Stefano Puliti

YESSS! After a year of hard work at ForestryAI@NIBIO, #ForestFormer3D is out 🥳!

Our new #SOTA transformer model 🔥 tackles tough 3D forest scenes with semantic + instance segmentation — all in one! 🌳🤖 Works across LiDAR sources (ground/airborne) 🚀

Check it out 👇

#SingleTree #AI #Forestry

#postdoc #openposition #openpostdoc #computer_vision #machine_learning… | SmartForest4.0 📢 💥 We are hiring a #Postdoc for SmartForest4.0 at NIBIO in Ås! 💡 🌲 Do you want to work with us on developing and implementing AI models for decision support in sustainable forestry. This will includ...

📢 We’re hiring a #Postdoc for SmartForest4.0 at NIBIO in Ås!

Work on AI-based decision support for sustainable forestry using LLMs, CV & agent systems.

PhD req.

Apply by June 8 www.jobbnorge.no/ledige-still...

🌲‪@singletreeeu.bsky.social‬ project was proudly represented at the 25th Swiss Global Change Day #SGCD25 by Swiss Federal Institute for Forest, Snow and Landscape Research.

Check out our poster presented 👇
www.linkedin.com/posts/single...

🚨 Postdoc in Computer Vision & AI!
Love forests & you are a CV ninja? Join #SmartForest at #NIBIO to build vision models for full ecosystem understanding 🌲🤖

🔥 we offer A100s, unique EU dataset, fun team

📍 Ås, Norway |

🗓 Apply by June 8 👇
www.jobbnorge.no/en/available...

#ForestAI #DeepLearning

Big thanks to all speakers and participants who joined the first Nordic Workshop on AI for Climate Change in Gothenburg, a great success! 🌍💡

Next year’s workshop is already set: June 26, 2026 in Copenhagen 🇩🇰, hosted by our core team at KU & the Pioneer Centre for AI.

Let's keep up the momentum! ⚡️

Great fun and great people. Looking forward to next year’s edition!

GitHub - Paulineemu/VegCover Contribute to Paulineemu/VegCover development by creating an account on GitHub.

💻 code: github.com/Paulineemu/V...

📸 data: zenodo.org/records/1336...

Towards enhancing field‐based vegetation monitoring: A deep learning approach for species coverage estimation from ground‐level imagery Field-based vegetation mapping is important for environmental assessments. Often, the area covered by a species is estimated visually within a reference frame. However, such assessments are prone ...

📄 paper: besjournals.onlinelibrary.wiley.com/doi/10.1111/...

🚨 New #MEE paper! We used #YOLOv8 & smartphone 📷 from Norway’s #NFI to estimate blueberry 🍇& lingonberry 🍒 cover. First step in our #NFI_AI series, showing it's not just about spotting species but quantifying them too!

Huge kudos to Pauline Müller for a ✨MSc thesis!

see 👇 for resources

#AI4Nature

🚀 Save the date: AI + Environment Summit Zurich 2025 🌍🤖

We’re thrilled to announce that the 3rd edition of the AI & Environment Summit will take place on October 1st, 2025! 🎉

🔹 What? A full-day event to inspire, ignite and innovate work in AI for the environment.
🔹 When? October 1st, 2025

🌳How can digital technologies and single-tree information revolutionize forest-based value chains?

🤖 Discover how the @singletreeeu.bsky.social is driving sustainability and innovation in forestry!

🔗https://singletree.eu/

#ForestryInnovation #RemoteSensing #AI #CBEresearch #EUforest

Climate AI Nordics starter pack Join the conversation

go.bsky.app/8LjuB2R

Hei, er du en forsker innen #AI #KI #Klima #Miljø #Natur 🌍🍃🐻🌲🐛🐠?

Da bør du bli med i Climate AI Nordics, et ungt og dynamisk fellesskap av AI-talenter 🚀 på tvers av Norden 🇳🇴🇫🇮🇸🇪🇩🇰

Thanks for joining the competition ! It’s been a fun paper 🎊

🚀 FOR-species20K is out in Methods in Ecology & Evolution! 🥳 20K trees, 33 species—the largest dataset for tree species classification from TLS/MLS/ULS! 🌲🌳🎄 #OpenScience

📰 paper: tinyurl.com/2w3nm86d
💾 data: zenodo.org/records/1325...
💻 code: tinyurl.com/42r8ea7p
🎯 benchmark: tinyurl.com/2zrfpzhr

Hey #CVPR folks! What does this mean?

Scientists need more time to think

Good piece by @natureportfolio.bsky.social. The erosion of thinking time—driven by admin, bureaucracy, industry agendas, and unrealistic output targets—stifles curiosity-led science. These pressures undermine innovation and the intellectual freedom vital for real progress. 🧪🌱🌍 #ScienceIsNotBusiness

Please add

📢📢 Happening today at #NeurIPS2024!

Eddie Vendrow and I will be presenting INQUIRE: A Natural World Text-to-Image Retrieval Benchmark

East Exhibit Hall A-C #4510
Fri 13 Dec 11 a.m. — 2 p.m. PST
arxiv.org/abs/2411.02537

Stop by and say hi!

Very nice!

🎉 SmartForest is on Bluesky follow it here @smartforest.bsky.social for updates on 🌲🤖🚀

Productive day at work 😂 #postItArt 🎉

Add me please 😀

YouTube video by SPADE Project EU Forestry Expert Video by NIBIO and SDU

Check out some of the cool stuff that is happening @NIBIO on 🌲🌲🌲 and #drones

m.youtube.com/watch?v=DDFr...

Preprint is up for one of my dissertation chapters 🎆

We systematically explored the use of lidar and landsat, separately and together, to model and predict bird habitat.

Very excited about this!

#researcherissues Yesterday, I nearly broke down 🤯🥴while trying to make my #Windows two-factor authentication to work. In the end, I abandoned the task and went 🏠

Incredible how sometimes the 🧠 of a researcher cannot deal with such small tasks.

Maybe we shouldn't at all!

Benchmarking tree species classification from proximally-sensed laser scanning data: introducing the FOR-species20K dataset Proximally-sensed laser scanning offers significant potential for automated forest data capture, but challenges remain in automatically identifying tree species without additional ground data. Deep le...

Please add 🙏 I work on 3D point cloud deep learning for forest ecosystem characterization, e.g. FOR-species20k dataset for tree species classification arxiv.org/abs/2408.06507

I've initiated a starter pack with researchers working on Deep Learning (SSL, generative models, foundation models, deep learning at scale...) for Earth observation/remote sensing that I know/that I've found on this network!

-> Don't hesitate to ping me to be added/removed! 🌏

go.bsky.app/EKVwvde