Accelerating Viola-Jones Face Detection to FPGA-Level Using GPUs
Face detection is an important aspect for biometrics, video surveillance and human computer interaction. We present a multi-GPU implementation of the Viola-Jones face detection algorithm that meets the performance of the fastest known FPGA implementation. The GPU design offers far lower development...
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| Published in | 2010 18th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines pp. 11 - 18 |
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| Main Authors | , , , , |
| Format | Conference Proceeding |
| Language | English |
| Published |
IEEE
01.05.2010
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| Subjects | |
| Online Access | Get full text |
| ISBN | 9781424471423 0769540562 9780769540566 1424471427 |
| DOI | 10.1109/FCCM.2010.12 |
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| Abstract | Face detection is an important aspect for biometrics, video surveillance and human computer interaction. We present a multi-GPU implementation of the Viola-Jones face detection algorithm that meets the performance of the fastest known FPGA implementation. The GPU design offers far lower development costs, but the FPGA implementation consumes less power. We discuss the performance programming required to realize our design, and describe future research directions. |
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| AbstractList | Face detection is an important aspect for biometrics, video surveillance and human computer interaction. We present a multi-GPU implementation of the Viola-Jones face detection algorithm that meets the performance of the fastest known FPGA implementation. The GPU design offers far lower development costs, but the FPGA implementation consumes less power. We discuss the performance programming required to realize our design, and describe future research directions. |
| Author | Oberg, Jason Nhat Thanh Kastner, Ryan Hefenbrock, Daniel Baden, Scott B |
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| Snippet | Face detection is an important aspect for biometrics, video surveillance and human computer interaction. We present a multi-GPU implementation of the... |
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| SubjectTerms | Acceleration Algorithm design and analysis Application software Application specific integrated circuits Costs Face detection Field Programmable Gate Array Field programmable gate arrays Graphical Processing Unit Hardware Object detection Timing |
| Title | Accelerating Viola-Jones Face Detection to FPGA-Level Using GPUs |
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