Inspiration
Psycle draws its inspiration from the profound impact technology can have on improving the lives of autistic children and their caregivers. The inspiration stems from recognizing the unique challenges faced by individuals on the autism spectrum and the crucial role that early intervention and support play in their development journey.
What it does
Cognitive Retraining through Gamification: Engaging games and activities focus on critical thinking, focus, and emotional stability enhancement. Autism Detection Model: Identifies potential users who could benefit from early intervention and support. Child Chatbot: Provides friendly and supportive interaction, guiding children through activities and offering encouragement. Caretaker Chatbot: Offers assistance and resources to parents or caregivers, addressing their concerns and providing guidance. Quizzing Portal with Real-time Feedback: Allows children to participate in quizzes for cognitive skill improvement, with real-time feedback and personalized recommendations. Emotion and Focus Detection: Utilizes camera and microphone functionalities to detect emotional states and focus levels during activities.
How we built it
Backend Development: Python, Flask Frontend Development: HTML, CSS, JavaScript Machine Learning: TensorFlow, scikit-learn Natural Language Processing (NLP): TensorFlow, PyTorch Real-time Communication: WebSocket Computer Vision: OpenCV
Challenges we ran into
Ensuring accessibility and inclusivity for children with varying degrees of autism spectrum disorder (ASD). Integrating real-time feedback and emotion detection without compromising performance. Balancing gamification with educational content to keep children engaged while achieving therapeutic goals.
Accomplishments that we're proud of
Successfully developing a comprehensive platform that addresses the diverse needs of autistic children and their guardians. Implementing AI-powered features such as autism detection and emotion detection to provide personalized support. Creating an engaging user experience through gamification and interactive activities. Collaborating with experts in child psychology and autism research to ensure the platform's effectiveness and relevance.
What we learned
The challenges and opportunities in using technology to support individuals with autism spectrum disorder. The importance of interdisciplinary collaboration and user-centered design in creating effective solutions. The potential of AI and machine learning in healthcare and assistive technology.
What's next for Psycle
Expanding the dashboard functionality for performance tracking. Implementing advanced NLP algorithms for generating detailed reports. Integrating vision transformers and LSTM models for enhanced quizzing experience.
Built With
- flask
- opencv
- pytorch
- tensorflow
- websockets
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