Infragram
question:infragram

The Infragram project brings together a range of different efforts to make Do-It-Yourself plant health comparisons possible with infrared photography. Use the web-based app at [Infragram.org](https://infragram.org/) to process your imagery. This project was made possible with support from Google and the [AREN Project at NASA](https://www.globe.gov/web/aren-project/). ## Uses Vineyards, large farms, and NASA all use near-infrared photography for assessment, usually by mounting expensive sensors on airplanes and satellites. Infrared analysis is used for a variety of things, but most focus on assessing plant health, such as: * to assess crops and the efficacy of #agriculture practices * better #soil management (reducing #fertilizer, soil treatments) * in #wetlands analysis [![Screenshot_2017-10-18_at_11.59.57_AM.png](https://publiclab.org/system/images/photos/000/021/972/large/Screenshot_2017-10-18_at_11.59.57_AM.png)](https://publiclab.org/system/images/photos/000/021/972/original/Screenshot_2017-10-18_at_11.59.57_AM.png) Just as cell phone video has become instrumental in accountability today, we aim to democratize and improve reporting about environmental impacts. **** ## Getting started To start to do your own infrared analysis project, you'll need: 1. **[Photos](#Getting+images)**: A way to take near-infrared photos AND matching regular visible light photos from the same angle (in a single camera or two matched cameras) 2. [A **question** you'd like to answer](#Study+design) -- look through these templates for how to design your analysis 3. **[Software](#Software)** for processing and analysing your photos 4. **[Analysis](#Analysis)** -- tips and support to interpret and understand what your images are telling you To get a kit with this already set up on an SD card and/or Raspberry Pi camera, see: * [Infragram Pi Camera Kit](https://store.publiclab.org/products/infragram-pi-camera) * [Pre-flashed SD cards for Raspberry Pi cameras](https://store.publiclab.org/products/pi-builder-cards) [notes:grid:activity:pi-camera-setup] **** ## How it works ### Background In 2014, we launched an early version of this project on Kickstarter, and the video is a good overview of the project, although we've come a long way since: _The [Infragram Kickstarter](https://www.kickstarter.com/projects/publiclab/infragram-the-infrared-photography-project) video, a great introduction to the project._ **** [![68747470733a2f2f7075626c69636c61622e6f72672f73797374656d2f696d616765732f70686f746f732f3030302f3034352f3436382f6c617267652f72676e2d73706c69742e706e67.png](/i/45512)](/i/45512?s=o) ## Infragram starter kits The [Public Lab Store](http://store.publiclab.org) offers a range of Do-It-Yourself kits to convert cameras for infrared photography, as well as ready-made cameras like the [Infragram Point & Shoot camera](/wiki/infragram-point-shoot): > [Get a kit to start](https://store.publiclab.org/collections/diy-infrared-photography) Also see [Getting images](#Getting+images), below. **** ## Getting images To start, you'll need **near-infrared images** and regular **visible light images** of the same scene -- or an image which combines these in different color channels. See the below White Balance section for example images. There are sources of #remote-sensing imagery from satellites and planes you can use, but the Infragram project is about making and using low-cost converted cameras to take our own images. There are both **single camera** and **dual camera** ways of doing this, and each has pros and cons. [Get a kit here](https://store.publiclab.org/collections/diy-infrared-photography) or learn about converting a camera here: > [Infrared Camera Conversion](/wiki/infrared-camera-conversion) **** ### White balance We've learned that careful white balancing of your converted Infragram camera is essential for good NDVI images. Learn how [in this short video](/notes/warren/08-15-2013/white-balancing-a-canon-camera-for-infragram-photography) and [read in depth on the topic in research by Chris Fastie](/notes/cfastie/06-17-2013/white-balance). There is also a wiki page on the subject at http://publiclab.org/wiki/infrablue-white-balance Here are samples of well-white-balanced images: _Left: pale blue from a RED filter; Right: pale yellow from a BLUE filter. Images by @mathew and [Eclectis students](https://publiclab.org/n/9372)_ [![](/system/images/photos/000/018/533/thumb/Rosco_26_filtered.JPG)(/system/images/photos/000/018/533/original/Rosco_26_filtered.JPG) [![](https://i.publiclab.org/system/images/photos/000/001/647/thumb/IMG_0025.JPG)](https://i.publiclab.org/system/images/photos/000/001/647/original/IMG_0025.JPG) If you're using an [Infragram Point & Shoot](/wiki/infragram-point-shoot) (aka Mobius Action Cam), see [this page for a guide on setting the white balance of that camera](/wiki/infragram-point-shoot#Activities). [![Screen_Shot_2022-03-15_at_12.24.43_PM.png](/i/45515)](/i/45515?s=o) **** ### Filters _Should you use a **RED** or **BLUE** filter?_ See [Infragram filters](/wiki/infragram-filters) for more on different filters and how well they work. Early research by Public Lab contributors led to a blue filter technique for making Infragram cameras. But recent research on PublicLab.org has shown that red filters work better -- and on a wider range of cameras. Blue filters did not work on most CMOS cameras, especially cheaper webcams. Public Lab kits now ship with the red **Rosco #19 "Fire" filter**. **** ## Conversion types There are three major ways to produce multispectral "infragram" images: * Two-camera - one near-infrared camera and one normal RGB camera * Single camera w/ red filter - replacing blue with infrared * Single camera w/ blue filter - replacing red with infrared Since these are a hard to keep track of, here's a diagram to show the three main types (you can [edit the diagram here](https://docs.google.com/presentation/d/1hIR68D9sW16_A2eYAi4QJCrWagG4j89BTB7m15Ubom4/edit#slide=id.g3cb9c89f54_0_0)): [![infragram-types.png](/i/25365)](/i/25365) **** ### Comparing plant health An important limitation of most DIY techniques is that we are using uncalibrated cameras, and so the analysis works best when we compare two vegetated areas under the same conditions (light, angle, time of day) rather than just take a photo of a single region. That is, the DIY approach is based on relative, or comparative, uses -- you can't learn a lot without a point of comparison. [questions:ndvi-comparison] An easy way to do a comparison is: 1. compare two areas (with the same type of plants) within a single photograph 2. compare two photographs with the same camera settings and lighting conditions (angle, brightness, color), of the same plants [illustration] Learn more at [Comparing Plant Health](/wiki/comparing-plant-health) **** ## Software Doing [NDVI analysis](/wiki/ndvi) on plants requires post-processing both infrared and visible images (or a combined image -- see [Getting images](#Getting+images)) into a composite image, using the NDVI equation (or another like it). This can be done with a variety of software; see this page for more: > [Infrared software](/wiki/infrared-software) **** ## Questions Post questions or troubleshooting requests here, for example about: * making sure your camera is working (color balance, exposure, light source) * what to compare against (see study design) * different lighting conditions or angles [questions:infragram] **** ## Activities [activities:infragram] **** ## Challenges We're working to refine and improve DIY infrared photography on a number of fronts; here, take a look at the leading challenges we're hoping to solve, and post your own. For now, we're using the Q&A feature, so just click "Ask a question" to post your own challenge. Be sure to add: * constraints: expense, complexity * goals: performance, use cases [questions:infragram-challenges] **** ## Give or get help Here are some resources to get help converting or using your Infragram camera. Keep in mind that we are a peer driven community and we encourage everyone to give as well as receive assistance and support! [questions:infragram] When describing your question or answer, please include details of the equipment and process you are using [as described here for Infragram photos](http://publiclab.org/notes/cfastie/07-17-2013/infrablue-minutiae) . Also see our older FAQ here: https://publiclab.org/wiki/infragram-faq **** ![dorn](https://i.publiclab.org/system/images/photos/000/000/342/medium/dorn) ![kites](https://i.publiclab.org/system/images/photos/000/000/343/medium/kites) DIY Filter Pack: This is just a piece of "superblue" filter which you can use to turn your webcam or cheap point-and-shoot into an infrared camera. The filter allows you to take an infrared photo in the "red" channel of your camera, and a visible image in the "blue" channel. The Public Lab kit comes with a white balance card and instructions on how install your filter -- it's pretty easy! Infragram Point & Shoot: This is a straightforward, if basic, point-and-shoot camera which we're getting a factory to pre-convert with infrablue filters: you can simply take photos as you normally would, then upload them to our free and open-source web app to quickly and easily get a variety of composite images and analyses (the site is currently in beta with minimal initial features). **** _"We're excited that Public Laboratory is developing a low-cost infrared camera which will help us **track the success of wetland restoration projects in the Gulf Region--as well as help us track pollution.** The Gulf Restoration Network has been using the aerial monitoring techniques that Public Lab developed, so having the infrared camera available to put on the balloon and kite rig will only expand the applications of that technology as well as add value to airplane monitoring flights that help us watchdog the oil industry in the Gulf."_ -- [Scott Eustis](http://publiclab.org/profile/eustatic), M.S., Gulf Restoration Network ### More information The Public Lab community has been building up a knowledge base in DIY infrared imaging for years. Read more about the [history of this project here](http://publiclab.org/wiki/near-infrared-camera-history) ![dual](https://s3.amazonaws.com/ksr/assets/000/581/547/defb8db0662fd4b54a515b7457a89976_large.png?1368219190) ![melange](https://s3.amazonaws.com/ksr/assets/000/581/552/6aa9b7a67ec720c4b8b3388b5582891e_large.png?1368219243) **** ### Infragram instructions and graphics _Digital files for the filter pack envelope (including logo) and instructions:_ infrablue-filter-envelope-color.pdf infragram-instructions-0.3.pdf infragram-instructions-back-0.2.pdf _Sketchup model for the "filter switch" graphic:_ filter-switch.skp ### Datasheets Datasheet for Infragram Webcam: infragram-webcam-new-old-diagram.pdf Focal length of the camera:3.27mm. Chip sensor size for the camera: Sensor:ov2643,SIZE:1/4" Spec_of_JDEPC-OV04_Ver_1.01.pdf Module_XJD__OEM_-_final_version_-_July_30-2013.xlsx HK-7035AS-582-2-M7_Model_(95955).pdf...


Author Comment Last activity Moderation
warren ":-) thanks, Chris!!! " | Read more » almost 7 years ago
cfastie "Rosco 19: https://publiclab.org/notes/mathew/04-29-2014/a-wratten-25a-replacement-from-rosco Rosco 2007: http://legacy.rosco.com/filters/SED.cfm?t..." | Read more » almost 7 years ago
suman "Dear Chris, Does calibration requires a target of known spectral reflectivity in the same bands that will be used to compute NDVI o..." | Read more » almost 7 years ago
cfastie "The text file attached above gives the correct RGB values for the NDVI_VGYRM lookup table. I put an image of the NDVI_VGYRM color gradient in my an..." | Read more » about 7 years ago
Jtaw "update : I used the lookup table above and did not give me a good result. I hope it is not the colormap used by infragram and there is something el..." | Read more » about 7 years ago
Jtaw "The lookup table will do for me. I'll try to generate an equation from this one. thanks a lot! " | Read more » about 7 years ago
cfastie "I think the algorithm to convert a blue- or red-filtered NIR photo to color NDVI is something like this: Start with a color photo in which one ch..." | Read more » about 7 years ago
suman "I have recently bought Mobius Action Camera - Factory Modified Infrared from Public Lab store.....i have a DJI phantom 3 professional version..i ha..." | Read more » about 7 years ago
sujayj "Thanks Chris " | Read more » about 7 years ago
cfastie "You can use any filter that blocks most blue and green light (all visible light other than red) and also passes a lot of near infrared light (somew..." | Read more » about 7 years ago
cfastie "The basics are described here: https://publiclab.org/wiki/ndvi-plots-ir-kit, and there is more detail in many research notes and comments at this s..." | Read more » about 7 years ago
warren "Hi, just wondering about my question on the screw in the photo below -- is that to unscrew the lens assembly itself? " | Read more » about 7 years ago
suman "There's no information about making GoPro first version to full spectrum in the internet...i have done a lot of research in the web and found nothi..." | Read more » over 7 years ago
warren "Can you show a picture of the front and back as well? I think i see a screw, but not sure... " | Read more » over 7 years ago
warren "Hmm, very hard to follow without images, huh? I wonder if there are any YouTube tutorials? " | Read more » over 7 years ago
suman "Found this on the DIYdrones forum :http://diydrones.com/forum/topics/go-pro-camera-near-ir?id=705844%3ATopic%3A767644&page=2#comments But stil..." | Read more » over 7 years ago
suman "Dear Warren, This is the first version of GoPro Hero HD without screen not Hero 2 (although it looks quite similar). Yeah the lens is fixed (no ..." | Read more » over 7 years ago
warren "Via @wildintellect on the plots-infrared discussion list: Replace the lens, there are several aftermarket GoPro lens made for IR. http://stuntcams..." | Read more » over 7 years ago
cfastie "I have used Ned's plugin for Fiji (https://publiclab.org/notes/nedhorning/01-13-2016/packaged-photo-monitoring-plugins-available-on-the-github-repo..." | Read more » over 7 years ago
warren "Hi, there are a few ways you might do this: There's a Python library for command line use that can be run on image sequences or videos: https://g..." | Read more » over 7 years ago
cfastie "Calibration probably requires that your photo includes a target of known spectral reflectivity in the bands that will be used to compute NDVI. More..." | Read more » over 7 years ago
jfd "Nice! Thank you Warren, ok I will check it out. Yes, I will develop on Github... I will have some time in next 2 weeks, once I get a prototype goin..." | Read more » over 7 years ago
warren "Are you developing on GitHub, and might I follow your progress there? " | Read more » over 7 years ago
warren "Well, basically we just take the incoming image pixel by pixel, and for each of the input pixels, we plug their color values into the "infragrammar..." | Read more » over 7 years ago