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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Carswell, B. Chandran, V. |
| Copyright Year | 1994 |
| Description | Author affiliation: Signal Process. Res. Centre, Queensland Univ., Brisbane, Qld., Australia (Carswell, B.; Chandran, V.) |
| Abstract | A new method for the detection of abnormal vehicle trajectories is proposed. It couples optical flow extraction of vehicle velocities with a neural network classifier. Abnormal trajectories are indicative of drunk or sleepy drivers. A single feature of the vehicle, e.g., a tail light, is isolated and the optical flow computed only around this feature rather than at each pixel in the image. The velocity fields are accurately extracted using a modification of the basic optical flow method (Horn and Schunck, 1981, and Barron et al., 1994). Trajectories are extracted in the form of direction of motion in each frame. A back-propagation neural network is used to classify the vehicle trajectories as either normal or abnormal. The neural network is shown to perform accurate classification on simulated trajectories. |
| Starting Page | 306 |
| Ending Page | 310 |
| File Size | 388523 |
| Page Count | 5 |
| File Format | |
| ISBN | 0818669527 |
| DOI | 10.1109/ICIP.1994.413581 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 1994-11-13 |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Automated highways Video sequences Image motion analysis Optical filters Optical signal processing Optical computing Neural networks Vehicles Data mining Brightness |
| Content Type | Text |
| Resource Type | Article |
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