Driver Attention Monitoring ML Frameworks

Real-time AI systems that detect driver drowsiness, distraction, fatigue, and attention states using computer vision and machine learning for vehicle safety. Does NOT include general driver behavior analytics, fleet management platforms, or non-vision-based telematics systems.

There are 40 driver attention monitoring frameworks tracked. The highest-rated is ndrplz/dreyeve at 46/100 with 113 stars.

Get all 40 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=driver-attention-monitoring&limit=20"

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# Framework Score Tier
1 ndrplz/dreyeve

[TPAMI 2018] Predicting the Driver’s Focus of Attention: the DR(eye)VE...

46
Emerging
2 ykotseruba/attention_and_driving

A curated list of peer-reviewed papers on theoretical and practical aspects...

38
Emerging
3 ciglenecki/eeg-driver-fatigue-detection

🧠 + 🚗 Driver fatigue detection through multiple entropy fusion analysis in...

38
Emerging
4 Pratham-mehta/Real-time-Driver-Drowsiness-Detection-System-Using-Deep-Learning

CS-GY 6953 Deep Learning Major Project

37
Emerging
5 ivineetm007/drunk-detection

This repository contains the source code for the paper Dataset of Perceived...

37
Emerging
6 Akarshjha03/IndraNav-Adaptive-Driving-System

Indranav is a real-time computer vision–powered web application built with...

35
Emerging
7 abduulrahmankhalid/Alertawy

AI-Powered Driver Monitoring System.

31
Emerging
8 Followb1ind1y/Distracted-Driver-Detection-Project

State Farm Distracted Driver Detection Project using PyTorch

28
Experimental
9 jair-jr/driverBehavior

Driver data collection Android app, R pre-processing source code, and Java...

28
Experimental
10 hackenjoe/Advanced_Drowsiness_Detection

Various methods for drowsiness detection with Python.

28
Experimental
11 janeetazahid/Fatigue-Driving-Detection

Detecting Fatigue Driving using Deep Learning

27
Experimental
12 DivitMittal/Driver-Drowsiness-Detection

Real-time drowsiness detection on driver's face continuously for signs of...

26
Experimental
13 robmcelhinney/phone-block

Android app using LSTM neural network to prevent phone use while driving by...

25
Experimental
14 Shubham-Singla259/Driver-Drowsiness-Detection-System

A Driver Drowsiness Detection System using deep learning is a technology...

24
Experimental
15 behnamUix/Antisleep

یه سستم هوش مصنوعی ضد خواب تستی

24
Experimental
16 grofattila/tdk-driver-assistant

Vezetést segítő funkciók fejlesztése okostelefonra mély tanulás alapon

21
Experimental
17 us-utkarshsri07/ML-enabled-Driver-Drowsiness-Detection

Real-time driver drowsiness detection using MobileNetV2 and OpenCV

21
Experimental
18 Mr-1504/Driver-Fatigue-Detection-Model

This is a deep learning model that detects signs of driver fatigue....

20
Experimental
19 nguyenquangtung/DL_Driver-drowsiness-detection

Apply deeplearning for detecting and warning of driver drowsiness

20
Experimental
20 Venkat-023/Driver_Drowsiness_Alerting_System

Real-Time Fatigue Monitoring with Dual CNN Models for Face & Eye Status....

19
Experimental
21 rishn/DBAS

Driver Behaviour Analysis System (DBAS) is a ROS-based driver monitoring...

18
Experimental
22 SarwanShah/Distracted-Pedestrian-Classification-Using-CNNs-2020

Created a dataset of 1,300 images of distracted pedestrians and applied...

17
Experimental
23 Pramad712/Distracted-Driver-Detector

A distracted driver detector that uses neural networks/deep learning and...

17
Experimental
24 srushtiipatel/driver-drowsiness-detection

Real-time driver drowsiness detection using OpenCV and EAR

14
Experimental
25 rasyidred/driver_dapp_contract

Solidity smart contracts for immutable, auditable recording and...

13
Experimental
26 Blhasn-Sehli/Drowsy

Real-time drowsiness detection system using AI, FastAPI backend, and React...

13
Experimental
27 pranav1211/RTDMS

The Real-Time Driver Monitoring System (RTDMS) enhances road safety using...

13
Experimental
28 minhduc341/edge_AI_drowsy_driver

Driver Drowsiness Detection using MobileNetV2 on STM32

13
Experimental
29 AHMEDSANA/Drowsiness-Detection

In this project we will train our model on open and close eyes dataset then...

12
Experimental
30 SayamAlt/Driver-Drowsiness-Detection

Successfully established a deep learning model which can accurately predict...

12
Experimental
31 nahidhashik/Drowsiness-Detection-System

Drowsiness Detection System

12
Experimental
32 MahdiHedayati01/drowsiness-detection

Real-time drowsiness detection using Python, MediaPipe, and EAR to monitor...

12
Experimental
33 cre8-capstone-project/DriverBuddy

DriveBuddy is an AI-powered app with fatigue detection and real-time alerts...

12
Experimental
34 KoushikReddy9963/EEG-Based-Driver-Drowsiness-Detection-System

Implementation of a calibration-free EEG-based driver drowsiness detection...

11
Experimental
35 IbtissamToure/drowsiness-detection

Drowsiness detection project using computer vision and deep learning (MobileNetV2)

11
Experimental
36 AS-0167/D3-CNN

An academic project that implements a Convolutional Neural Network (CNN)...

11
Experimental
37 Freedisch/safetycall

SafetyCall is a seizure monitoring system with computer vision that swiftly...

11
Experimental
38 AS-0167/D3-CNN-2

A simplified and improved academic project implementing a CNN from scratch...

11
Experimental
39 devyansh22156/AlertDrive-Android-Application

AlertDrive is a real-time Android application that monitors driver fatigue...

10
Experimental
40 SiddiquiZainab/Student_Concentration_Detection

A computer vision project for detecting student concentration levels using...

10
Experimental