Benjamin Weinstein

@DN6 added project https://www.comet.ml/bw4sz/deeptreeattention/5e04d17294cd45b6a60d234532700974?experiment-tab=chart&showOutliers=true&smoothing=0&transformY=smoothing&xAxis=step

Something to do with cache. Hard to pin down, but its solved, hopefully save some time for someone else. I was only 1 minor version off up conda latest, but...

Just as a heads up, I also needed to downgrade the numpy version to get laspy to work. ``` (test) MacBook-Pro:NEON_crown_maps ben$ conda install numpy==1.16.4 Collecting package metadata (current_repodata.json): done...

Confirmed that I had to downgrade to numpy 1.16.4 from numpy 1.18 on a second machine. This time a linux HPC machine.

yup. Just letting you know, rasterio's planned update is going to break your code. I found it in pre release. ``` pip install --pre rasterio --upgrade ``` Has some kind...

Keep an eye on https://www.fruitpunch.ai/challenges/ai-for-trees. We have downloaded this dataset from Kenya, currently cannot get annotations to overlap. In orange: ![Uploading 000089_jpg.rf.d593d62c4021840b13e90f1aa6625de9.png…]()

There my be data associated with [Methods Ecol Evol - 2021 - Tang - Large‐scale image‐based tree species mapping in a tropical forest using artificial.pdf](https://github.com/weecology/DeepForest/files/9619919/Methods.Ecol.Evol.-.2021.-.Tang.-.Large.scale.image.based.tree.species.mapping.in.a.tropical.forest.using.artificial.pdf) ``` Ground labels of tree...

South Pacific https://docs.google.com/document/d/16kKik2clGutKejU8uqZevNY6JALf4aVk2ELxLeR-msQ/edit

https://essd.copernicus.org/preprints/essd-2022-312/ germany tree species

Synthetic trees from ground view, useful in understanding generalization. https://arxiv.org/pdf/2210.17424.pdf