Livoa LogoLivoa
Preprocessing
Feature Extraction
Deep Learning Model
Classification
Tumor Type Output
User uploads MRI scan
Preprocessing required?
Preprocess MRI scan
Skip preprocessing
Segment tumor region
Extract features
Train deep learning model
Evaluate model
Provide classification result
Recommend treatment
yes
no
Vehicle Environment


(Road, Lanes, Vehicles, Pedestrians, Lighting, Weather)

Perception Hardware Layer


Front Dashboard Camera

Optional IR Camera / Radar / Ultrasonic Sensors

Data Acquisition & Preprocessing


Frame Capture (Video to Frames)

ROI Extraction (Road, Lane Area, DriverFace)

Lane


Detection

Module

Drowsiness


Detection

Module

Object &


Pedestrian

Module

Sensor / Module Fusion & Risk Assessment Engine
[System Integration Analysis Visualization Area]
Alert Management & HMI Layer
Logging & Monitoring Layer

Sample

by Kits

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