Interactive toolsSimilar places
Similar places
Which places look like this one to the encoder?
Each pixel of a 256 × 256 window in the Cerrado, near 13.8° S, 57.8° W, has an embedding: 64 numbers the LeJEPA encoder from sits (sits_ssl_lejepa, pretrained on 647,967 time series) gives its time series, for the 2018 map. Pick a pixel and the page finds the pixels whose embeddings are closest to it, by Euclidean or cosine distance, and shows their land cover on the map sits made from the same embeddings.
Study window · Cerrado
The pixels closest to the selected one
Runs in your browser
Satellite image, May 2017
Counts how far apart the values are.
Loading embeddings.bin (4.2 MB).
About this tool
Data. Computed in your browser from recorded data.
The sits call
# cube: e-sensing/cerrado_cube_reg_2018,
# a 256 × 256 window of tile 009010
# encoder: e-sensing/encoders_cerrado,
# ssl_lejepa_tcnn_model_2017_2024.rds
sits_encode(data = cube, encoder = encoder)Read in sits 2.0.0 (78d26eb), R/sits_encode.R:304
Run again on this window, it gave the published embeddings back, all 4,194,304 values the same. No sits function finds the pixels of a cube closest to one pixel: this page computes the distances in your browser.