Xiaoxiang ZHU @xiaoxiang_zhu Twitter profile

Pinned Tweet

Xiaoxiang ZHU

11 days

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:

1

8

55

Last Seen Profiles

@gayglasgowguys

@_RXGE

@TheoCrusaderr

@nexta_tv

@betsyfigtree

@bensalem_owen

@almouj_perfumes

@_Wisedo

@gokudake

@tetgarci

@RasberryPencilS

@dino999z

@WBGamesSupport

@WEX_NSFW

@WyattDuncan

@allgrungerock

@SSRMOOKIE

@kuomintang

@TSwanyIRL

@TweetCarraro

@samsunulasim

@betsyfigtree

@CardiffRugbyWeb

@rockybolbia

@jenkonCS

@_xa1f

@Sparkle_stage

@ShipsLucia

@RiflesRegiment

@ChelseaFC

@RealAJBenza

@hellbuboii

@findomluna7

@_omerbudak_

@SupermanEnjoyer

@tattchan0012

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 .

7

45

200

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

2

46

185

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

1

36

154

Xiaoxiang ZHU

@xiaoxiang_zhu

2 years

We are looking for four postdocs and senior scientists to work on #AI4EO for #socialgood @TU_Muenchen @Zhu_XLab @ai4eo_de ! Please kindly RT @IEEE_GRSS @helmholtz_ai @MunichDS @ed_tum @Ai4Eo @jlbamber @KochupillaiM @MunichAerospace

1

50

126

Xiaoxiang ZHU

@xiaoxiang_zhu

2 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.

1

29

125

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

4

34

111

Xiaoxiang ZHU

@xiaoxiang_zhu

2 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 .

7

13

112

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:

2

41

101

Xiaoxiang ZHU

@xiaoxiang_zhu

2 years

If you are interested in #MachineLearning in #EarthSciences and #EarthObservation , we might have a position for you @Zhu_XLab @ai4eo_de :

News

www.asg.ed.tum.de

3

39

93

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

1

15

96

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:

2

39

88

Xiaoxiang ZHU

@xiaoxiang_zhu

2 years

The German environmental satellite #EnMAP acquires first images. #EarthObservation #Hyperspectral # RemoteSensing Read more here @DLR_de :

0

23

88

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

0

20

70

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

2

22

69

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:

4

28

68

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:

1

7

67

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

1

19

66

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:

0

9

64

Xiaoxiang ZHU

@xiaoxiang_zhu

8 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:

0

21

67

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

0

14

64

Xiaoxiang ZHU

@xiaoxiang_zhu

1 year

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

2

11

60

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:

2

12

61

Xiaoxiang ZHU

@xiaoxiang_zhu

2 years

Interested in #xAI #RemoteSensing and #EarthObservation ? Join our #ML4Earth workshop. Click to register: @ai4eo_de @helmholtz_ai @Zhu_XLab @IEEE_GRSS @MunichDS

1

22

59

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:

3

14

54

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

International AI Future Lab on AI4EO

@ai4eo_de

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

0

8

22

2

26

54

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

0

7

49

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

1

13

50

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:

0

12

48

Xiaoxiang ZHU

@xiaoxiang_zhu

3 years

Join our workshop 👇 -- Tackling #climatechange with #MachineLearning at #ICML2021 on July 23rd. @ClimateChangeAI

Climate Change AI

@ClimateChangeAI

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

1

38

80

1

19

49

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:

1

15

48

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:

2

7

47

Xiaoxiang ZHU

@xiaoxiang_zhu

2 years

Today we kicked start the #RePresent project funded by @esa @ESA_EO on non-supervised representation learning for #Sentinels - a close collaboration between @DLR_de @Zhu_XLab @EPFL_en #eceo @e_geos @VTTFinland @devistuia @blesa_ux @sudipansaha @MouLichao @anja_rose @MarcCoru

3

10

47

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 ⁩

1

27

44

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:

1

10

46

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:

0

10

43

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

1

9

42

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

1

7

44

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:

1

8

41

Xiaoxiang ZHU

@xiaoxiang_zhu

3 years

The following interesting #benchmarks @Zhu_XLab @ai4eo_de are about to come. please stay tuned! #AI4EO #3D #LULC #MultiScene #VQA #ChangeDetection #RemoteSensing

1

12

43

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:

1

6

40

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:

3

8

39

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.

0

5

40

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 😂😂

0

6

39

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

2

38

Xiaoxiang ZHU

@xiaoxiang_zhu

2 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

News

www.asg.ed.tum.de

0

15

38

Xiaoxiang ZHU

@xiaoxiang_zhu

8 months

Interested in #PhysicsAware #MachineLearning #RemoteSensing and #EarthObservation ? Join our #ML4Earth workshop. Click to register: @ai4eo_de @helmholtz_ai @Zhu_XLab @IEEE_GRSS @MunichDS

1

17

40

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

2

7

40

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

3

21

39

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

1

9

40

Xiaoxiang ZHU

@xiaoxiang_zhu

3 years

Watch here to learn more about our new Munich Data Science Institute #mdsi of @TU_Muenchen

0

18

36

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):

Zhu Lab

@Zhu_XLab

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:

3

23

155

1

11

36

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:

1

10

34

Xiaoxiang ZHU

@xiaoxiang_zhu

3 years

Check here to get informed about our @ERC_Research #So2Sat project @Zhu_XLab in a nutshell:

1

12

36

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

@BMBF_Bund

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

0

9

27

4

6

37

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

1

26

37

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

0

8

34

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:

0

12

36

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

1

3

34

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 :

0

6

33

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:

0

3

33

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

MUDS

@MunichDS

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 🤓 💥

0

9

21

1

17

34

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 .

European Research Council (ERC)

@ERC_Research

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

3

26

77

2

6

34

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:

1

7

32

Xiaoxiang ZHU

@xiaoxiang_zhu

8 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

0

10

33

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

0

12

32

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

0

9

32

Xiaoxiang ZHU

@xiaoxiang_zhu

7 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：

0

4

29

Xiaoxiang ZHU

@xiaoxiang_zhu

2 years

For good reasons, I come one day too late -- now heading to #LPS22

1

2

32

Xiaoxiang ZHU

@xiaoxiang_zhu

8 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:

0

3

32

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 :

1

8

31

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

2

4

31

Xiaoxiang ZHU

@xiaoxiang_zhu

4 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

0

11

30

Xiaoxiang ZHU

@xiaoxiang_zhu

4 years

Happy to talk at the #NeurIPS2020 workshop on “ #MachineLearning for the #DevelopingWorld : Improving Resilience” The workshop is now open for submissions.

ML4D 2021

WE HAVE MOVED We are now on Notion: https://ml4d.notion.site/Machine-Learning-for-the-Developing-World-ML4D-2021-548251eab3df4517819c4742c2e5c853

sites.google.com

2

7

30

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 :-)

0

4

30

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…

2

1

31

Xiaoxiang ZHU

@xiaoxiang_zhu

8 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:

1

9

29

Xiaoxiang ZHU

@xiaoxiang_zhu

8 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.

0

3

30

Xiaoxiang ZHU

@xiaoxiang_zhu

3 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:

0

4

27

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:

1

8

29

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:

1

5

26

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.

European Research Council (ERC)

@ERC_Research

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

2

36

97

0

5

27

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!

1

18

26

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.

0

2

26

Xiaoxiang ZHU

@xiaoxiang_zhu

2 years

Super delighted to have Lorenzo Bruzzone from University of Trento, Director of #RemoteSensing Laboratory giving a keynote on #UncertaintyQuantification in #earthobservation at our #AI4EOSymposium2022 @ai4eo_de @TU_Muenchen

0

6

25

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.

0

7

26

Xiaoxiang ZHU

@xiaoxiang_zhu

4 years

This week's highlight @Zhu_XLab : three papers accepted to #ECCV2020 . A great sign that #EarthObservation and #remotesensing topics are becoming more welcomed in the #computervision community. Thanks a lot to the amazing team and collaborators. #AI4EO

0

24

Xiaoxiang ZHU

@xiaoxiang_zhu

1 year

Interested in #AI4EO , #ML4Earth , #ML4RS ? join our ML4Earth community here:

0

6

25

Xiaoxiang ZHU

@xiaoxiang_zhu

2 years

Interested in joining TUM and working on #photogrammetry and #remotesening , here is the great opportunity. A full professorship is open for application now:

1

8

24

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.

0

8

26

Xiaoxiang ZHU

@xiaoxiang_zhu

3 years

How can #urban morphological information of #LCZ maps help to improve the spatial details of a #global #population data? Check our recent work @Zhu_XLab , published at @ElsevierConnect #Cities . Link to paper:

1

4

23

Xiaoxiang ZHU

@xiaoxiang_zhu

4 years

Want to know more about large scale human settlement extent mapping using #sentinels by #DeepLearning ? Read our recent work @TU_Muenchen @DLR_de : #urbanisation #EO4SDG #AI4EO @isprs @helmholtz_ai @CopernicusEU @ESA_EO

0

7

24

Xiaoxiang ZHU

@xiaoxiang_zhu

1 year

How to efficiently reduce the #domainshift and further transfer knowledge from a fully-labeled #RemoteSensing source domain to a limited-labeled target domain? Check our recent paper @Zhu_XLab @ai4eo_de published @ISPRS_SC : Code:

0

3

25

Xiaoxiang ZHU

@xiaoxiang_zhu

2 years

How could in-situ sounds help understanding the scene from satellite images? @koheidler talks about audiovisual #ssl in #EarthObservation #lps22

1

23

Xiaoxiang ZHU

@xiaoxiang_zhu

2 years

Can human uncertainty improve model performance? The answer is yes. It helps to achieve much better calibrated confidence. Check our recent work @Zhu_XLab led by my PhD student Christoph @ChristophKolle5 : @ai4eo_de #AI4EO #UncertaintyQuantification

1

8

24

Xiaoxiang ZHU

@xiaoxiang_zhu

3 years

Interested in shaping the brand new TUM Munich Data Science Institute with us? — become one of the two Science Managers we are currently hiring! Please kindly RT! ⁦ @helmholtz_ai ⁩ ⁦ @MunichDS ⁩ ⁦ @HIDAdigital ⁩

0

15

24

Xiaoxiang ZHU

@xiaoxiang_zhu

4 years

TUM ⁦ @TU_Muenchen ⁩ ranked #8 in #remotesensing worldwide and ranked #1 in Germany. Congrats to all my colleagues — Global Ranking of Academic Subjects 2020 - #RemoteSensing | ⁦ @ShanghaiRanking ⁩ - 2020

0

2

21

Xiaoxiang ZHU

@xiaoxiang_zhu

4 years

Four exciting AI jobs open @DLR_de @helmholtz_ai #AI #EarthObservation #socialgood don’t miss it! Please Retweet @IEEE_GRSS @LRZ_DE @PRACE_RI @HIDAdigital

0

20

23

Xiaoxiang ZHU

@xiaoxiang_zhu

4 years

Interested in #AI for #ColdRegions ? Combining segmantion and edge-detection for the extraction of antarctic glacier front, by @koheidler . A colloboration of @DLR_de @Zhu_XLab @ai4eo_de #Climate #AI #DeepLearning #AI4EO Join us at @esa 's #PHIWeek !

Antarctic Coastline e-Poster (ESA Φ-Week 2020)

null

www.youtube.com

0

8

22

Xiaoxiang ZHU

@xiaoxiang_zhu

2 years

See you at #IGARSS2022 @IEEE_GRSS ! We will present a wide spectrum of the research we do @Zhu_XLab @ai4eo_de , ranging from #AI4EO methods to their societal relevant applications!

1

5

23

Xiaoxiang ZHU

@xiaoxiang_zhu

6 months

Very honored to be listed again among @Clarivate #HighlyCited2023 Researchers in the field of #Geosciences , along with other ten colleagues from @TU_Muenchen . Special thanks to the fantastic team of current/previous PhD students, postdocs and collaborators @Zhu_XLab @ai4eo_de

TU München

@TU_Muenchen

6 months

Congrats to eleven of our scientists, including Melanie Schirmer ( @schirmer_lab ), who have been recognized in the latest Highly Cited Researchers #rankings , a global analysis of #publications from 2012 to 2022: 👏 #HighlyCited2023 📷A.Eckert

0

1

12

2

1

23