| 000 | 02891nlm0a2200373 4500 | ||
|---|---|---|---|
| 001 | 650721 | ||
| 005 | 20231030041001.0 | ||
| 035 | _a(RuTPU)RU\TPU\network\15970 | ||
| 090 | _a650721 | ||
| 100 | _a20161018a2016 k y0engy50 ba | ||
| 101 | 0 | _aeng | |
| 102 | _aDE | ||
| 105 | _ay z 100zy | ||
| 135 | _adrcn ---uucaa | ||
| 181 | 0 | _ai | |
| 182 | 0 | _ab | |
| 200 | 1 |
_aCompact convolutional neural network cascadefor face detection _fI. A. Kalinovsky, V. G. Spitsyn |
|
| 203 |
_aText _celectronic |
||
| 300 | _aTitle screen | ||
| 330 | _aThis paper presents a new solution to the frontal face detection problem based on a compact convolutional neural networks cascade. Test results on an FDDB dataset show that it is able to compete with state-of-the-art algorithms. This proposed detector is implemented using three technologies: SSE/AVX/AVX2 instruction sets for Intel CPUs, Nvidia CUDA, and OpenCL. The detection speed of our approach exceeds considerably all the existing CPUbased and GPU-based algorithms. Thanks to its high computational efficiency, our detector can process 4K Ultra HD video stream in real time (up to 27 fps) on mobile platforms while searching objects with a dimension of 60×60 pixels or higher. At the same time, its processing speed is almost independent of the background and the number of objects in a scene. This is achieved by asynchronous computation of stages in the cascade. | ||
| 461 |
_tCEUR Workshop Proceedings _oOnline Proceedings for Scientific Conferences and Workshops |
||
| 463 |
_tVol. 1576 : Parallel Computing Technologies 2016, PCT 2016 _oProceedings of the 10th Annual International Scientific Conference on Parallel Computing Technologies, Arkhangelsk, Russia, March 29-31, 2016 _v[P. 375-387] _d2016 |
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| 610 | 1 | _aэлектронный ресурс | |
| 610 | 1 | _aтруды учёных ТПУ | |
| 610 | 1 | _aраспознавание лиц | |
| 610 | 1 | _aнейронные сети | |
| 610 | 1 | _aклассификаторы | |
| 700 | 1 |
_aKalinovsky _bI. A. _cspecialist in the field of Informatics and computer engineering _cassistant at Tomsk Polytechnic University _f1990- _gIljya Andreevich _2stltpush _3(RuTPU)RU\TPU\pers\37438 |
|
| 701 | 1 |
_aSpitsyn _bV. G. _cspecialist in the field of informatics and computer technology _cProfessor of Tomsk Polytechnic University, Doctor of technical sciences _f1948- _gVladimir Grigorievich _2stltpush _3(RuTPU)RU\TPU\pers\33492 |
|
| 712 | 0 | 2 |
_aНациональный исследовательский Томский политехнический университет (ТПУ) _bИнститут кибернетики (ИК) _bКафедра вычислительной техники (ВТ) _h126 _2stltpush _3(RuTPU)RU\TPU\col\18699 |
| 801 | 2 |
_aRU _b63413507 _c20170124 _gRCR |
|
| 856 | 4 | _uhttp://earchive.tpu.ru/handle/11683/36142 | |
| 856 | 4 | _uhttp://ceur-ws.org/Vol-1576/150.pdf | |
| 942 | _cCF | ||