Cover figure from this papger of a ship surveying to the ellipsoid. https://www.fig.net/resources/publications/figpub/pub62/Figpub62.pdf
Ellipsoidally referenced surveys... what NOAA does. That was my response to a question on the MB-System mailing list for info about ellipsoidally referenced surveys.
listserver.mbari.org/sympa/arc/mb...
nauticalcharts.noaa.gov/learn/ellips...
31.07.2025 16:09 โ ๐ 1 ๐ 1 ๐ฌ 0 ๐ 0
New R package: rgeomorphon ๐ฆ by Andrew Brown
Classifies terrain forms using a parallel C++ implementation of the geomorphon algorithm.
๐ github.com/brownag/rgeo...
#RStats #GIS #TerrainAnalysis #RemoteSensing #RSpatial
30.07.2025 14:02 โ ๐ 18 ๐ 8 ๐ฌ 0 ๐ 0
Clear examples of the degraded forecasts we face in this piece from @michaelrlowry.bsky.social
Here's Iona from yesterday, with a clear shot of its internal structure in the current state on top, and a useless green blob in the suggested replacement on bottom.
29.07.2025 11:43 โ ๐ 223 ๐ 135 ๐ฌ 6 ๐ 11
Applied Machine Learning for Tabular Data
I last posted here about 6 months ago. Here's what I've been working on and/or thinking about. #rstats, #statistics, #ml
package upkeep: we are doing major preventive maintenance on the tidymodels packages ("upkeep week!"). It's rote but very rewarding work. Error messages are 100x better.
1/3
30.10.2024 16:38 โ ๐ 26 ๐ 4 ๐ฌ 1 ๐ 0
Lossless Float Image Compression ยท Aras' website
Blog post about lossless float image compression (EXR, HTJ2K, JPEG-XL, mesh optimizer): aras-p.info/blog/2025/07...
10.07.2025 14:38 โ ๐ 64 ๐ 17 ๐ฌ 2 ๐ 0
R, Python, and Calculus: Are They on the Same Page?
@amstatnews.bsky.social @tandfresearch.bsky.social www.tandfonline.com/doi/full/10....
09.07.2025 12:42 โ ๐ 25 ๐ 9 ๐ฌ 2 ๐ 2
Exotic Animal Photo Reference Repository
GenAI has polluted image search results, especially for animal pics. Itโs now basically impossible to find accurate art references.
Enter this: a repository of open-access, AI-free images of wild & exotic taxa. Artists creating *without AI* have blanket permission for derivative/transformative use.
27.01.2025 09:45 โ ๐ 27282 ๐ 14332 ๐ฌ 558 ๐ 205
Geometric and Topological Checks and Corrections in QGIS
Credits: Pixabay (Pixabay Content License)
The Importance of Compliance
A geographic data layer must comply with many rules and constraints.
For example:
Geometric
Topological
Arbitrary rule...
๐ข Exciting news for QGIS users! ๐ Starting with version 3.44, new geometric and topological checks and corrections are available. Create automated validation chains with 21 verification and 10 correction processes! #QGIS #GIS #Geospatial
05.07.2025 03:48 โ ๐ 10 ๐ 4 ๐ฌ 0 ๐ 0
Lecture slides for my "Introduction to #ComputerVision" and "#DeepLearning in Computer Vision" courses.
๐ Gaussian Splatting
๐ Flow Matching
The included videos do not contain voiceovers yet, planned for a future revision.
03.07.2025 15:08 โ ๐ 27 ๐ 5 ๐ฌ 4 ๐ 0
Download data from a STAC API using GDAL and the command line
I've got another draft #STAC tutorial up, talking about using #GDAL 's STACIT driver to work with and download data from STAC APIs.
Highly appreciate any feedback folks have!
mikemahoney218.github.io/stac-sprint-...
Thanks to Mike Sumner for showing me how to do this!
27.09.2023 18:49 โ ๐ 2 ๐ 2 ๐ฌ 0 ๐ 0
Decode GeoTIFF to GPU memory
Sharing this blog post on speeding up Cloud-optimized GeoTIFF (COG) reads using a CUDA GPU library called nvTIFF that Iโve been playing around with for the past month. Hopefully itโll be useful for fo...
do you "struggle to use GDAL effectively"?
discourse.pangeo.io/t/decode-geo...
huge effort with Zarr/kerchunk/Rust/GPU to do everything but just use a C++ library as it was designed ๐
(this blog post is cool - just a weird easter egg in that discourse post makes me ๐ค - tell me stories!)
24.06.2025 14:27 โ ๐ 4 ๐ 1 ๐ฌ 2 ๐ 0
This image features part of Bolivia. This vibrant image was created using the radar instrumentโs different polarisation channels, with each colour revealing distinct characteristics of the landscape. For instance, green hues mainly represent rainforest, red hues forested floodplains and wetlands, and blueโpurple is indicative of grasslands, while black areas are rivers and lakes. The image spans approximately 90 km along the Biomass satellite's flight path (length) and 60 km across in width, with north oriented to the right.
๐ The first stunning images from our groundbreaking #Biomass satellite mission have been released โ they mark a major leap forward in our ability to understand how Earthโs forests are changing and exactly how they contribute to the global carbon cycle ๐ณ๐
www.esa.int/Applications...
23.06.2025 10:55 โ ๐ 318 ๐ 60 ๐ฌ 5 ๐ 14
Digital elevation model of the Grand River, South Dakota, USA. River floodplain in blue (high) to white (low), the rest of the landscape in orange (high) to green (low). The river meanders, the landscape on both sides of the floodplain is eroded with finger-like gullies.
A nice river, somewhere, meandering through a bit of glacial deposits and cutting into Upper Cretaceous shale and sandstone.
High-resolution prints are for sale on request (special edition!).
22.06.2025 01:32 โ ๐ 84 ๐ 21 ๐ฌ 5 ๐ 2
Picture of the Austria Center Vienna with Living Planet Symposium 2025 banners.
Humboldt EOLab at #LPS25 in Vienna!
We are looking forward to lots of interesting presentations and posters from @hostertp.bsky.social, @ggohar.bsky.social , @kelewinska.bsky.social and many more.
Have a look at the full list of EOLab contributions: eolab.geographie.hu-berlin.de/uploads/EOLa....
23.06.2025 07:24 โ ๐ 8 ๐ 6 ๐ฌ 0 ๐ 0
LPS 2025
Excited to present at #LPS25! ๐ฐ๏ธ
Iโll share how Phenological Feature Spaces help map vegetation fractions in semiarid rangelands.
๐ Paper: www.sciencedirect.com/science/arti...
Make sure to check @humboldteolab.bsky.social at #LPS25 eolab.geographie.hu-berlin.de
#EOchat #LPS25
22.06.2025 10:14 โ ๐ 11 ๐ 2 ๐ฌ 0 ๐ 0
Lo que eleva verdaderamente la versiรณn en japonรฉs es que Patrisio estรก cantando este pepinaco de Miki Matsubara:
21.06.2025 19:02 โ ๐ 54 ๐ 37 ๐ฌ 1 ๐ 1
๐ฃAttending @esa.int's #LPS25 next week?
Make sure to catch the ๐.๐๐.๐๐ session (๐๐ฎ๐ ๐๐๐ญ๐ก | ๐๐:๐๐-๐๐:๐๐ | ๐๐๐ฅ๐ฅ ๐๐/๐๐), during which I will talk about ๐ global ๐ฐ๏ธ #Landsat and #Sentinel-2 data availability and how it shapes feasibility of long-term analyses.
See you in Vienna!
20.06.2025 08:29 โ ๐ 15 ๐ 4 ๐ฌ 0 ๐ 1
Every grid ever has a transform, the index at offset 0 with scale 1. "Geospatial" just takes that one step further for non 0,1 cases while Zarr (as adopted from Matlab and NetCDF) can only use inflated arrays of coordinates.
20.06.2025 07:01 โ ๐ 4 ๐ 2 ๐ฌ 1 ๐ 0
๐ Exciting news! The #GeoAI Python package now lets you train land cover classification models with just one line of code.
Leverage any PyTorch segmentation model from smp.readthedocs.io โ with hundreds of image encoders & pretrained weights available.
19.06.2025 19:32 โ ๐ 15 ๐ 3 ๐ฌ 1 ๐ 0
NEW PAPER ๐ฃ Tree species proportion prediction using #AirborneLaserScanning & #Sentinel2 data with a #DeepLearning approach
#OpenAccess๐ doi.org/10.1080/0143...
๐: @ijremotesensing.bsky.social
โ๏ธ Murray (@brntmrry.bsky.social), Coops, White, Dick (@adamdick.bsky.socialโฌ) & Ragab
@forestry.ubc.ca
19.06.2025 17:33 โ ๐ 8 ๐ 4 ๐ฌ 1 ๐ 0
ICYMI githistory.xyz is a great way to navigate #git commits and visualise how a file has been changing across commits
Just replace github.com with github.githistory.xyz in the URL and enjoy! #rstats
19.06.2025 17:34 โ ๐ 65 ๐ 20 ๐ฌ 5 ๐ 3
There Were Still Old People When Life Expectancy Was 35.
A demography myth that won't die
Great read from @drjenndowd.bsky.social on the claim that โHistorically, no one lived past age 35.โ, and the importance of child mortality and means..."Every time someone states this โfact,โ a demographer loses a piece of their soul."
jenndowd.substack.com/p/there-were...
17.06.2025 21:36 โ ๐ 43 ๐ 15 ๐ฌ 2 ๐ 0
Jury Theorems for Peer Review
Marcus Arvan, Liam Kofi Bright, and Remco Heesen
Abstract:
Peer review is often taken to be the main form of quality control on academic research. Usually journals carry this out. However, parts of maths and physics appear to have a parallel, crowd-sourced model of peer review, where articles are posted on the arXiv to be publicly discussed. In this article we argue that crowd-sourced peer review is likely to do better than journal-solicited peer review at sorting articles by quality. Our argument rests on two key claims. First, crowd-sourced peer review will lead on average to more reviewers per article than journal-solicited peer review. Second, due to the wisdom of the crowds, more reviewers will tend to make better judgements than fewer reviewers will. We make the second claim precise by looking at the Condorcet jury theorem as well as two related jury theorems developed specifically to apply to peer review.
Paper is finally up and open access (www.journals.uchicago.edu/doi/10.1086/...), it's a sequel to an earlier paper where we'd argued that there's not good evidence that pre-publication peer review is a net benefit (www.journals.uchicago.edu/doi/10.1093/...). So in this one we suggest an alternative.
14.06.2025 08:28 โ ๐ 237 ๐ 88 ๐ฌ 15 ๐ 8
Several recent studies suggest the summer solstice might act as a universal cue for key plant processes.
But why would the longest day of the year be so important? Our new study in @pnas.org sheds some light on this question โฌ
www.pnas.org/doi/10.1073/...
@lizzieinvancouver.bsky.social
12.06.2025 16:06 โ ๐ 16 ๐ 6 ๐ฌ 1 ๐ 1
An extremely detailed diagram of the history of Science Fiction. The diagram has a rather monstrous aspect, with tentacle-like roots and branches. On the upper left corner are found the roots of the diagram: Fear and Wonder, giving way to Animism and Legend. Other portals into the diagram are Philosophy, Art, Exploration and Observation. These roots converge and possibly interact with other concepts such as the Enlightment, Science, Utopias, Romantic Movements. Important science fiction works, authors and genres emerge on the way, amidst a vast quantity of other entries: the Gothic Novel, Frankestein, Jules Vernes, H.G. Wells, Edgar Allan Poe, Science Adventure, Fantasy Adventure, Alice in Wonderland, Weird Tales, Pulp Magazines, Astounding Science Fiction, Galaxy Magazine, H.P. Lovecraft, Sword+Sorcery, Modern Horrror, Isaac Asimov, Philip K. Dick, Dune, Space Opera, Cyber Punk, Star Wars, Alien, Terminator, 2001 Space Odissey, Star Trek, Battlestar Galactica, Total Recall, J.R.R. Tolkien, Dracula, Metropolis, King Kong, Aldous Huxley, and so on. A timeline is indicated on the upper and lower boundaries of the diagram.
The History of Science Fiction diagram, by Ward Shelley
๐ this diagram is insanely detailed, so make sure to check out its high resolution version at commons.wikimedia.org/wiki/File:Th... ๐๐ช๐
07.12.2024 11:42 โ ๐ 139 ๐ 42 ๐ฌ 5 ๐ 5
Biologist, earth observer, UAS/UAV/drones for ecology @eor-wuerzburg.bsky.social
Data science, geomatics and GIS, remote sensing and 3D modelling.
Director of Global Ecosystem Health Observatory (GEHO) and Associate Professor @ University of Eastern Finland ๐ฒ Studying ecosystem health using remote sensing ๐ฐ๏ธ๐๐ฒ #EO #forests #treemortality #biodiversity
www.geho.fi
Tree Doctor โข @IRSSubc PostDoc โข #Silva21 Scientific Coordinator โข Sessional Lecturer โข CrossFit Coach
Remote Sensing + (Geospatial) Data Science = Help to Save the Planet and the People.
๐ฎ๐ฉ๐ฒ๐พ๐ธ๐ช๐ณ๐ฑ๐ซ๐ฎ๐ฆ๐น๐ฉ๐ช
Division of Forest Remote Sensing at the Department of Forest Resource Management, Swedish University of Agricultural Sciences SLU.
Remote sensing scientist ๐ฐ๏ธ๐ณ PostDoc at WSL
Remote Sensing and GIS postdoctoral fellow at @irssubc.bsky.social
Geospatial Data Analyst specializing in Earth Observation (Remote Sensing) at the Alberta Biodiversity Monitoring Institute
[bridged from https://mapstodon.space/@fionag11 on the fediverse by https://fed.brid.gy/ ]
Tropical forests in our time - people, trees and climate. Posts by Oliver Phillips.
EconProf, UMass Amherst
Robinson, Keynes, Meiksins Wood, Rothschild & Matthรถfer Prizes | Harvard Associate in Research | 2023 TIME100 Next
Forestry: a peer-reviewed journal on sustainable management of forests and trees owned by @theicf.bsky.socialโฌ
Editor-in-Chief: @ffassnacht.bsky.socialโฌ
Posts by: @saralilplants.bsky.social
https://academic.oup.com/forestry
Easing extraction of EO ๐ฐ๏ธ time-series at multiple regions!
Code: https://github.com/Art-n-MathS/PlotToSat
Paper: https://www.sciencedirect.com/science/article/pii/S1364815225000799
@drmiltiadou.bsky.socialโฌโฌ @emilyrlines.bsky.socialโฌ
Exeter and Cambridge
(machine) learning @ MPI BGC
โจ https://vitusbenson.github.io/
ESA SNAP Toolbox for visualising and processing Earth Observation data
https://step.esa.int/
Interested in mechanisms, manifestations, and ramifications of forest change.
remote sensing + ecology
Postdoc at Norwegian University of Life Sciences | PhD at Queen's University (NSERC CGSD ๐) | Hons BSc at Trent University
Ecology, conservation, statistics, reproducibility https://camargue.unibas.ch Retire statistical significance https://nature.com/articles/d41586-019-00857-9