
Robin Cole
8.4K posts

Robin Cole
@robmarkcole
Tackling the worlds toughest challenges with AI & ML applied to satellite & aerial imagery https://t.co/QmbOWgdfAZ


Excited to share FOTBCD a new building change detection dataset (0.2m, 512x512). • Binary: ~28k pairs (change,no-change) — on 🤗 HF huggingface.co/datasets/retge… • Instances: 4k pairs with building polygons labeled UNCHANGED / DEMOLISHED / NEW Code & more: github.com/abdelpy/FOTBCD…








Can AlphaEarth Foundations embeddings preserve interpretable structure after aggregation from pixels to field polygons? We used RasterFlow to build the mosaic and vectorized predictions, then an experimental zonal-stats step computed field-level means. bit.ly/4djVIhy





Cars in a parking lot don’t line up with the X axis. Their bounding boxes shouldn’t either. Oriented rectangles, landing in the next @LabelMeAI release.







Excited to share our new preprint on automatic detection of #methane leaks with ML and extensions of this system to other trace gases - NH3, NO2, and CO in #NASA's global EMIT imagery 🌍🤖 Try the Colab demo + access 348 newly detected point sources on: arxiv.org/abs/2605.03372

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!






