Caleb Robinson

184 posts

Caleb Robinson

Caleb Robinson

@calebrob6

Research scientist on Microsoft's AI for Good team.

Katılım Ocak 2016
549 Takip Edilen838 Takipçiler
Caleb Robinson
Caleb Robinson@calebrob6·
Excited to announce that TerraKit and TerraTorch from @IBMResearch have joined the TorchGeo organization - github.com/torchgeo!! Together with TorchGeo, these python packages provide geospatial ML datasets, foundation models, fine-tuning tools, and more!
Caleb Robinson tweet media
English
1
6
23
4.9K
Jonathan Chemla
Jonathan Chemla@jo_chemla·
@GoogleDeepMind @WebGPU First time I see an interactive change-detection app based on pixel vector embeddings (rather than patch sim etc) + running fully in-browser congrats! Would love to be able to user-define the S2 pair (BYOD COG 🤞, or from @STACspec fetch)
English
1
0
0
74
Jonathan Chemla
Jonathan Chemla@jo_chemla·
Amazing deep-dive! Great findings, porting embeddings compression techniques from patch to pixel. Based on AlphaEarth Foundations from @GoogleDeepMind In-browser training/inference on Deltabit using @WebGPU calebrob.com/deltabit/ PCA8 vec Diff + nice idea mapping PCA3 to RGB
Caleb Robinson@calebrob6

New post with @isaaccorley_ : DeltaBit -- dense, satellite imagery-based change detection with AlphaEarth embeddings, running entirely in the browser. Check it out at geospatialml.com/posts/change-d…

English
1
1
2
567
Caleb Robinson
Caleb Robinson@calebrob6·
@nichm @isaaccorley_ Cool!! Try a _very_ few number of change and no change samples, then iterate (add more samples and retrain) based on where you see the model making mistakes
English
0
0
0
191
Caleb Robinson
Caleb Robinson@calebrob6·
This lets users label a few examples of change → train a linear model → see predictions interactively as they scroll around Seattle → download change polygons. No backend services or desktop software needed! Try it at calebrob.com/deltabit/
Caleb Robinson tweet media
English
0
0
11
493
Caleb Robinson
Caleb Robinson@calebrob6·
This is pt. 3 of our "Compressing Earth Embeddings" series. We: - Compress per-pixel *differences* between two years of embeddings and store the top 8 PCA components as XYZ GeoTIFF tiles - Use GeoTIFF.js to decode in-browser - Use WebGPU compute shaders to train/inference
English
1
0
8
783
Justin Meyers
Justin Meyers@MapMakinMeyers·
She's making her last trip home. 24 hours to live. Where would you go. What would you do. We are devastated.
Scottsdale, AZ 🇺🇸 English
5
0
12
790
Caleb Robinson retweetledi
Microsoft On the Issues
Microsoft On the Issues@MSFTIssues·
Researchers at @Microsoft’s AI for Good Lab, in collaboration with @WildNatureInst, have developed GIRAFFE, an open-source AI-driven system to automate the identification of individual giraffes. Learn more about our new AI-powered tool. msft.it/6017SQgyW
GIF
English
0
3
14
3.1K
Caleb Robinson retweetledi
Lily Xu
Lily Xu@lilyxu0·
I'm hiring for a machine learning data scientist & research assistant for summer 2025! Join me on a project on invasive species management with an innovative startup doing on-the-ground removal of environmentally destructive invasives. Paid, full-time w/ possibility to extend.
Lily Xu tweet media
English
30
64
621
64.4K
Caleb Robinson retweetledi
Isaac Corley
Isaac Corley@isaaccorley_·
An expanded version of our TorchGeo paper has been accepted to ACM TSAS @TheOfficialACM In addition to even more benchmarks on remote sensing datasets, we provide a thorough survey of open-source libraries for deep learning for geospatial data @calebrob6 @BDataScientist
Isaac Corley tweet mediaIsaac Corley tweet mediaIsaac Corley tweet mediaIsaac Corley tweet media
English
2
15
65
11.1K
Caleb Robinson
Caleb Robinson@calebrob6·
@Ritwik_G Here's a small experiment using MOSAIKS features and KNN-3 (notebook gist.github.com/calebrob6/7495…). Looks like there is some interesting space for showing gains vs. simple methods with few training samples. Would love to see 90+ acc with a handful of examples!
Caleb Robinson tweet media
English
0
0
3
48
Ritwik Gupta 🇺🇦
Ritwik Gupta 🇺🇦@Ritwik_G·
@calebrob6 There have been papers that have evaluated on EuroSAT in few-shot settings, but there’s no standardized dataset for it. Let’s talk about it!
English
1
0
0
68
Ritwik Gupta 🇺🇦
Ritwik Gupta 🇺🇦@Ritwik_G·
Remote sensing people, we need to stop using EuroSAT as a benchmark. It is saturated and provides no meaningful differentiation between new methods.
English
1
2
9
558
Caleb Robinson retweetledi
NOAA's Ocean Service
NOAA's Ocean Service@noaaocean·
NOAA has posted satellite imagery from the areas affected by the Eaton, Hurst, and Palisades wildfires. The imagery is available through Maxar's Open Data program to support the emergency response community and the public: #9.98/34.1904/-118.4094" target="_blank" rel="nofollow noopener">storms.ngs.noaa.gov/storms/2025_er… Disaster-specific @FEMA resources are available here: fema.gov/disaster/4856
NOAA's Ocean Service tweet media
English
6
101
210
45.7K
Caleb Robinson
Caleb Robinson@calebrob6·
@mouthofmorrison @dmarvs @earth_chris The raw data is in their open data program if you're curious! -- #events/WildFires-LosAngeles-Jan-2025/or2a/016511482010_01/016511482010_01_P002_SWR/" target="_blank" rel="nofollow noopener">qoomon.github.io/aws-s3-bucket-…
English
1
1
3
187
Joe Morrison
Joe Morrison@mouthofmorrison·
Pro tip: never share satellite imagery without attribution in general but REALLY try to avoid sharing Maxar money shot SWIR data without attribution
English
79
97
4.9K
1.2M
Daniel
Daniel@growing_daniel·
Palisades vs. Hiroshima
Daniel tweet mediaDaniel tweet media
Eesti
69
11
424
72.3K
Caleb Robinson retweetledi
David Rolnick
David Rolnick@david_rolnick·
The Climate Change AI workshop at NeurIPS tomorrow will be livestreamed for free, even if you weren't able to register for NeurIPS (which was oversubscribed this year)!
Climate Change AI@ClimateChangeAI

Another highlight of our #NeurIPS2024 workshop on Sunday will be a panel discussion on small vs big models in ML for climate impact, featuring Chris Bretherton, Anamika Dubey & @BDilkina. Stream the whole workshop live & for free via our website: climatechange.ai/events/neurips…

English
0
11
44
26.4K
Caleb Robinson retweetledi
Ribana Roscher
Ribana Roscher@RibanaRoscher·
🚨Our new review paper "Better, not just more: Data-centric ML for Earth Observation" 🌐🤖🛰️🔍 has finally been published in GRSM. Shifting the focus from models to data offers new possibilities to improve accuracy, generalization, and real-world impact: ieeexplore.ieee.org/document/10740… Joint work with @MarcCoru, Caroline Gevaert, @MKampffmeyer, @jeferssonalex, @MariaVakalopou1, @RonnyHaensch, Stine Hansen, @Keiller, Jonathan Prexl, @devistuia Arxiv version: arxiv.org/abs/2312.05327
Ribana Roscher tweet media
English
0
16
57
6.2K
Caleb Robinson
Caleb Robinson@calebrob6·
@MaxLenormand If you don't need very recent -- there is 60cm NAIP imagery from 2022 on the Planetary Computer (RGBNIR)
English
1
0
2
281
Max Lenormand
Max Lenormand@MaxLenormand·
Distraction about the stuff going on today to all my American friends: Anyone know where I can get some high res optical imagery of New York? Quick search didn't find anything
English
6
0
4
997