Ivica Obadic

PhD candidate at TU Munich,
Data Scientist

[Ivica Obadic @ObadicIvica]

Happy to share that our "Contrastive Pretraining for Visual Concept Explanations of Socioeconomic Outcomes" paper (https://t.co/dOFvGZjwSL) was accepted at the #EarthVision workshop at #CVPR2024.
with @Alevering1, Lars Penning, Dario Oliveira @diego_marcos_g, and @xiaoxiang_zhu

[Sukrut Rao @sukrutrao]

@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".

[Ivica Obadic @ObadicIvica]

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.

[Ivica Obadic @ObadicIvica]

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.

[Ivica Obadic @ObadicIvica]

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 @ObadicIvica]

Happy to share that our "Contrastive Pretraining for Visual Concept Explanations of Socioeconomic Outcomes" paper (https://t.co/dOFvGZjwSL) was accepted at the #EarthVision workshop at #CVPR2024.
with @Alevering1, Lars Penning, Dario Oliveira @diego_marcos_g, and @xiaoxiang_zhu

[Xiaoxiang ZHU @xiaoxiang_zhu]

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

[Sanja7S @miki7s]

🌍⚕️🛰️ 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: https://t.co/Z9XkBcMBlb

[Bertrand Le Saux @blesa_ux]

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.

[Ivica Obadic @ObadicIvica]

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

[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

[AI4EO @Ai4Eo]

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!

[Ivica Obadic @ObadicIvica]

“Should we use static typing in JavaScript?” by @GoceCvetanov https://t.co/R0CwT13wa1

[Ivica Obadic @ObadicIvica]

Google Pixel International Giveaway @androidauth #giveaway https://t.co/VP5HFRzKyK

[Ivica Obadic @ObadicIvica]

Google Pixel XL International Giveaway @androidauth #giveaway https://t.co/dfmCrT5YMm

[Ivica Obadic @ObadicIvica]

Our solution for solving item cold start problem on https://t.co/fNYSjTunld.
#deeplearning #MachineLearning #ArtificialIntelligence

[Java @java]

Don't miss free Programming eBooks from O'Reilly! #Java https://t.co/fPBsjLyjvP

[Ivica Obadic @ObadicIvica]

“The 44 Most-Loved Products Launched in Summer 2016” by @ProductHunt https://t.co/1SMxZMgxQl

[Goran @gatanaso_]

20 years @Netcetera_Buzz https://t.co/qmeqpVXmjj

[Ivica Obadic @ObadicIvica]

Nexus 9 International Giveaway @androidauth https://t.co/8VyGamW7iL