Intrinsic explainability of multimodal learning for crop yield simulation

Hiba Najjar, Deepak Pathak, Marlon Nuske, Andreas Dengel

Abstract: Highlights•Subfield yield simulation across multiple regions and crop types.•Multimodal learning and Transformers-based processing of multi-source data.•Extensive experiments to explain the model intrinsically.•Proposal of a new method to estimate modality importance scores.

External IDs:doi:10.1016/j.compag.2025.111003