Faculty profile
Soodeh Nikan
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Research
Latest papers
From blender to farm: Transforming controlled environment agriculture with synthetic data and SwinUNet for precision crop monitoring.
PloS one · 2025
Optimizing Strawberry Disease and Quality Detection with Vision Transformers and Attention-Based Convolutional Neural Networks.
Foods (Basel, Switzerland) · 2024
Latest funding
- $12,500
Intelligent Driving Autonomy: A Multi-Faceted Approach with Fairness-Aware Monitoring and Attention-Based Perception for Contextually Adaptive Handover
NSERC · 2024 · Principal investigator
- $112,000
SCIN+: Leveraging edge decision-making in the SAPIENT framework for robust urban sensor network
NSERC · 2024 · Co-investigator
- $25,000
AI-Enabled Personalized Musical Interventions: Leveraging Physiological Data for Enhancing Driver Vigilance and Cognitive State Optimization through Adaptive AI Systems
NSERC · 2024 · Principal investigator
2 publications.
From blender to farm: Transforming controlled environment agriculture with synthetic data and SwinUNet for precision crop monitoring.
Aghamohammadesmaeilketabforoosh K, Parfitt J, Nikan S, Pearce JM
Optimizing Strawberry Disease and Quality Detection with Vision Transformers and Attention-Based Convolutional Neural Networks.
Aghamohammadesmaeilketabforoosh K, Nikan S, Antonini G, Pearce JM
Intelligent Driving Autonomy: A Multi-Faceted Approach with Fairness-Aware Monitoring and Attention-Based Perception for Contextually Adaptive Handover
Principal investigators: Nikan, Soodeh
Keywords: computer vision; autonomous vehicle; scene perception; deep learning; salient object detection; reinforcement learning; knowledge distilation; automated driving; driver monitoring; artificial intelligence
SCIN+: Leveraging edge decision-making in the SAPIENT framework for robust urban sensor network
Principal investigators: zaki hussein, mohamed MZH
Keywords: activity recognition; anomaly detection; cybersecurity; infrastructure sensing; machine learning; pattern recognition; safety monitoring; sensors fusion; situation awarness; trust management
AI-Enabled Personalized Musical Interventions: Leveraging Physiological Data for Enhancing Driver Vigilance and Cognitive State Optimization through Adaptive AI Systems
Principal investigators: Nikan, Soodeh
Keywords: Engineering
Intelligent Driving Autonomy: A Multi-Faceted Approach with Fairness-Aware Monitoring and Attention-Based Perception for Contextually Adaptive Handover
Principal investigators: Nikan, Soodeh
Keywords: computer vision; autonomous vehicle; scene perception; deep learning; salient object detection; reinforcement learning; knowledge distilation; automated driving; driver monitoring; artificial intelligence
Ai-based musical intervention to improve emotion through a personalized speaker
Principal investigators: Nikan, Soodeh S
Keywords: Artificial Intelligence; Deep neural network; Emotion recognition; Music intervention; Smart speaker
From CIHR, NSERC and SSHRC funding decisions: CIHR since 2008, NSERC since 1991 and SSHRC since 1998, including their latest published competition results.
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