DEEPAK KUMAR PATHAK

(SMART DATA AND KNOWLEDGE SERVICES, DEUTSCHES FORSCHUNGSZENTRUM FÜR KÜNSTLICHE INTELLIGENZ (DFKI))
hosted by Ph.D. Program in CS @ TU KL

"MULTIMODAL MACHINE LEARNING AND ITS CHALLENGES IN EARTH OBSERVATION"

Multimodal machine learning has gained significant attention recently due to its ability to leverage multiple data sources to improve the model's performance. Remote sensing and earth observation data offer many problems where multimodal machine learning methods and approaches can be used, such as crop classification, disaster management, etc. This presentation reviews multimodal machine learning applications in crop yield prediction tasks, where multiple strategies are used to leverage information from complementary modalities, and discusses associated challenges. Finally, it discusses promising future research directions to explore unsupervised and self-supervised machine learning methods to reduce reliance on supervised data.

Time:	Thursday, 15.06.2023, 09:00
Place:	Blechhammer Hotel-Restaurant in Kaiserslautern

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