Zhu Lab

233 posts

Zhu Lab

@Zhu_XLab

#AI and #DataScience in #EarthObservation for #SocialGood #RemoteSensing #MachineLearning #Urbanization #SDGs @TU_Muenchen. We strive for #OpenScience!

Munich Katılım Nisan 2020

113 Takip Edilen1.5K Takipçiler

Zhu Lab retweetledi

Xiaoxiang ZHU@xiaoxiang_zhu·29 Eki

#EarthNets: Empowering #AI4EO our #EarthNets Platform developed @Zhu_XLab @TU_Muenchen got accepted @IEEE_GRSS #GRSM. paper: ieeexplore.ieee.org/document/10731… platform: earthnets.github.io Main features: 500+ datasets with 10+ attributes, 50+ SOTA models, and 10+libraries

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Xiaoxiang ZHU@xiaoxiang_zhu·14 Eki

🚨 Our new paper introduces #FloodCast, a scalable AI-driven system for large-scale flood modeling using satellite data. 🌊🌍 Paper: sciencedirect.com/science/articl… Code: github.com/HydroPML/Flood… #FloodModeling #AI #RemoteSensing #Hydrodynamics #ClimateTech

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Xiaoxiang ZHU@xiaoxiang_zhu·14 Eki

🚀 Our new paper on #PolyGNN, a graph neural network for 3D building reconstruction from point clouds, is out now! 🌍🏙️ It's scalable, accurate, and ready for real-world applications. paper: sciencedirect.com/science/articl… code: github.com/chenzhaiyu/pol… #AI #EO #3D #UrbanModeling

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Xiaoxiang ZHU@xiaoxiang_zhu·7 Eki

Excited to dive into #MachineLearning for #EarthObservation? 🌱🌐 Check out this free MOOC: "Introduction to Machine Learning for Earth Observation" being part of #ML4Earth: eo-college.org/courses/introd… link to project: ml4earth.de

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Zhu Lab@Zhu_XLab·11 Haz

congrats, Sugandha!

Xiaoxiang ZHU@xiaoxiang_zhu

Happy to share that my PhD student Sugandha Doda successfully defended her PhD thesis on "Population Estimation Utilizing Earth Observation Data"! warmest congrats to Dr. Doda for this great achievement! 🌍📊 #PhDDefense #PopulationEstimation #Congratulations #AI4EO

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Zhu Lab@Zhu_XLab·7 Haz

Congratulations, @koheidler

Xiaoxiang ZHU@xiaoxiang_zhu

Huge congratulations to Dr. Heidler @koheidler for his outstanding work on #deeplearning, #remotesensing & #polarregions. Proud of your achievements and looking forward to your future contributions! 🌍❄️📊 #PhD #ClimateChange #RemoteSensing #AI4EO #ProudSupervisor

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OrionLab@OrionLab_NOA·10 May

Join @shanzhao333 Orals #1 at the 2nd #ML4RS Workshop at #ICLR2024 on Causal GNNs for #WildfireDangerPrediction. 🗓️TOMORROW at 12:15 Vienna (Room Lehar 4)! Not in Vienna? Check out the paper on arXiv: arxiv.org/abs/2403.08414 @Zhu_XLab @Orion_lab_NOA @isp_uv_es #SeasFire #ESA

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Xiaoxiang ZHU@xiaoxiang_zhu·8 May

🚀 Perspectives on Earth and Climate Foundation Models! 🌍 Check out our new paper, "On the Foundations of Earth and Climate #FoundationModels," where we define 11 essential features to guide research towards the ideal FM. 👉 Read it here: lnkd.in/dgujQHkj

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Xiaoxiang ZHU@xiaoxiang_zhu·24 Nis

🌍Exciting updates from our @BMWK @DLR_en funded Center #ML4Earth ! On April 23, we held our first in-person progress meeting @TU_Muenchen. 🚀 @grosse_guido @MiguelDMahecha @jlbamber @UniBonn @DLR_en @UniLeipzig @AWI_de @ai4eo_de @Zhu_XLab #AI4EO #Climate ml4earth.de

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Xiaoxiang ZHU@xiaoxiang_zhu·23 Nis

Big News: we share the insights on global buildings from space today! Explore the unseen with #GlobalOpenBuildingMap! We close the information gap of >50% of buildings across the globe. #AI4EO #Sustainability #RenewableEnergy #SDGs #urbanization paper: arxiv.org/abs/2404.13911

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Xiaoxiang ZHU@xiaoxiang_zhu·22 Nis

🚀 Dive into the #VisionLanguageModels in #RemoteSensing with our latest paper: "Vision-Language Models in Remote Sensing: Current Progress and Future Trends" 🌐🔍Read the full paper here: ieeexplore.ieee.org/document/10506… #AI4EO #Geospatial #NLP #earthobservation

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Xiaoxiang ZHU@xiaoxiang_zhu·19 Nis

Our team is looking for a senior scientist/manager who is interested in working with us to help shape the profile of our lab in teaching and research: asg.ed.tum.de/sipeo/news/art…

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Zhu Lab@Zhu_XLab·17 Nis

The PI of our lab @xiaoxiang_zhu will give a keynote @ECMWF @esa #ML4ESOP workshop in May. Stay tuned. @ai4eo_de

ECMWF@ECMWF

Keynote presentations are from @xiaoxiang_zhu on Machine Learning for Earth Observation & Beyond, and from Martin Schultz on what will come next in #AI for Weather models, Climate models & Earth system models. Full programme and to register by 3 May ➡️ ml4esop.esa.int

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Ivica Obadic@ObadicIvica·16 Nis

Happy to share that our "Contrastive Pretraining for Visual Concept Explanations of Socioeconomic Outcomes" paper (arxiv.org/pdf/2404.09768…) was accepted at the #EarthVision workshop at #CVPR2024. with @Alevering1, Lars Penning, Dario Oliveira @diego_marcos_g, and @xiaoxiang_zhu

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Xiaoxiang ZHU@xiaoxiang_zhu·9 Nis

How significant would #urbanization impact urban tree coverage? Jianhua extracted #UrbanTreeCoverage of more than 800 cities in North America via #AI4EO, from which prevalent positive indirect effect of urbanization on UTC was revealed. Link to our paper: sciencedirect.com/science/articl…

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Xiaoxiang ZHU@xiaoxiang_zhu·26 Mar

wish for one #EO #FoundationModel for all types of input data with different modalities #SAR #Optical, with different # of bands or even for unseen sensors? Check our new #NeuralPlasticity Inspired model -#DOFA. paper: arxiv.org/abs/2403.15356 code: github.com/zhu-xlab/DOFA

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Xiaoxiang ZHU@xiaoxiang_zhu·18 Mar

#Causality instead of #correlation? We integrate causality with #GraphNeuralNetworks (#GNNs) to better understand the interplay of different factors for #wildfire danger prediction. @Zhu_XLab @ai4eo_de @OrionLab_NOA @isp_uv_es Paper @TheICLR #ML4RS: arxiv.org/abs/2403.08414

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Xiaoxiang ZHU@xiaoxiang_zhu·18 Mar

#PopulationDensity estimation from #Space? In our recent paper @Zhu_XLab led by Sugandha, we use #opendata to do so with #explainable #AI4EO. The approach is #scalable! #AI4Good #SDGs @ObadicIvica @Wang_SAR @ai4eo_de paper: sciencedirect.com/science/articl… code: github.com/zhu-xlab/So2Sa…

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Xiaoxiang ZHU@xiaoxiang_zhu·12 Mar

Curious about #Referring #RemoteSensing Image #Segmentation? It aims at segmenting out the objects from a RS image, given natural language expression. We introduce this new #NLP in #EO task, a dedicated dataset #RefSegRS, and a #LGCE module. paper: ieeexplore.ieee.org/abstract/docum…

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Xiaoxiang ZHU@xiaoxiang_zhu·12 Mar

Interested in getting an overview on #building extraction from #RemoteSensing imagery? Qingyu complied a comprehensive survey, recently published @IEEE_GRSS #TGRS - RS offers a perspective to complement incomplete #OSM building data. Link to paper: ieeexplore.ieee.org/abstract/docum…

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Keşfet

@TU_Muenchen @IEEE_GRSS @koheidler @shanzhao333 @isp_uv_es @DLR_en @grosse_guido @MiguelDMahecha