Browsing by Author "Muhammad Hassan Raza"

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    Feature based driver's Distraction Detection Techniques using Neural Network based on Fixed Single Camera
    (UNIVERSITY OF MANAGEMENT AND TECHNOLOGY, 2015) Khawaja Ubaid Ur Rehman; Muhammad Maaz Aslam; Muhammad Hassan Raza; Ayesha Farooq
    Most accidents occur due to drowsiness while driving, avoiding road signs and due to driver's distraction. Driver's distraction depends on various factors which includes talking with passengers while driving, avoiding road signs, mood disorder, nervousness, anger, over-excitement, anxiety, loud music, illness and fatigue that may result in the distraction of a driver. This paper introduces novel approaches that compute various features using the facial points especially features computed using motion vectors and interpolation. These facial points are detected by Active Shape Model (ASM) and Boosted Regression with Markov Networks (BoRMaN). The features of different frames are trained and tested on Neural Networks (NN) to decide about driver's distraction. These approaches are also scale invariant. The result shows that the approach 4 using novel idea of motion vectors and interpolation techniques outperforms all other approaches.
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    Voice enable web application (vewa)
    (UMT.Lahore, 2004) Muhammad Hassan Raza; Muhammad Asif Raza; Imran Tahir; Usman Amjad