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Xiaoxiang ZHU Profile
Xiaoxiang ZHU

@xiaoxiang_zhu

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792

Prof for AI and Data Science for Earth Observation @TU_muenchen , PI of @zhu_xlab and @ai4eo_de , co-director Munich Data Science Institute - opinions are my own

Munich, Bavaria
Joined July 2017
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@xiaoxiang_zhu
Xiaoxiang ZHU
1 month
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:
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Looking for large scale #hyperspectral and #multimodal #remotesensing data? Have a look at our newly curated #MDAS dataset. It consists of #hyperspectral , #SAR , #multispectral , #DSM and #GIS data, as well as high quality labels for #HSI #classification and #unmixing .
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Big News: We released the #EarthNets . It is a sophisticated platform empowering #AI4EO . link to platform: paper: @IEEE_GRSS @helmholtz_ai @Ai4Eo @ESA_EO @MunichDS @Zhu_XLab @TU_Muenchen @ed_tum
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Interested in land use dynamics on the Earth's surface? Check our #DynamicEarthNet dataset -- daily, multi-spectral satellite observations of 75 AOIs across the globe with imagery from #Planetscope and #Sentinels , paired with high quality #LULC labels #AI4EO #CVPR
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
AI4EO for good -- our recent work @Zhu_XLab @ai4eo_de on #global urban local #climate zones classification by #AI4EO , which reveals the first time detailed #morphology of #urban agglomerations across the globe and quantifies a #globalinequality in population density.
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
With the #DeepLearning model we previously trained on a large scale dataset, building changes caused by the explosion in #Beirut , Libanon, can be directly detected from two @planetlabs imagery. It is a great example of #AI4EO for #SocialGood . @Zhu_XLab @ai4eo_de
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
Happy to receive the final approval of our #ML4Earth project to build up a national excellence center @TU_Muenchen on #MachineLearning for #EarthObservation towards a #DigitalTwinEarth starting from Jan 2022. A great add to our #AI4EO future lab @ai4eo_de .
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
Suffering from clouds in an optical image? Check our work @Zhu_XLab published @isprs #Cloud removal in #Sentinel -2 imagery using a #deep residual #NeuralNetworks and #SAR - #optical data fusion Link to paper:
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
Interested in #ChangeDetection in satellite time series data, but has no label? Check our recent work @Zhu_XLab @ai4eo_de Spatial Context Awareness for #Unsupervised Change Detection in Optical Satellite Images by @kondmann @TokerAysim @sudipansaha @bschoelkopf @lealtaixe
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
If you are interested in #MachineLearning in #EarthSciences and #EarthObservation , we might have a position for you @Zhu_XLab @ai4eo_de :
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 months
Why, how and when #xAI in #RemoteSensing ? as a follow-up action of our #ML4Earth workshop on #xAI , we have complied a symmetrical overview on the topic under the lead of my brilliant PhD students @ObadicIvica and Adrian, in collaboration with @miguelangelft @zeynepakata #AI4EO
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
This week's highlight @Zhu_XLab : To promote an under-exploited research field, with a lot of efforts we finally finished the preprint " #DeepLearning meets #SAR " @IEEE_GRSS . Pls kindly share: @SARevangelist @SistersofSAR @RonnyHaensch @sar_edu Link:
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
The German environmental satellite #EnMAP acquires first images. #EarthObservation #Hyperspectral # RemoteSensing Read more here @DLR_de :
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 months
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: code:
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
How can #MachineLearning , in particular #TransferLearning , support large scale mapping of #UrbanPoverty from Space? Check our recent paper @IEEE_GRSS #JSTARS : Link to project @Zhu_XLab : #AI4EO #SocialGood #SDG1
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@xiaoxiang_zhu
Xiaoxiang ZHU
9 months
Interested in hands on exploration of #PhysicsAware ML in #AI4EO ? join our #ML4Earth hackathon organized by @TU_Muenchen @Zhu_XLab @ai4eo_de @helmholtz_ai to have fun and win the prizes! About the event: About ML4Earth:
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
We are looking for one PostDoc and one PhD student working on #UncertaintyQuantification in #DeepNeuralNetworks for #EarthObservation and their impact on use cases related to #ClimateScience #SeaLevelBudget Here an overview paper as background info:
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
Interested in #ChangeDetection ? Don's miss out this year's @CVPR @EarthVisionWS challenge - #DynamicEarthNet . Time series data from @planetlabs and @ESA_EO 's sentinel-2. Hand labelled LULC changes, funded by @DLR_de @BMWi_Bund
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Congratulations to @HomaAnsari_ , whose paper on #SAR @IEEE_GRSS #TGRS won the DLR Science award @dlr_de of 2021! Read more: @SistersofSAR #GoldenAgeOfSAR #FunWithFringes link to paper:
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Interested in #VQA in #RemoteSensing ? Zhanghang @Zhu_XLab proposed a self-paced curriculum learning-based VQA model to train networks with samples in an easy-to-hard way Link to paper @IEEE_GRSS #TGRS : Link to codes: #AI4EO #NLP
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
How to make your model better transferrable across geographical regions? Take a look at our recent paper @Zhu_XLab @ai4eo_de led by Qingyu who proposed CrossGeoNet for #buildingfootprint extraction link to paper:
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@xiaoxiang_zhu
Xiaoxiang ZHU
1 year
Interested in multimodal and #hyperspectral #RemoteSensing ? check our #MDAS benchmark dataset @Zhu_XLab recently published with @ESSD_journal : Data: Code: A collaboration with @DLR_de @GFZ_Potsdam #AI4EO
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 months
Interested in training your own vision language foundation models #VLM in #EarthObservation ? We curated #ChatEarthNet - a #global & #highquality dataset with paired satellite image, land cover map and the corresponding text description. Link to paper:
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
Interested in self-supervised #MultiSensor #ChangeDetection ? Check our recent work @Zhu_XLab @ai4eo_de published in @IEEE_GRSS #TGRS with @sudipansaha as the leading author. #deepclustering #contrastivelearning #AI4EO #SSL Link to paper:
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Interested in self-supervised learning #ssl in #EarthObservation ? Explore it with our SSL4EO-S12 dataset @zhu_xlab led by Yi - A Large-Scale Multi-Modal, Multi-Temporal Dataset for #ssl in EO. Paper: Code: #AI4EO @ai4eo_de
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
We would be happy to host #Urkaine scientists who is working on #AI4EO in our future lab @ai4eo_de as beyond fellows (=funded stay of 3~6months). Please kindly spread the word. For interested individuals, please don’t hesitate to contact us ai4eo @tum .de @IEEE_GRSS @HIDAdigital
@ai4eo_de
International AI Future Lab on AI4EO
2 years
💙💛Please spread and share within your networks📢 We can offer "Beyond Fellowships" for #remotesensing , #datascience or #machinelearning scientists. Check for more information and contact details. #StandWithUkraine #UkraineRussianWar #Ukrainianrefugees
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
Quantification of #uncertainty in #DeepLearning is of crucial importance for real world problems. Check our recent article @ai4eo_de by @gawlikowskij @_Syd_Ali @RibanaRoscher + a lot of colleagues @DLR_de @TU_Muenchen to get an overview. Link to paper:
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 months
Interested in detecting #UrbanPoverty with #AI4EO ? Our new paper led by Thomas introduces a scalable method that is #label #Efficient and #Uncertainty -aware. A close collaboration between @DLR_de and @TU_Muenchen code: paper:
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
How could #AI4EO support environmentally #sustainable #urban development? Check our recent work led by Qingyu @Zhu_XLab @ai4eo_de : #SDGs #Urbanization #aerialphotography #DeepLearning
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 months
#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: code:
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Interested in semantic segmentation, but has no annotation? Check our recent paper @Zhu_XLab @ai4eo_de led by @sudipansaha published in @IEEE_GRSS #TGRS : 10.1109/TGRS.2022.3174651 code (coming soon): #AI4EO
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 months
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:
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
Join our workshop 👇 -- Tackling #climatechange with #MachineLearning at #ICML2021 on July 23rd. @ClimateChangeAI
@ClimateChangeAI
Climate Change AI
3 years
Save the date! Our workshop, Tackling Climate Change with ML, is happening at #ICML2021 (virtual) on July 23rd! 🌏🔥👩‍💻 Keynote speakers work at the intersection of #ML and #ClimateChange : @solo_assefa @DrKateMarvel @shakir_za and Draguna Vrabie @PNNLab
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
#Multi -scene datasets are too labor-consuming to generate? check our recent work @Zhu_XLab : we recognize multiple scenes in a single image by leveraging massive well-annotated single-scene images. #AI4EO Link to paper:
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
Interested in #multimodal #RemoteSensing ? Check our recent work @Zhu_XLab on Multimodal remote sensing #benchmark #datasets for #LandCover classification with a shared and specific #FeatureLearning model. Paper @isprs : Datasets:
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
Mapping Horizontal and Vertical #UrbanDensification in Denmark with #Landsat Time-series from 1985 to 2018. #deeplearning #AI4EO #Urban Check our collaboration work published in @ElsevierConnect 's #RSE by THK Chen @AarhusUni : Paper:
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
Interested in a new #AI4EO task - multi-scene classification in single aerial images? We @Zhu_XLab @ai4eo_de are sharing a large-scale benchmark, called #MultiScene , composed of 100,000 high-resolution aerial images. Stay tuned! Link to paper:
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
Our Munich Data Science Institute ⁦ @TU_Muenchen ⁩ is opening a Full Professorship for Research #DataManagement . Please kindly spread the word! We welcome motivated colleagues to apply. ⁦ @helmholtz_ai ⁩ ⁦ @HIDAdigital ⁩ ⁦ @MunichDS
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
Can you imagine how the environment sound is, while seeing an aerial image? Have a look at our #SoundingEarth Dataset. #Self -supervised #Audiovisual Representation Learning for #RemoteSensing Data @Zhu_XLab @ai4eo_de with @koheidler as the leading author
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@xiaoxiang_zhu
Xiaoxiang ZHU
28 days
🚀 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:
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
Can #DeepLearning based #CloudRemoval methods #generalize to a diverse set of observations acquired at variable cloud coverage or in different regions and seasons? Try our model or test our open data #SEN12MS -CR. Paper: Data:
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
To what extent does self-supervised learning help in learning generic feature representation from the big EO data achieve and support downstream tasks in a label-efficient way? Take a look at our survey article @zhu_xlab led by Yi: #SSL #AI4EO @ai4eo_de
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
Very proud of my PhD student Jakob ⁦ @gawlikowskij ⁩ ⁦ @DLR_en @Zhu_XLab ⁩ ⁦ @TU_Muenchen ⁩, who won the 3 min thesis competition ⁦ @IEEE_GRSS ⁩ ⁦ @igarss ⁩. His topic is #datafusion #uncertainty #robustness #deeplearning #AI4EO
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
Semantic segmentaion with sparse scribbled annotation? Check our recent work @zhu_xlab , in collaboration with Diego Marcos and @devistuia paper: Data & code:
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
How to generate 3D city maps from single aerial/satellite images? How can we profit from synthetic dataset and transfer the learned representation to real world scenarios? Check our recent work @Zhu_XLab @ai4eo_de : paper: codes:
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Congrats to Dr. Matthias Häberle @mh_dlr , who defended his PhD today. He worked on the fusion of #tweet and #RemoteSensing data for #BuildingType analysis, as part of @ERC_Research #So2Sat . Mega thanks to @devistuia @KochupillaiM and Martin Werner for serving in the committee.
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Our #AI4EO #FoodSecurity #Challenge has come to a fruitful end with our partners @planet , @ESA_EO , @OurRadiantEarth We are excited to showcase the top 4 solutions alongside our keynote speaker from @NASA HARVEST, @hannah_kerner ! @Zhu_XLab @TU_Muenchen @DLR_de @ai4eo_de
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@xiaoxiang_zhu
Xiaoxiang ZHU
1 year
Suffering from distributional shift, but has no prior knowledge on the label sets? Have a look at our recent paper @Zhu_XLab @ai4eo_de on Universal #DomainAdaptation published with @IEEE_GRSS #TGRS . #AI4EO Paper: Code:
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
Congratulations to my PhD student Jingliang Hu (now Doctor Who ;-)) who defended his PhD today - From #remotesensing data to #urban patterns! #datafusion #MachineLearning #sentinels #TOPOLOGY . It’s wired to be called “doctor mother” twice in a week — as if I just had twins 😂😂
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
We invite you to join the first #AI4EO International Future Lab Symposium @TU_Muenchen @ai4eo_de . The abstract submission is still open till September 23rd. Pls RT @IEEE_GRSS @HIDAdigital @helmholtz_ai @MunichDS @Ai4Eo @ESA_EO @ed_tum
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
Congratulations to @LloydHughesZA , who has successfully defended his PhD today on the topic of #DeepLearning for #SAR and #optical image matching. Many congrats to Michael as well, as the doctor father. Many thanks to Martin and Florence for being part of it. #AI4EO @Zhu_XLab
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 months
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:
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
1/N: As the PI, I am happy to receive one of the three German #international #AI labs. Topic is #AI4EO : #reasoning , #uncertainty , #ethics and beyond. The lab will be hosted by our new department #Aerospace and #geodesy @TU_Muenchen , in collaboration with @DLR_en @IEAITUM and
@BMBF_Bund
BMBF
4 years
Am 1.5. beginnen 3 internationale Zukunftslabore #K ünstlicheIntelligenz in #Berlin , #Hannover & #M ünchen ihre Forschung zu aktuellen Fragen der #KI . Sie sind aus einem #BMBF Wettbewerb hervorgegangen & mit jeweils bis zu 5 Mio. € gefördert. Zur PM 👉 #KI
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
we are hiring! looking for a motivated individual working on multi baseline #SARInterferometry : The correct email to contact: ai @dlr .de please kindly RT @SistersofSAR @SARevangelist @sar_edu @SARscience
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
It is indeed a great honor. Thanks a lot to @isprs for acknowledging our work. Link to paper: Code: Data (updated):
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@Zhu_XLab
Zhu Lab
3 years
We are very honored to receive the 2020 best paper award of ISPRS Journal of #Photogrammetry and #RemoteSening @isprs with "Cloud removal in #Sentinel -2 imagery using a deep residual neural network and #SAR -optical #datafusion " #AI4EO Link to paper:
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
Looking for a motivated individual to team up with me as my deputy at TUM-SiPEO. What we offer: to co-organize my lab consisting of a young and motived team on #AI4EO for #socialgood , while still being able to carry out independent research. pls RT
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
@DLR_de 's EOC computes the highly accurate ground motion maps from #Sentinel -1 data -- The first products of the new European #GroundMotion Service (EGMS) have been released. #GoldenAgeOfSAR #SAR #FunWithFringes Read more:
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 months
Interested in Few-shot #Hyperspectral Image #Classification ? Check our new paper @IEEE_GRSS #JSTARS , led by Nassim, in which #self -supervised learning is explored. #ContrastiveLearning #AI4EO @TU_Muenchen @DLR_en @Inria @ai4eo_de @Zhu_XLab Paper:
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
Watch here to learn more about our new Munich Data Science Institute #mdsi of @TU_Muenchen
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
Check here to get informed about our @ERC_Research #So2Sat project @Zhu_XLab in a nutshell:
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Our session #ml4earth at #lps22 will begin in 10min. Come and join us to know more about #MachineLearning in #EarthObservation & their applications on #DTE use cases and activities in our German national competence center #ml4earth
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
Interested in #AI4EO for #ClimateScience ? Check our recent work by @koheidler @zhu_xlab , in collaboration with @DLR_de 's DFD. HED-UNet: Combined #Segmentation and #EdgeDetection for Monitoring the #Antarctic #Coastline Link to paper:
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
how to explore #DeepLearning #unfolding algorithms for #SAR #Tomography ? Kun proposed a γ -Net. Please check our recent work @Zhu_XLab @ai4eo_de freshly accepted by @IEEE_GRSS #TGRS link to paper: #AI4EO @SARevangelist @SistersofSAR @Wang_SAR
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Tweeting for #socialgood ? We discuss how we could harvest geo-information from #socialmedia data, such as text messages and images: perspectives, data issues, geo-information retrieval, #ethical opportunities and applications. #remotesensing Link:
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
We will hire three PhD students in this call. Topics are related to #NLP and #SAR . Apply and join us as a #earthobservation data scientist @Zhu_XLab @ai4eo_de ! #AI4EO
@MunichDS
MUDS
2 years
Looking for a #PhD program to train you to become an outstanding Data Scientist? 🎓 💻 👉 Join the Munich School for #DataScience and enjoy innovative supervision concepts and profit from a thriving environment for young scientists 🤓 💥
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Happy to announce that our @ERC_Research #ERCPoC project #EO4FoodSecurity @TU_Muenchen @Zhu_XLab @ai4eo_de is approved. We will work on innovative #AI4EO solutions to support #FoodSecurity . Our industrial collaborators are @IABG_mbH @GAF_Munich .
@ERC_Research
European Research Council (ERC)
2 years
The results of the latest ERC #ProofOfConcept grant competition are out. 55 researchers received €150,000 each to explore the commercial or societal potential of the results of their research projects. Curious? 👉 #ERCPoC #FrontierResearch
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
How to automatically co-register a single #SAR image and #GIS building footprints in a large-scale #urban area? Check our recent work @Zhu_XLab published in @ElsevierConnect 's #ISPRS :
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@xiaoxiang_zhu
Xiaoxiang ZHU
8 months
Qingsong is releasing our #HydroPML platform at the #AI4EOSymposium2023 @ai4eo_de @Zhu_XLab Interested in physics aware machine learning? Link to paper: platform website: GitHub:
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@xiaoxiang_zhu
Xiaoxiang ZHU
9 months
We invite you to join the #AI4EO International Future Lab Symposium 2023. @TU_Muenchen @ai4eo_de The abstract submission is open: Pls RT @IEEE_GRSS @HIDAdigital @helmholtz_ai @MunichDS @Ai4Eo @ESA_EO @ed_tum
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
This week's highlight of @Zhu_XLab : Very proud to see 8 articles from my lab are among 50 most popular papers @IEEE_GRSS #TGRS : and two among the most popular five:
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 months
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:
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
New! Now our ERA dateset and trained models can be downloaded from here: The final paper accepted @IEEE_GRSS #GRSM : Temporal #Reasoning #AI4EO #ComputerVision @Zhu_XLab @ai4eo_de
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@xiaoxiang_zhu
Xiaoxiang ZHU
9 months
Super excited to kick-off our #ML4Earth workshop on #PaML #physcis -aware #MachineLearning with the invited talk from Dr Shijie Jiang @MPI on knowledge integration for data-driven process understanding in #hydrology Link to ML4Earth:
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@xiaoxiang_zhu
Xiaoxiang ZHU
1 year
Did you know the urban tree canopy coverage in Brazil is between 5% and 35%? Jianhua made nationwide mapping and coverage assessment in Brazil from high-resolution #remotesensing images using #deeplearning . #AI4EO Link to our paper @isprs :
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
Wanna train your own #MachineLearning models for #global #LocalClimateZones classification with #Sentinels ? Check out our #benchmark dataset with detailed descriptions here: >400K annotated image patches with a uncertainty score #AI4EO #Climate #Urban #EO
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
For good reasons, I come one day too late -- now heading to #LPS22
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Join us for the Helmholtz AI @helmholtz_ai #CountMeIn #Challenge . The task is to estimate population density from satellite data - So2Sat POP - prepared by Sugandha Doda et al. as part of our @ERC_Research #So2Sat project @Zhu_XLab @ai4eo_de #AI4EO
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
How often do you receive rejections based on reviewers who haven’t really understood what you are doing? Seem to be unavoidable experience if long enough in academia…
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@xiaoxiang_zhu
Xiaoxiang ZHU
9 months
Can #AI4EO identify the functionality of #plastics from #space ? Shanyu's recent work @Zhu_XLab @ai4eo_de shows promising results. It sheds light on #AI4EO #RemoteSensing for addressing the #GlobalCrisis of #PlasticPollution . Link to paper:
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@xiaoxiang_zhu
Xiaoxiang ZHU
9 months
Exciting news: Today Lukas @kondmann has successfully defended his PhD on the topic of #RemoteSensing #TimeSeries data analysis! It was a great time having him @Zhu_XLab . Many thanks to Profs U. Hugentobler, M. Schmitt and D. Tuia @devistuia for serving in the committee.
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
What a great lab excursion day ! @Zhu_XLab @ai4eo_de — all made more than 30K steps today at Schliersee - Tegernsee :-)
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@xiaoxiang_zhu
Xiaoxiang ZHU
5 years
As part of our @ERC_Research #So2Sat @TU_Muenchen @DLR_de and #AI4EO , we are mapping the building footprints with @planetlabs satellite data by #Deeplearning . It will go #Global . #Urbanisation #SDG11 #SDG1
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 months
#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 :
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 years
How to use #deep #ReinforcementLearning to select important features in an #unsupervised manner? Check our recent work by @MouLichao et al., @Zhu_XLab @ai4eo_de , published at @IEEE_GRSS #TGRS link to paper: link to code:
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@xiaoxiang_zhu
Xiaoxiang ZHU
1 month
🚀 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: #AI4EO #Geospatial #NLP #earthobservation
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Interested in #deeplearning for #satellite image #superresolution that works well in real-world scenarios? Check our recent work led by our beyond fellow of the future lab @ai4eo_de Runmin Dong @Tsinghua_Uni : Join us:
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@xiaoxiang_zhu
Xiaoxiang ZHU
3 months
Suffering from incomplete annotations in #AI4EO ? Chenying has proposed Adaptively trIggered Online Object-wise correction ( #AIO2 ) to address this issue. paper @IEEE_GRSS #TGRS : code: @Zhu_XLab @ai4eo_de @TU_Muenchen @DLR_de
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
Can the freely available #GIS data be integrated into #DeepLearning pipelines for the #building #InstanceSegmentation in very high resolution #SAR images? Check our recent work on GIS-aware Network @zhu_xlab , @IEEE_GRSS #TGRS . #AI4EO Paper:
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@xiaoxiang_zhu
Xiaoxiang ZHU
1 year
The Munich Center for Machine Learning is calling for PhD applications: Interested in working with us @Zhu_XLab @ai4eo_de on #AI4EO ? Please kindly send in your application and choose us as the PIs you want to work with.
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
Very glad to receive @ERC_Research #ERCPoC on the topic of #AI for #SmartCities @Zhu_XLab @TU_Muenchen Many thanks to my great team @TU_Muenchen @DLR_en & to partners @planetlabs @MunichRe ! Call for partnerships and joint forces to bring #AI4EO research closer to market.
@ERC_Research
European Research Council (ERC)
4 years
📢 The first set of ERC Proof of Concept 2020 competition results are out. 55 scientists received €8.25 million in #ERCPoC grants to bring their pioneering 🇪🇺 #EUfunded research closer to market. ➡️ @GabrielMariya @EUScienceInnov @EU_Commission
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
The exciting day 1 of our #AI4EOSymposium2022 @TU_Muenchen @ai4eo_de @ed_tum has kicked off at our brand new and starring conference center with our VP of Research Gerhard Kramer giving the welcome greetings and Rune Floberghagen @esa @ESA_EO giving the first Keynote.
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Congrats to our brand new Dr. Yuansheng Hua @Zhu_XLab who successfully defended his PhD thesis today on #DeepLearning for Aerial Scene Understanding from the Lab to the #Wild . Follow him here: Mega thanks to Sébastien Lefèvre who came to Munich for it.
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@xiaoxiang_zhu
Xiaoxiang ZHU
2 years
Interested in #AI4EO , #ML4Earth , #ML4RS ? join our ML4Earth community here:
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@xiaoxiang_zhu
Xiaoxiang ZHU
4 years
Call for collaboration — Looking for partners who can provide simulated deformation patterns based on #Mogi and #Okada models for #volcanic and #earthquake deformation. Please contact: ai @dlr .de @IEEE_GRSS @EuroGeosciences please RT!
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