NDVI stands for "Normalized Difference Vegetation Index". NRG stands for "Near-infrared / Red / Green". NDVI and NRG are both ways to visualize the amounts of infrared and other wavelengths of light reflected from vegetation. Because both these methods compare ratios of blue and red light absorbed versus green and IR light reflected, they can be used to evaluate the health of vegetation. It's a snapshot of how much photosynthesis is happening. This is helpful in assessing vegetative health or stress. (Read more here: https://www.agronomy.org/publications/jeq/articles/36/3/832) ## Do-It-Yourself These techniques for vegetation analysis were developed for satellite imagery, but at Public Lab, we've been working a lot on capturing infrared imagery using our DIY [near-infrared camera](/wiki/near-infrared-camera) setup, and combining it with visible bands to produce NDVI images such as the one above. ## What these images mean What exactly are these images we're trying to make? What do they tell us about vegetation, and why? These diagrams should help to understand what it is we're doing and why these are good ways to analyze plant life. ## The NDVI equation [![NDVI_is_eq.jpg](/i/44723)](/i/44723) **NDVI = (Near Infrared - Red)/(Near Infrared + Red)** NDVI is a ratio which tries to emphasize photosynthesis while filtering out sun glare. The above equation is run for every pixel, using source data from an infrared photo and a visible light photo, like this pair: [![5390895115_c9d4d38fec_o.jpg](https://publiclab.org/system/images/photos/000/021/771/large/5390895115_c9d4d38fec_o.jpg)](https://publiclab.org/system/images/photos/000/021/771/original/5390895115_c9d4d38fec_o.jpg) The result can be false-colored to make the high-photosynthesis areas more clear, and used to examine where plants are and how healthy they are. [![PetVISNDVIcomp.png](https://publiclab.org/system/images/photos/000/021/770/large/PetVISNDVIcomp.png)](https://publiclab.org/system/images/photos/000/021/770/original/PetVISNDVIcomp.png) _Figure above: Normal color photo (right) and normalized difference vegetation index (NDVI) image (left). NDVI image was derived from two color channels in a single photo taken with a camera modified with a special infrared filter. Note that tree trunks, brown grass, and rocks have very low NDVI values because they are not photosynthetic. Healthy plants typically have NDVI values between 0.1 and 0.9. -- @cfastie_ ### Activities Here are a range of activities you can do to produce and interpret your own NDVI imagery, whether downloaded from a satellite imagery provider or [collected yourself using a DIY technique](/wiki/multispectral-imaging) [activities:ndvi] **** ![IMG_0511-split.png](https://i.publiclab.org/system/images/photos/000/000/279/medium/IMG_0511-split.png) ![infrared-combination.png](https://i.publiclab.org/system/images/photos/000/000/278/medium/infrared-combination.png) Most DIY converted cameras today (those from Public Lab) use RGN instead of NRG, so the blue channel represents infrared instead of the red channel. That looks like this: [![rgn-split.png](/i/45468)](/i/45468?s=o) **** ## NRG imagery Some people are also interested in producing NRG imagery (like the below image), where `Near-Infrared, Red, and Green` are used to compose a picture instead of the usual `Red, Green, and Blue`. [![5415783775_502f79ac8c_o.png](/i/25064)](/i/25064) This diagram explains the swapping, which allows us to 'see' infrared as if it were a normal color: [![5396083368_40528d3da2_o.png](/i/25063)](/i/25063) **In NRG images, the deeper and clearer the red color, the denser and healthier the vegetation (more or less).** ### Questions [questions:ndvi] ### Other examples of DIY NDVI imaging From around the internet: Begin watching at 2 minutes to see the resulting imagery: *This topic is part of the [Grassroots Mapping Curriculum](/wiki/mapping-curriculum) series.* **** [![5416397210_5e3be40cf5_o.png](/i/25066)](/i/25066) [![5412520298_93873f36d0_o.png](/i/25065)](/i/25065) ...
Author | Comment | Last activity | Moderation | ||
---|---|---|---|---|---|
warren | "Circling back to this -- still love this design! NASA #aren folks just mentioned this sensor: https://www.metergroup.com/environment/articles/buy..." | 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 | "https://publiclab.github.io/image-sequencer/examples/#steps=ndvi{filter:blue},colormap{colormap:fastie} " | Read more » | over 6 years ago | |||
warren | "We also just tried using different colormaps, with some success! Stretched: And "fastie": " | Read more » | over 6 years ago | |||
warren | "I'm just presenting on your great post on the NASA AREN call right now (https://publiclab.org/aren) and we have questions! did you illuminate the..." | Read more » | over 6 years ago | |||
SuziT9 | "Great job, @MaggPi....this is super cool! " | Read more » | over 6 years ago | |||
warren | "@cfastie you might enjoy this one! On Wed, Jul 18, 2018 at 5:16 AM \<notifications@publiclab.org> wrote: Public Lab contributor MaggPi jus..." | Read more » | over 6 years ago | |||
warren | "@warren awards a barnstar to MaggPi for their awesome contribution! " | Read more » | over 6 years ago | |||
warren | "Wow, this is really amazing! :tada: " | Read more » | over 6 years ago | |||
Ag8n | "Try: Https://m.youtube.com/watch?v=elZlWSj7jlg The company is LLA out of Germany. They say the particles can go down to 3 mm in size. Looks lik..." | Read more » | over 6 years ago | |||
warren | "Great, any links to specific videos? " | Read more » | over 6 years ago | |||
Ag8n | "I checked youtube. There are videos of cameras separating all kinds of plastics with NIR. That is PE , PS, PVC, and a bunch of others. So the ap..." | 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 | |||
warren | "@imvec @xose too! " | Read more » | over 6 years ago | |||
warren | "@tech4gt @ccpandhare check it out! :-) " | Read more » | over 6 years ago | |||
warren | "OK - now able to do this by adding infrared first, then visible, then blending, then ndvi (red filter): It's a little dimmer because I think we ..." | Read more » | over 6 years ago | |||
warren | "A long time later -- here's an attempt to use Image Sequencer to do this: https://publiclab.github.io/image-sequencer/examples/#steps=import-image..." | Read more » | over 6 years ago | |||
warren | "This is AWESOME! Great image!!! " | Read more » | over 6 years ago | |||
tech4gt | "@jywarren this is awesome!!! :D " | Read more » | over 6 years ago | |||
Ag8n | "That is dehydrohalogenation. " | Read more » | over 6 years ago | |||
Ag8n | "The process that polyvinyl chloride ( PVC) degrades by is hehydrohalogenation. First, one double bond is formed, then a second conjugated with the..." | Read more » | over 6 years ago | |||
imvec | " @imvec has marked xose as a co-author. " | Read more » | over 6 years ago |