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Happy to share that our "Contrastive Pretraining for Visual Concept Explanations of Socioeconomic Outcomes" paper (arxiv.org/pdf/2404.09768.pdf) was accepted at the #EarthVision workshop at #CVPR2024.
with @Alevering1, Lars Penning, Dario Oliveira @diego_marcos_g, and @xiaoxiang_zhu
Ivica Obadic retweeted
We now move to our spotlight talks. The first speaker, Ivica Obadic, talks about "Recent Trends, Challenges, and Limitations of Explainable AI in Remote Sensing".
This enables the model to associate the concepts learned with the #TCAV approach with continuous intervals of socioeconomic outcomes. For example, dense residential areas resemble low liveability while more liveable areas are those close to natural areas and vegetation.
Our approach can be used to interpret how #urban concepts relate to #socioeconomic outcomes in computer vision models.
The contrastive pretraining with Rank-N-Contrast helps to increasingly order the instances in the latent space according to their socioeconomic outcomes
Ivica Obadic retweeted
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
Ivica Obadic retweeted
🌍⚕️🛰️ Interested how #satellite imagery might support #PublicHealth?
With @ObadicIvica @SagarJoglekar @kr1zz @danielequercia @xiaoxiang_zhu we created #MedSat dataset that we are presenting at #NeurIPS2023 on Thursday. Check our poster: neurips.cc/virtual/2023/post…
Ivica Obadic retweeted
Another great talk in @ESA_EO session on AI4EO for Climate and Health at @IEEE_GRSS @igarss2022 :
@koheidler from @DLR_en shows how to use deep active contours and dynamic time warping for #Greenland #glaciers!
w/ @MouLichao @xiaoxiang_zhu @Zhu_XLab S. Lefevre.
This week (today) @ESA_EO Φ-lab will be at @IEEE_GRSS @igarss2022 #IGARSS2022 w/ 2 invited sessions on #AI4EO organised by @Dr_RSchneider and I
👉1/2: MO7.V15: 𝐀𝐈4𝐄𝐎 𝐟𝐨𝐫 𝐂𝐥𝐢𝐦𝐚𝐭𝐞 𝐚𝐧𝐝 𝐇𝐞𝐚𝐥𝐭𝐡!
igarss2022.org/view_session.…
𝐌𝐨𝐧 18/07: 17:00 CET / 23:00 Malaysia
Very excited to give my first in-person conference talk during my PhD on the topic of attention explainability!
Replying to @ObadicIvica
@ObadicIvica is giving his first in-person conference talk @helmholtz_ai #HelmholtzAIcon since the start of his PhD in my lab - #XAI in #EarthObservation time series data analysis with the application in #croptype classification #AI4FoodSecurity #AI4EO @Zhu_XLab @ai4eo_de
Ivica Obadic retweeted
Replying to @ObadicIvica
@ObadicIvica is giving his first in-person conference talk @helmholtz_ai #HelmholtzAIcon since the start of his PhD in my lab - #XAI in #EarthObservation time series data analysis with the application in #croptype classification #AI4FoodSecurity #AI4EO @Zhu_XLab @ai4eo_de
Ivica Obadic retweeted
The #AI4FoodSecurity challenge is coming! Organized by @planet , @TU_Muenchen , @DLR_de , @OurRadiantEarth , it will be an exciting opportunity to apply some state-of-the-art #MachineLearning approaches. Stay tuned!
“Should we use static typing in JavaScript?” by @GoceCvetanov medium.com/@cvetanov/should-…
Our solution for solving item cold start problem on arxiv.org/abs/1706.05730.
#deeplearning #MachineLearning #ArtificialIntelligence
Ivica Obadic retweeted
Don't miss free Programming eBooks from O'Reilly! #Java oreilly.com/programming/free…
“The 44 Most-Loved Products Launched in Summer 2016” by @ProductHunt medium.com/product-hunt/the-…






















