Ivica Obadic (@ObadicIvica) - Twitter Profili | Zamantika Mersobahis Locabet

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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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Sukrut Rao@sukrutrao·18 Haz

@cvml_mpiinf @kerstingAIML 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".

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Ivica Obadic@ObadicIvica·16 Nis

Further, analyzing the model's conceptual sensitivity can shed light on new insights into urban studies. For example, increasing the amount of vegetation in low-income areas improves the model's perception of their income score.

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Ivica Obadic@ObadicIvica·16 Nis

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.

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Ivica Obadic@ObadicIvica·16 Nis

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

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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·26 Şub

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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Sanja7S@miki7s·12 Ara

🌍⚕️🛰️ 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/p…

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Bertrand Le Saux@blesa_ux·18 Tem

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.

Bertrand Le Saux@blesa_ux

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.p… 𝐌𝐨𝐧 18/07: 17:00 CET / 23:00 Malaysia

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Ivica Obadic@ObadicIvica·3 Haz

Very excited to give my first in-person conference talk during my PhD on the topic of attention explainability!

Xiaoxiang ZHU@xiaoxiang_zhu

@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

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Xiaoxiang ZHU@xiaoxiang_zhu·3 Haz

@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

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AI4EO@Ai4Eo·4 Eki

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!

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Ivica Obadic@ObadicIvica·29 Eki

“Should we use static typing in JavaScript?” by @GoceCvetanov @cvetanov/should-we-use-static-typing-in-javascript-d9631af9d221" target="_blank" rel="nofollow noopener">medium.com/@cvetanov/shou…

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