more » | over 5 years ago | |||
warren | "Hi Sairam, this could be the camera cable getting disconnected, can you try checking all the ribbon cables? " | Read more » | over 5 years ago | |||
warren | "Ok, I'm sorry this is taking so long. I found some command line instructions for Mac OS, the basic issue is that the partition is in a format (ext ..." | Read more » | over 5 years ago | |||
liz | "I did this! Here's what i changed: - the cord on the battery was so short i had to velcro it directly on top of the flap that the camera was velcro..." | Read more » | over 5 years ago | |||
molangmuir10 | "I'm OS Mojave 10.14, this is what comes up on the SD card... " | Read more » | over 5 years ago | |||
silentsairam | "I could see only 1 partition on my Laptop. OS: Windows 7. Will test with Linux tomorrow and update. " | Read more » | over 5 years ago | |||
warren | "Oh hm..... maybe there's an issue with the drive format! Ugh... i think there should be 2 partitions that show up. But maybe your computer can't re..." | Read more » | over 5 years ago | |||
molangmuir10 | "Hi @silentsairam I did all of those steps but it didn't work! I think @warren is right - although it is strange that when I test ran it I could dow..." | Read more » | over 5 years ago | |||
silentsairam | "Hi @warren When I recently tried connecting to Camera Module with RPi, I shows the below message as in image. Is the fault in Camera module or sho..." | Read more » | over 5 years ago | |||
warren | "OK, we just did the GitUp 1 -- https://jywarren.github.io/fisheyegl/example/#a=0.989&b=0.98&Fx=0.05&Fy=0.14&scale=1.036&x=1.00..." | Read more » | over 5 years ago | |||
silentsairam | "Hi @warren @molangmuir10 Connect to the Network as the same with Rpi. Click on Download Images and Videos from SD card. I used San Disk 16GB A1 ..." | Read more » | over 5 years ago | |||
warren | "Hi, sorry I missed this one too, but glad it worked! I've usually seen it take about five minutes so I was surprised to hear 30m. But also, we copi..." | Read more » | over 5 years ago | |||
warren | "Hi! Ok not sure what's happening but it's some issue with the camera software we chose. I'll try to take a look later today but the easiest thing a..." | Read more » | over 5 years ago | |||
molangmuir10 | "Hey @warren! I did a test using the r-pi to take photos in my room, downloaded the images and it worked fine. I then did a mapping with a school la..." | Read more » | over 5 years ago | |||
molangmuir10 | "This looks great! I will try this at my next mapping on Wednesday - I used the plastic bottle rig in the mapping handbook so would be good to exper..." | Read more » | over 5 years ago |