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RamInTech / SpatialAI

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Real-time, privacy-first spatial awareness for assistive navigation. Running entirely on-device, this system fuses open-vocabulary detection with dense depth to build a live 3D scene graph, narrating obstacles by distance and direction. Optimized for low-latency performance on consumer edge hardware—no cloud, no lag, and total user privacy.

python opencv real-time computer-vision offline-first multithreading pytorch tts yolo object-detection quantization depth-estimation scene-understanding edge-ai llm acceessibility on-device-inference
  • Updated Jun 25, 2026
  • Python

zishnusarker / Sign-language-Detection-Using-ANN-CNN

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Comparative study of ANN vs CNN for sign language recognition on the Sign MNIST dataset (24 ASL letters), part of a final-year B.Tech project alongside a YOLOv5 implementation

python deep-learning neural-network tensorflow keras jupyter-notebook cnn image-classification convolutional-neural-networks ann final-year-project sign-language-recognition comparitive-study acceessibility sign-mnist
  • Updated Apr 16, 2026
  • Jupyter Notebook

Surya-Hariharan / Hand-Gesture-Driven-Speech-Aid-for-Mute-Individuals

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An assistive technology system enabling mute individuals to communicate through hand gestures. Uses flex sensors with Arduino to capture finger movements, KNN machine learning for real-time gesture classification, and text-to-speech for voice output. Supports 11 predefined phrases with expandable gesture library.

arduino machine-learning text-to-speech assistive-technology hand-gesture-recognition knn-classifier flex-sensors acceessibility
  • Updated Mar 22, 2026
  • Python

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