Stefano Puliti
@stefanopuliti.bsky.social
Researcher @SmartForest_SFI mapping 🗺️ forest 🌲 resources 🪵 using drones 🚁, satellites 🛰️, lasers ✴️, AI 💻 @nfi100 @NIBIO_no
Pinned
Stefano Puliti
@stefanopuliti.bsky.social
· Jun 26
🌲🚀 Big leap in #SmartForest AI!
Meet #ForestFormer3D – our new SOTA model for 3D forest segmentation (semantic + instance)! 🌳
🔗 Preprint arxiv.org/abs/2506.16991
🔗 Project bxiang233.github.io/FF3D/
👏 Led by Binbin Xiang + team @NIBIO
#AI #Forestry #SOTA
Meet #ForestFormer3D – our new SOTA model for 3D forest segmentation (semantic + instance)! 🌳
🔗 Preprint arxiv.org/abs/2506.16991
🔗 Project bxiang233.github.io/FF3D/
👏 Led by Binbin Xiang + team @NIBIO
#AI #Forestry #SOTA
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
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
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
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
🌲🚀 Big leap in #SmartForest AI!
Meet #ForestFormer3D – our new SOTA model for 3D forest segmentation (semantic + instance)! 🌳
🔗 Preprint arxiv.org/abs/2506.16991
🔗 Project bxiang233.github.io/FF3D/
👏 Led by Binbin Xiang + team @NIBIO
#AI #Forestry #SOTA
Meet #ForestFormer3D – our new SOTA model for 3D forest segmentation (semantic + instance)! 🌳
🔗 Preprint arxiv.org/abs/2506.16991
🔗 Project bxiang233.github.io/FF3D/
👏 Led by Binbin Xiang + team @NIBIO
#AI #Forestry #SOTA
June 26, 2025 at 9:10 AM
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
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
📢 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...
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...
#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...
www.linkedin.com
June 6, 2025 at 3:47 PM
📢 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...
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...
Reposted by Stefano Puliti
🌲@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...
Check out our poster presented 👇
www.linkedin.com/posts/single...
May 19, 2025 at 10:33 AM
🌲@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...
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
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
May 19, 2025 at 10:00 AM
🚨 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
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
Reposted by Stefano Puliti
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! ⚡️
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! ⚡️
May 15, 2025 at 5:35 AM
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! ⚡️
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! ⚡️
🚨 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
Huge kudos to Pauline Müller for a ✨MSc thesis!
see 👇 for resources
#AI4Nature
April 2, 2025 at 9:39 PM
🚨 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
Huge kudos to Pauline Müller for a ✨MSc thesis!
see 👇 for resources
#AI4Nature
Reposted by Stefano Puliti
🚀 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
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
February 10, 2025 at 4:27 PM
🚀 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
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
Reposted by Stefano Puliti
🌳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
🤖 Discover how the @singletreeeu.bsky.social is driving sustainability and innovation in forestry!
🔗https://singletree.eu/
#ForestryInnovation #RemoteSensing #AI #CBEresearch #EUforest
February 21, 2025 at 3:57 PM
🌳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
🤖 Discover how the @singletreeeu.bsky.social is driving sustainability and innovation in forestry!
🔗https://singletree.eu/
#ForestryInnovation #RemoteSensing #AI #CBEresearch #EUforest
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 🇳🇴🇫🇮🇸🇪🇩🇰
Da bør du bli med i Climate AI Nordics, et ungt og dynamisk fellesskap av AI-talenter 🚀 på tvers av Norden 🇳🇴🇫🇮🇸🇪🇩🇰
Announcing Climate AI Nordics core team:
@mogren.ml,
@aleksispi.bsky.social
🇸🇪 Francesca Larosa, KTH
🇩🇰 @ankitky.bsky.social
🇳🇴 @stefanopuliti.bsky.social
🇫🇮 Hilda Sandström, Aalto University
🇸🇪 @johnmartinsson.org
🇳🇴 Sigrid P. Hellan, NORCE / @bjerknes.bsky.social
climateainordics.com/about/
@mogren.ml,
@aleksispi.bsky.social
🇸🇪 Francesca Larosa, KTH
🇩🇰 @ankitky.bsky.social
🇳🇴 @stefanopuliti.bsky.social
🇫🇮 Hilda Sandström, Aalto University
🇸🇪 @johnmartinsson.org
🇳🇴 Sigrid P. Hellan, NORCE / @bjerknes.bsky.social
climateainordics.com/about/
February 5, 2025 at 1:11 PM
🚀 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
📰 paper: tinyurl.com/2w3nm86d
💾 data: zenodo.org/records/1325...
💻 code: tinyurl.com/42r8ea7p
🎯 benchmark: tinyurl.com/2zrfpzhr
February 3, 2025 at 1:53 PM
🚀 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
📰 paper: tinyurl.com/2w3nm86d
💾 data: zenodo.org/records/1325...
💻 code: tinyurl.com/42r8ea7p
🎯 benchmark: tinyurl.com/2zrfpzhr
Reposted by Stefano Puliti
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
December 26, 2024 at 2:52 PM
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
Reposted by Stefano Puliti
📢📢 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!
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!
December 13, 2024 at 2:14 PM
📢📢 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!
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!
🎉 SmartForest is on Bluesky follow it here @smartforest.bsky.social for updates on 🌲🤖🚀
December 13, 2024 at 12:41 PM
🎉 SmartForest is on Bluesky follow it here @smartforest.bsky.social for updates on 🌲🤖🚀
Productive day at work 😂 #postItArt 🎉
December 12, 2024 at 1:58 PM
Productive day at work 😂 #postItArt 🎉
Check out some of the cool stuff that is happening @NIBIO on 🌲🌲🌲 and #drones
m.youtube.com/watch?v=DDFr...
m.youtube.com/watch?v=DDFr...
Forestry Expert Video by NIBIO and SDU
YouTube video by SPADE Project EU
m.youtube.com
December 4, 2024 at 7:00 PM
Check out some of the cool stuff that is happening @NIBIO on 🌲🌲🌲 and #drones
m.youtube.com/watch?v=DDFr...
m.youtube.com/watch?v=DDFr...
Reposted by Stefano Puliti
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.
We systematically explored the use of lidar and landsat, separately and together, to model and predict bird habitat.
Predicting woodland bird species habitat with multi-temporal and multisensor remote sensing data https://www.biorxiv.org/content/10.1101/2024.11.28.625964v1
Predicting woodland bird species habitat with multi-temporal and multisensor remote sensing data https://www.biorxiv.org/content/10.1101/2024.11.28.625964v1
Remote sensing data capture ecologically important information that can be used to characterize, mod
www.biorxiv.org
December 3, 2024 at 10:45 PM
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.
We systematically explored the use of lidar and landsat, separately and together, to model and predict bird habitat.
Reposted by Stefano Puliti
Very excited about this!
December 4, 2024 at 1:45 PM
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!
Incredible how sometimes the 🧠 of a researcher cannot deal with such small tasks.
Maybe we shouldn't at all!
December 4, 2024 at 8:35 AM
#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!
Incredible how sometimes the 🧠 of a researcher cannot deal with such small tasks.
Maybe we shouldn't at all!
Reposted by Stefano Puliti
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
-> Don't hesitate to ping me to be added/removed! 🌏
go.bsky.app/EKVwvde
November 18, 2024 at 9:01 PM
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
-> Don't hesitate to ping me to be added/removed! 🌏
go.bsky.app/EKVwvde
Nice work by Tuomas Yrttimaa on #fingerprinting single trees using #TLS for traceability, wood quality,…
November 28, 2024 at 3:08 PM
Nice work by Tuomas Yrttimaa on #fingerprinting single trees using #TLS for traceability, wood quality,…
Reposted by Stefano Puliti
Starter pack for proximal forest sensing scientists!
Goal: a diverse list of scientists using close-range tech in forests for whatever scientific reasons (:
Seeking balance in gender, geography, seniority and application.
Please come forward or share it with your colleagues.
go.bsky.app/SvNVBfb
Goal: a diverse list of scientists using close-range tech in forests for whatever scientific reasons (:
Seeking balance in gender, geography, seniority and application.
Please come forward or share it with your colleagues.
go.bsky.app/SvNVBfb
November 27, 2024 at 10:22 AM
Starter pack for proximal forest sensing scientists!
Goal: a diverse list of scientists using close-range tech in forests for whatever scientific reasons (:
Seeking balance in gender, geography, seniority and application.
Please come forward or share it with your colleagues.
go.bsky.app/SvNVBfb
Goal: a diverse list of scientists using close-range tech in forests for whatever scientific reasons (:
Seeking balance in gender, geography, seniority and application.
Please come forward or share it with your colleagues.
go.bsky.app/SvNVBfb
I am liking this @bsky.app !
I had forgotten what a “no-ads” feed looked like 😂
And 👍 for the #starterpacks! What a fun way to re-build the community and expand to new ones 🚀
It’s very encouraging to see that many scientists are moving here🎉
I had forgotten what a “no-ads” feed looked like 😂
And 👍 for the #starterpacks! What a fun way to re-build the community and expand to new ones 🚀
It’s very encouraging to see that many scientists are moving here🎉
November 26, 2024 at 8:03 PM
I am liking this @bsky.app !
I had forgotten what a “no-ads” feed looked like 😂
And 👍 for the #starterpacks! What a fun way to re-build the community and expand to new ones 🚀
It’s very encouraging to see that many scientists are moving here🎉
I had forgotten what a “no-ads” feed looked like 😂
And 👍 for the #starterpacks! What a fun way to re-build the community and expand to new ones 🚀
It’s very encouraging to see that many scientists are moving here🎉
Reposted by Stefano Puliti
I agree ALS is another world. I have done this: go.bsky.app/SvNVBfb
November 26, 2024 at 1:56 PM
I agree ALS is another world. I have done this: go.bsky.app/SvNVBfb