AN ATTENTION-BASED FUSION ARCHITECTURE FOR MULTIMODAL CROP DISEASE DETECTION AND ITS DEPLOYMENT ON EDGE DEVICES

The thesis presents a conceptual multimodal architecture that fuses image and sensor data through an attention mechanism for the early detection of crop diseases, together with its mathematical formulation, dataset construction procedure, evaluation criteria, and the prospects of deploying the model on resource-constrained edge devices.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-03
DOI
https://doi.org/10.5281/zenodo.23120592
Primary Topic
Smart Agriculture and AI
Type
article
Field-Weighted Citation Impact
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article

AN ATTENTION-BASED FUSION ARCHITECTURE FOR MULTIMODAL CROP DISEASE DETECTION AND ITS DEPLOYMENT ON EDGE DEVICES

O.M Sindarov
Zenodo (CERN European Organization for Nuclear Research)
Smart Agriculture and AI
article

AN ATTENTION-BASED FUSION ARCHITECTURE FOR MULTIMODAL CROP DISEASE DETECTION AND ITS DEPLOYMENT ON EDGE DEVICES

O.M Sindarov
article en

Abstract

The thesis presents a conceptual multimodal architecture that fuses image and sensor data through an attention mechanism for the early detection of crop diseases, together with its mathematical formulation, dataset construction procedure, evaluation criteria, and the prospects of deploying the model on resource-constrained edge devices.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 14%
Smart Agriculture and AI
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AN ATTENTION-BASED FUSION ARCHITECTURE FOR MULTIMODAL CROP DISEASE DETECTION AND ITS DEPLOYMENT ON EDGE DEVICES — O.M Sindarov · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS