000 | 04473nam a2200625 i 4500 | ||
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001 | 6813296 | ||
003 | IEEE | ||
005 | 20200413152859.0 | ||
006 | m eo d | ||
007 | cr cn |||m|||a | ||
008 | 101013s2010 caua foab 000 0 eng d | ||
020 | _a9781608451340 (electronic bk.) | ||
020 | _z9781608451333 (pbk.) | ||
024 | 7 |
_a10.2200/S00300ED1V01Y201009COV002 _2doi |
|
035 | _a(CaBNVSL)gtp00544194 | ||
035 | _a(OCoLC)664597169 | ||
040 |
_aCaBNVSL _cCaBNVSL _dCaBNVSL |
||
050 | 4 |
_aTA1650 _b.Z423 2010 |
|
082 | 0 | 4 |
_a006.42 _222 |
100 | 1 | _aZhang, Cha. | |
245 | 1 | 0 |
_aBoosting-based face detection and adaptation _h[electronic resource] / _cCha Zhang and Zhengyou Zhang. |
260 |
_aSan Rafael, Calif. (1537 Fourth Street, San Rafael, CA 94901 USA) : _bMorgan & Claypool, _cc2010. |
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300 |
_a1 electronic text (x, 128 p. : ill.) : _bdigital file. |
||
490 | 1 |
_aSynthesis lectures on computer vision, _x2153-1064 ; _v# 2 |
|
538 | _aMode of access: World Wide Web. | ||
538 | _aSystem requirements: Adobe Acrobat Reader. | ||
500 | _aPart of: Synthesis digital library of engineering and computer science. | ||
500 | _aSeries from website. | ||
504 | _aIncludes bibliographical references (p. 113-126). | ||
505 | 0 | _a1. A brief survey of the face detection literature -- Introduction -- The Viola-Jones face detector -- The integral image -- AdaBoost learning -- The attentional cascade structure -- Recent advances in face detection -- Feature extraction -- Variations of the boosting learning algorithm -- Other learning schemes -- Book overview -- | |
505 | 0 | _a2. Cascade-based real-time face detection -- Soft-cascade training -- Fat stumps -- Multiple instance pruning -- Pruning using the final classification -- Multiple instance pruning -- Experimental results -- | |
505 | 0 | _a3. Multiple instance learning for face detection -- MILboost -- Noisy-or MILboost -- ISR MILboost -- Application of MILboost to low resolution face detection -- Multiple category boosting -- Probabilistic McBoost -- Winner-take-all McBoost -- Experimental results -- A practical multi-view face detector -- | |
505 | 0 | _a4. Detector adaptation -- Problem formulation -- Parametric learning -- Detector adaptation -- Taylor-expansion-based adaptation -- Adaptation of logistic regression classifiers -- Logistic regression -- Adaptation of logistic regression classifier -- Direct labels -- Similarity labels -- Adaptation of boosting classifiers -- Discussions and related work -- Experimental results -- Results on direct labels -- Results on similarity labels -- | |
505 | 0 | _a5. Other applications -- Face verification with boosted multi-task learning -- Introduction -- AdaBoosting LBP -- Boosted multi-task learning -- Experimental results -- Boosting-based multimodal speaker detection -- Introduction -- Related works -- Sound source localization -- Boosting-based multimodal speaker detection -- Merge of detected windows -- Alternative speaker detection algorithms -- Experimental results -- | |
505 | 0 | _a6. Conclusions and future work -- Bibliography -- Authors' biographies. | |
506 | 1 | _aAbstract freely available; full-text restricted to subscribers or individual document purchasers. | |
510 | 0 | _aCompendex | |
510 | 0 | _aINSPEC | |
510 | 0 | _aGoogle scholar | |
510 | 0 | _aGoogle book search | |
520 | 3 | _aFace detection, because of its vast array of applications, is one of the most active research areas in computer vision. In this book, we review various approaches to face detection developed in the past decade, with more emphasis on boosting-based learning algorithms.We then present a series of algorithms that are empowered by the statistical view of boosting and the concept of multiple instance learning. | |
530 | _aAlso available in print. | ||
588 | _aTitle from PDF t.p. (viewed on October 13, 2010). | ||
650 | 0 |
_aHuman face recognition (Computer science) _xMathematical models. |
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653 | _aface detection | ||
653 | _aboosting | ||
653 | _amultiple instance learning | ||
653 | _aadaptation | ||
653 | _amultiple task learning | ||
653 | _amultimodal fusion | ||
700 | 1 |
_aZhang, Zhengyou, _d1965- |
|
830 | 0 | _aSynthesis digital library of engineering and computer science. | |
830 | 0 |
_aSynthesis lectures on computer vision, _x2153-1064 ; _v# 2. |
|
856 | 4 | 2 |
_3Abstract with links to resource _uhttp://ieeexplore.ieee.org/servlet/opac?bknumber=6813296 |
999 |
_c561783 _d561783 |