2025
DOI: 10.1109/access.2025.3543299
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Obstacle Detection and Warning System for Visually Impaired Using IoT Sensors

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Cited by 2 publications
(1 citation statement)
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“…In machine learning yield prediction layer evaluates predictions from ensemble learning models, specifically RF, CatBoost and ELM. These models process the original input features independently to generate yield predictions ( Hussain et al., 2024 ; Ikram et al., 2025 ). For optimal output, the ensemble outputs are compared with predictions from the FIS.…”
Section: Methodsmentioning
confidence: 99%
“…In machine learning yield prediction layer evaluates predictions from ensemble learning models, specifically RF, CatBoost and ELM. These models process the original input features independently to generate yield predictions ( Hussain et al., 2024 ; Ikram et al., 2025 ). For optimal output, the ensemble outputs are compared with predictions from the FIS.…”
Section: Methodsmentioning
confidence: 99%