A ready-to-use curated list of Spectral Indices for Remote Sensing applications.

GitHub: https://github.com/davemlz/awesome-ee-spectral-indices

Documentation: https://awesome-ee-spectral-indices.readthedocs.io/

Spectral Indices

The ready-to-use curated list of spectral indices (check the list here) for remote sensing applications is presented here. The list is available in two formats (CSV, JSON) so it can be easily used in any programming language.

Attributes

Each item of the list has the following attributes:

• short_name: Short name of the index (e.g. "NDWI").
• long_name: Long name of the index (e.g. "Normalized Difference Water Index").
• formula: Expression/formula of the index (e.g. "(G - N)/(G + N)").
• bands: List of required bands/parameters for the index computation (e.g. ["N","G"]).
• reference: Link to the index reference/paper/doi (e.g. "https://doi.org/10.1080/01431169608948714").
• type: Type/application of the index (e.g. "water").
• date_of_addition: Date of addition to the list (e.g. "2021-04-07").
• contributor: GitHub user link of the contributor (e.g. "https://github.com/davemlz").

Expressions

The formula of the index is presented as a string/expression (e.g. "(N - R)/(N + R)") that can be easily evaluated. The parameters used in the expression for each index follow this standard:

Additional index parameters also follow a standard:

• g: Gain factor (e.g. Used for EVI).
• L: Canopy background adjustment (e.g. Used for SAVI and EVI).
• C1: Coefficient 1 for the aerosol resistance term (e.g. Used for EVI).
• C2: Coefficient 2 for the aerosol resistance term (e.g. Used for EVI).
• cexp: Exponent used for OCVI.
• nexp: Exponent used for GDVI.
• alpha: Weighting coefficient used for WDRVI and BWDRVI.
• gamma: Weighting coefficient used for ARVI.
• omega: Weighting coefficient used for MBWI.
• sla: Soil line slope.
• slb: Soil line intercept.
• PAR: Photosynthetically Active Radiation.

The kernel indices are constructed using a special type of parameters:

• kAB: Kernel of bands/parameters A and B (e.g. kNR means k(N,R), where k is the kernel function).
• p: Kernel degree (used for the polynomial kernel).
• c: Free parameter that trades off the influence of higher-order versus lower-order terms (used for the polynomial kernel).

Used by

JavaScript

• spectral: Awesome Spectral Indices for the Google Earth Engine JavaScript API (Code Editor).

Python

• eemont: A python package that extends Google Earth Engine.
• eeExtra: A ninja Python package behind rgee, rgeeExtra and eemont.
• spyndex: Awesome Spectral Indices in Python.

R

• rgeeExtra: High-level functions to process spatial and simple Earth Engine objects. Popular Third-party GEE algorithms are re-coded from Javascript and Python to R.

Spectral Indices by Type

Vegetation 🌱

A

• AFRI1600: Aerosol Free Vegetation Index (1600 nm).
• AFRI2100: Aerosol Free Vegetation Index (2100 nm).
• ARI: Anthocyanin Reflectance Index.
• ARVI: Atmospherically Resistant Vegetation Index.
• ATSAVI: Adjusted Transformed Soil-Adjusted Vegetation Index.

B

• BCC: Blue Chromatic Coordinate.
• BNDVI: Blue Normalized Difference Vegetation Index.
• BWDRVI: Blue Wide Dynamic Range Vegetation Index.

C

• CIG: Chlorophyll Index Green.
• CIRE: Chlorophyll Index Red Edge.
• CVI: Chlorophyll Vegetation Index.

D

• DVI: Difference Vegetation Index.

E

• EVI: Enhanced Vegetation Index.
• EVI2: Two-Band Enhanced Vegetation Index.
• ExG: Excess Green Index.

G

• GARI: Green Atmospherically Resistant Vegetation Index.
• GBNDVI: Green-Blue Normalized Difference Vegetation Index.
• GCC: Green Chromatic Coordinate.
• GDVI: Generalized Difference Vegetation Index.
• GEMI: Global Environment Monitoring Index.
• GLI: Green Leaf Index.
• GNDVI: Green Normalized Difference Vegetation Index.
• GRNDVI: Green-Red Normalized Difference Vegetation Index.
• GVMI: Global Vegetation Moisture Index.

I

• IRECI: Inverted Red-Edge Chlorophyll Index.

M

• MCARI: Modified Chlorophyll Absorption in Reflectance Index.
• MCARI1: Modified Chlorophyll Absorption in Reflectance Index 1.
• MCARI2: Modified Chlorophyll Absorption in Reflectance Index 2.
• MCARI705: Modified Chlorophyll Absorption in Reflectance Index (705 and 750 nm).
• MCARIOSAVI: MCARI/OSAVI Ratio.
• MCARIOSAVI705: MCARI/OSAVI Ratio (705 and 750 nm).
• MGRVI: Modified Green Red Vegetation Index.
• MNDVI: Modified Normalized Difference Vegetation Index.
• MNLI: Modified Non-Linear Vegetation Index.
• MSAVI: Modified Soil-Adjusted Vegetation Index.
• MSR: Modified Simple Ratio.
• MSR705: Modified Simple Ratio (705 and 750 nm).
• MTCI: MERIS Terrestrial Chlorophyll Index.
• MTVI1: Modified Triangular Vegetation Index 1.
• MTVI2: Modified Triangular Vegetation Index 2.

N

• NDMI: Normalized Difference Moisture Index.
• NDREI: Normalized Difference Red Edge Index.
• NDVI: Normalized Difference Vegetation Index.
• NDVI705: Normalized Difference Vegetation Index (705 and 750 nm).
• NDYI: Normalized Difference Yellowness Index.
• NGRDI: Normalized Green Red Difference Index.
• NIRv: Near-Infrared Reflectance of Vegetation.
• NIRvP: Near-Infrared Reflectance of Vegetation and Incoming PAR.
• NLI: Non-Linear Vegetation Index.
• NRFIg: Normalized Rapeseed Flowering Index Green.
• NRFIr: Normalized Rapeseed Flowering Index Red.

O

• OCVI: Optimized Chlorophyll Vegetation Index.
• OSAVI: Optimized Soil-Adjusted Vegetation Index.

R

• RCC: Red Chromatic Coordinate.
• RDVI: Renormalized Difference Vegetation Index.
• REDSI: Red-Edge Disease Stress Index.
• RVI: Ratio Vegetation Index.

S

• S2REP: Sentinel-2 Red-Edge Position.
• SARVI: Soil Adjusted and Atmospherically Resistant Vegetation Index.
• SAVI: Soil-Adjusted Vegetation Index.
• SAVI2: Soil-Adjusted Vegetation Index 2.
• SeLI: Sentinel-2 LAI Green Index.
• SIPI: Structure Insensitive Pigment Index.
• SR555: Simple Ratio (555 and 750 nm).
• SR705: Simple Ratio (705 and 750 nm).

T

• TCARI: Transformed Chlorophyll Absorption in Reflectance Index.
• TCARIOSAVI: TCARI/OSAVI Ratio.
• TCARIOSAVI705: TCARI/OSAVI Ratio (705 and 750 nm).
• TCI: Triangular Chlorophyll Index.
• TGI: Triangular Greenness Index.
• TRRVI: Transformed Red Range Vegetation Index.
• TSAVI: Transformed Soil-Adjusted Vegetation Index.
• TTVI: Transformed Triangular Vegetation Index.
• TVI: Triangular Vegetation Index.

V

• VARI: Visible Atmospherically Resistant Index.
• VARI700: Visible Atmospherically Resistant Index (700 nm).
• VI700: Vegetation Index (700 nm).
• VIG: Vegetation Index Green.

W

• WDRVI: Wide Dynamic Range Vegetation Index.
• WDVI: Weighted Difference Vegetation Index.

Burn 🔥

• BAI: Burned Area Index.
• BAIS2: Burned Area Index for Sentinel 2.
• CSIT: Char Soil Index Thermal.
• NBR: Normalized Burn Ratio.
• NBR2: Normalized Burn Ratio 2.
• NBRT: Normalized Burn Ratio Thermal.
• NDVIT: Normalized Difference Vegetation Index Thermal.
• SAVIT: Soil-Adjusted Vegetation Index Thermal.

Water 🌊

• AWEInsh: Automated Water Extraction Index.
• AWEIsh: Automated Water Extraction Index with Shadows Elimination.
• MBWI: Multi-Band Water Index.
• MNDWI: Modified Normalized Difference Water Index.
• NDVIMNDWI: NDVI - MNDWI Model.
• NDWI: Normalized Difference Water Index.
• NWI: New Water Index.
• WI1: Water Index 1.
• WI2: Water Index 2.
• WRI: Water Ratio Index.

Snow ⛄

• NDSI: Normalized Difference Snow Index.
• NDSII: Normalized Difference Snow Ice Index.
• S3: S3 Snow Index.
• SWI: Snow Water Index.

Drought 🏜️

• NDDI: Normalized Difference Drought Index.
• NMDI: Normalized Multi‐band Drought Index.

Urban 🏙️

• EBBI: Enhanced Built-Up and Bareness Index.
• NDBaI: Normalized Difference Bareness Index.
• NDBI: Normalized Difference Built-Up Index.
• NHFD: Non-Homogeneous Feature Difference.

Kernel 🎯

• kEVI: Kernel Enhanced Vegetation Index.
• kNDVI: Kernel Normalized Difference Vegetation Index.
• kRVI: Kernel Ratio Vegetation Index.
• kVARI: Kernel Visible Atmospherically Resistant Index.

RADAR 🛰️

• DpRVIHH: Dual-Polarized Radar Vegetation Index HH.
• DpRVIVV: Dual-Polarized Radar Vegetation Index VV.
• QpRVI: Quad-Polarized Radar Vegetation Index.
• RFDI: Radar Forest Degradation Index.

List

Check the full list of spectral indices with their formulas here.

Download Raw Files

You can download or clone the repository:

git clone https://github.com/davemlz/awesome-ee-spectral-indices.git

Or you can download the single files here (right-click > Save link as...):

• JSON: Raw list
• CSV: Raw list

Credits

• César Aybar: The formidable pydantic expert and creator of rgee.