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help.htm
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<title>Äîâ³äêà ç Face Recognition 2.x</title>
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<p class=MsoTitleCxSpFirst align=center style='text-align:center'><span
lang=UK>ÄβÄÊÀ Ç ÂÈÊÎÐÈÑÒÀÍÍß ÏÐÎÃÐÀÌÈ</span></p>
<p class=MsoTitleCxSpMiddle align=center style='text-align:center'><span
lang=UK>FACE RECOGNITION </span></p>
<p class=MsoTitleCxSpLast align=center style='text-align:center'><span lang=UK>2.97
(1.97)</span></p>
</div>
<h1 style='text-align:justify;text-indent:35.4pt'><span lang=UK
style='font-family:"Times New Roman","serif"'>Ïðèçíà÷åííÿ ïðîãðàìè.</span></h1>
<p class=MsoNormal style='text-align:justify;text-indent:35.4pt'><span lang=UK
style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>Ïðîãðàìó
ïðèçíà÷åíî äëÿ ðîçï³çíàâàííÿ òà ïîøóêó îáëè÷ü íà ôîòî, ùî çíàõîäÿòüñÿ ó âèãëÿä³
ôàéë³â íà ëîêàëüíîìó íîñ³¿ (ìîâà íå éäå ïðî ïîøóê ôîòî â ²íòåðíåò³, òîìó
ï³äêëþ÷åííÿ êîìï’þòåðà äî ìåðåæ³ íå ïîòð³áíå!!!).  ðåçóëüòàò³ îáðîáêè
ôîòîãðàô³é, ÿê ³íäèâ³äóàëüíèõ òàê ³ ãðóïîâèõ, ïðîãðàìîþ ôîðìóºòüñÿ òà
çáåð³ãàºòüñÿ öèôðîâà ìîäåëü îáëè÷÷ÿ. Òàêèì ÷èíîì, ìàþ÷è ìàñèâ îáðîáëåíèõ
ïðîãðàìîþ «åòàëîííèõ» ôîòî, îñîáè íà ÿêèõ ³äåíòèô³êîâàí³, ç’ÿâëÿºòüñÿ
ìîæëèâ³ñòü âèÿâëÿòè ö³ æ îáëè÷÷ÿ íà ³íøèõ ôîòî.</span></p>
<p class=MsoNormal style='text-align:justify;text-indent:35.4pt'><span lang=UK
style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>Ó
ïðîãðàì³ ðåàë³çîâàíî àëãîðèòì íàêëàäàííÿ «â³ðòóàëüíèõ ìåäè÷íèõ ìàñîê» (á³ëî¿,
áëàêèòíî¿, ÷îðíî¿ òà á³ëèõ ðåñï³ðàòîð³â ç êëàïàíîì ë³âîðó÷ òà ïðàâîðó÷) ïðè
îá÷èñëåíí³ êîäóâàíü îáëè÷ü íà «åòàëîííèõ» ôîòî (ó òîìó ÷èñë³, é ãðóïîâèõ).
Òàêèé ï³äõ³ä äîçâîëÿº ³ñòîòíî çá³ëüøèòè â³ðîã³äí³ñòü äîñòîâ³ðíî¿ ³äåíòèô³êàö³¿,
êîëè ïîøóê çä³éñíþºòüñÿ çà çîáðàæåííÿì îñîáè â ìàñö³. </span></p>
<p class=MsoNormal style='text-align:justify;text-indent:35.4pt'><span lang=UK
style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>Äîäàòêîâî,
ïðîãðàìà ìຠâáóäîâàíèé ³íñòðóìåíò àíàë³çó â³äåîôàéë³â òà âèä³ëåííÿ êàäð³â, ùî
ì³ñòÿòü ïðèäàòí³ äëÿ ðîçï³çíàííÿ îáëè÷÷ÿ.</span></p>
<h1 style='text-align:justify'><span lang=UK>Ïîðàäè ùîäî «åòàëîííèõ»
ôîòîãðàô³é:</span></h1>
<p class=MsoListParagraphCxSpFirst style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span lang=UK style='font-size:14.0pt;line-height:115%;
font-family:"Times New Roman","serif"'>íàéêðàùå – ôîòî ïàñïîðòíîãî òèïó:
ôðîíòàëüí³, ç â³äêðèòèì îáëè÷÷ÿì;</span></p>
<p class=MsoListParagraphCxSpMiddle style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span lang=UK style='font-size:14.0pt;line-height:115%;
font-family:"Times New Roman","serif"'>ðîçì³ð ôîòî - 640õ480 ï³êñåë³â àáî
áëèçüêî äî òîãî;</span></p>
<p class=MsoListParagraphCxSpLast style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span lang=UK style='font-size:14.0pt;line-height:115%;
font-family:"Times New Roman","serif"'>ñêàíóéòå òåêè ç ïîøóêîâèìè ôîòî ÿê
«åòàëîíí³» äëÿ âðàõóâàííÿ ó ìàéáóòí³õ ïîøóêàõ.</span></p>
<h1 style='text-align:justify'><span lang=UK>Ùîäî ïîøóêó:</span></h1>
<p class=MsoListParagraphCxSpFirst style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span lang=UK style='font-size:14.0pt;line-height:115%;
font-family:"Times New Roman","serif"'>äàâàéòå çì³ñòîâíó íàçâó ôàéëàì ïîøóêîâèõ
ôîòî;</span></p>
<p class=MsoListParagraphCxSpLast style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span lang=UK style='font-size:14.0pt;line-height:115%;
font-family:"Times New Roman","serif"'>äëÿ êîæíîãî ïîøóêó ñòâîðþéòå îêðåìó
òåêó, êóäè é êëàä³òü ïîøóêîâ³ ôîòî;</span></p>
<h1 style='text-align:justify'><span lang=UK>Çàãàëüí³ ïîðàäè ùîäî ñêàíóâàííÿ
ôîòî â óñ³õ âèïàäêàõ, ÿê «åòàëîííèõ», òàê ³ «ïîøóêîâèõ» (òîáòî ôîòî íåâ³äîìèõ
îñ³á):</span></h1>
<p class=MsoListParagraphCxSpFirst style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span class=a0><span lang=UK style='font-size:12.0pt;line-height:
115%'>ÿêùî âèêîðèñòîâóþòüñÿ «íåïàñïîðòí³» ôîòîãðàô³¿</span></span><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>,
çîáðàæåííÿ «ç æèòòÿ», òî êðàùå ïåðåä îáðîáêîþ âèð³çàòè ç ãðóïîâèõ ôîòî
çîáðàæåííÿ îáëè÷ü îêðåìèõ îñ³á òà çáåðåãòè ¿õ ó âèãëÿä³ îêðåìèõ ôàéë³â (640õ480
ï³êñåë³â àáî áëèçüêî äî òîãî) â îêðåìó ïîøóêîâó ïàïêó, ÿêó é ïðîñêàíóâàòè
íàäàë³ ïðîãðàìîþ. <b>ÀËÅ!</b> Ãðóïîâ³ ôîòî (êîëè íà çîáðàæåííÿ ïðåäñòàâëåíî
äåê³ëüêà îáëè÷ü) <b><u>òàêîæ áóäóòü îáðîáëåí³</u></b>: <b><u>ïîøóê áóäå
ïðîâåäåíî çà êîæíèì ç îáëè÷, âèä³ëåíèõ ïðîãðàìîþ íà çîáðàæåíí³</u></b>.
³äïîâ³äíî ó çâ³ò³ (ôîðìàò³ xlsx), îáëè÷÷ÿ ç ãðóïîâîãî ôîòî, çà ÿêèì
ïðîâîäèòüñÿ ïîøóê, áóäå ïðåäñòàâëåíå â ÿêîñò³ åñê³çó, à òàêîæ âèä³ëåíî ÷åðâîíîþ
ðàìêîþ íà åñê³ç³ çàçíà÷åíîãî ãðóïîâîãî ôîòî; àíàëîã³÷íî, ÿêùî ïîøóêîâå îáëè÷÷ÿ
çíàéäåíå íà «åòàëîííîìó» ãðóïîâîìó ôîòî, òî ó çâ³ò³ áóäå åñê³ç îáëè÷÷ÿ òà
ïîì³÷åíå çåëåíîþ ðàìêîþ éîãî ðîçòàøóâàííÿ íà ãðóïîâîìó ôîòî<a href="#_ftn1"
name="_ftnref1" title=""><span class=MsoFootnoteReference><span
class=MsoFootnoteReference><span lang=UK style='font-size:14.0pt;line-height:
115%;font-family:"Times New Roman","serif"'>[1]</span></span></span></a>; </span></p>
<p class=MsoListParagraphCxSpMiddle style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span class=a0><span lang=UK style='font-size:12.0pt;line-height:
115%'>ùîäî âèáîðó ìàòåìàòè÷íî¿ ìîäåë³ ïðè ñêàíóâàíí³ ôîòî</span></span><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>.
Ñêàíóâàòè ôîòî ìîæëèâî ó ê³ëüêîõ ðåæèìàõ (</span><span lang=EN-US
style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>Mediapipe</span><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>,
</span><span lang=EN-US style='font-size:14.0pt;line-height:115%;font-family:
"Times New Roman","serif"'>dlib</span><span lang=EN-US style='font-size:14.0pt;
line-height:115%;font-family:"Times New Roman","serif"'> </span><span
lang=EN-US style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>CNN</span><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>/</span><span
lang=EN-US style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>HOG</span><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>,
ç âèêîðèñòàííÿì </span><span lang=EN-US style='font-size:14.0pt;line-height:
115%;font-family:"Times New Roman","serif"'>GPU</span><span lang=UK
style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>
àáî áåç), âèá³ð ÿêèõ çä³éñíþºòüñÿ àâòîìàòè÷íî, çàëåæíî â³ä íàÿâíèõ ðåñóðñ³â. <b>ÂÀÆËÈÂÎ!</b>
Ìàòåìàòè÷íà ìîäåëü «CNN» ç âèêîðèñòàííÿì </span><span lang=EN-US
style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>GPU</span><span
lang=EN-US style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>
</span><span lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>òà
CUDA ñïîæèâຠáàãàòî ãðàô³÷íî¿ ïàì’ÿò³: îáðîáêà ôîòî 12Ìï âèìàãຠíàÿâíîñò³
ùîíàéìåíøå 8 GB â³ëüíî¿ ãðàô³÷íî¿ ïàì’ÿò³ íà â³äåîêàðò³. Òîæ, çìåíøåííÿ ðîçì³ðó
çîáðàæåííÿ ïåðåä îáðîáêîþ º àêòóàëüíèì ³ ó âèïàäêó ìîæëèâîãî âèêîðèñòàííÿ
ìîäåë³ «CNN»<a href="#_ftn2" name="_ftnref2" title=""><span
class=MsoFootnoteReference><span class=MsoFootnoteReference><span lang=UK
style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>[2]</span></span></span></a>;</span></p>
<p class=MsoListParagraphCxSpMiddle style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span class=a0><span lang=UK style='font-size:12.0pt;line-height:
115%'>ùîäî âèáîðó ê³ëüêîñò³ «Ïðîõîä³â ïîøóêó îáëè÷»</span></span><span lang=UK
style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>.
Çà çàìîâ÷åííÿì áóäå çðîáëåíî 1 ïðîõ³ä, ïðîòå ÷èì á³ëüøå – òèì ìåíø³ çà ðîçì³ðîì
îáëè÷÷ÿ áóäå âèÿâëåíî íà ôîòî. Àëå, é ÷àñ íà îáðîáêó â³äïîâ³äíî çðîñòàº.
Çá³ëüøóâàòè ê³ëüê³ñòü ïðîõîä³â (ïîíàä 1) äîö³ëüíî, êîëè îáðîáëÿþòüñÿ ãðóïîâ³
ôîòî (äåê³ëüêà îáëè÷ü íà îäíîìó çîáðàæåíí³);</span></p>
<p class=MsoListParagraphCxSpMiddle style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span class=a0><span lang=UK style='font-size:12.0pt;line-height:
115%'>ùîäî âèáîðó òî÷íîñò³ âèÿâëåííÿ îáëè÷ü. </span></span><span lang=UK
style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>Çà
çàìîâ÷åííÿì ïðîïîíóºòüñÿ çíà÷åííÿ 0,5, ùî çàäîâîëüíÿº á³ëüøîñò³ âèïàäê³â. ×èì
áëèæ÷å öå çíà÷åííÿ äî 1,0 – òèì ñóâîð³øèé áóäå â³äá³ð;</span></p>
<p class=MsoListParagraphCxSpMiddle style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span class=a0><span lang=UK style='font-size:12.0pt;line-height:
115%'>ùîäî âèáîðó ê³ëüêîñò³ «Ïðîõîä³â ïðè êîäóâàíí³ îáëè÷»</span></span><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>.
Çà çàìîâ÷åííÿì áóäå çðîáëåíî 1 ïðîõ³ä, ïðîòå ÷èì á³ëüøå – òèì òî÷í³øîþ áóäå
ìîäåëü. ʳëüê³ñòü ÷àñó íà îáðîáêó çðîñòຠêðàòíî îáðàí³é ê³ëüêîñò³ ïðîõîä³â;</span></p>
<p class=MsoListParagraphCxSpMiddle style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span class=a0><span lang=UK style='font-size:12.0pt;line-height:
115%'>ùîäî âèáîðó âèêîðèñòàííÿ â³ðòóàëüíèõ ìåäè÷íèõ ìàñîê</span></span><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>.
Ïðè âèêîðèñòàíí³ (1) â³ðòóàëüíèõ ìåäè÷íèõ ìàñîê äëÿ êîæíîãî âèÿâëåíîãî íà ôîòî
îáëè÷÷ÿ ðîçðàõîâóºòüñÿ éîãî çîáðàæåííÿ ³ç âäÿãíåíîþ ìåäè÷íî¿ ìàñêîþ ÷è
ðåñï³ðàòîðîì (5 òèï³â), ³ äëÿ öèõ çîáðàæåíü òàêîæ áóäóþòüñÿ òà çáåð³ãàþòüñÿ
êîäóâàííÿ (îòæå, îäíå îáëè÷÷ÿ ìຠø³ñòü êîäóâàíü ó áàç³ äàíèõ). ³äïîâ³äíî
çðîñòຠé ÷àñ íà îáðîáêó. ßêùî «â³ðòóàëüí³ ìàñêè» íå âèêîðèñòîâóþòüñÿ (2), òî
ðîçðàõîâóâàòèìåòüñÿ ëèøå îäíå êîäóâàííÿ îáëè÷÷ÿ ÿê âîíî º íà ôîòî. Êîäóâàííÿ
îáëè÷ü «ó ìàñêàõ» äîçâîëÿº ïîë³ïøèòè ÿê³ñòü ³äåíòèô³êàö³¿, êîëè íà ïîøóêîâîìó
ôîòî íåâ³äîìà îñîáà òàêîæ ó ìåäè÷í³é ìàñö³, ³ í³ÿê íå âïëèâຠíà ÿê³ñòü ïîøóêó
îáëè÷ü áåç ìàñîê (àäæå áàçà äàíèõ åòàëîííèõ çîáðàæåíü ì³ñòèòèìå ³ òàêèé âàð³àíò
òàêîæ), ïðîòå çá³ëüøóº íåîáõ³äíèé äëÿ öüîãî ÷àñ;</span></p>
<p class=MsoListParagraphCxSpMiddle style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span class=a0><span lang=UK style='font-size:12.0pt;line-height:
115%'>ùîäî äîäàòêîâèõ êîìåíòàð³â ïðè îáðîáö³ òåê. </span></span><i><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'> </span></i><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>Ìîæëèâî
äîäàòè êîìåíòàð äî âñ³õ çîáðàæåíü ó òåö³, ùî ñêàíóºòüñÿ, ÿêèé ïîò³ì
â³äîáðàæàòèìåòüñÿ ó çâ³ò³. Êîìåíòàð çáåð³ãàºòüñÿ áåçïîñåðåäíüî ó òåö³, ùî
ñêàíóºòüñÿ ó ôàéë³ <i> "_</i></span><span lang=UK style='font-size:14.0pt;
line-height:115%;font-family:"Times New Roman","serif"'>facrecmnt.ini",
ÿêèé ìຠôîðìàò ïðîñòîãî òåêñòó; äàí³ çáåð³ãàþòüñÿ <b><i>[íàçâà ôàéëó]
òàáóëÿö³ÿ [òåêñò êîìåíòàðÿ]</i></b><a href="#_ftn3" name="_ftnref3" title=""><span
class=MsoFootnoteReference><span class=MsoFootnoteReference><span lang=UK
style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>[3]</span></span></span></a>,
òàêèì ÷èíîì, çà ïîòðåáè íàäàë³ ìîæëèâî äëÿ ïåâíèõ ôàéë³â çîáðàæåíü â³äêîðèãóâàòè
òåêñò êîìåíòàðÿ âðó÷íó;</span></p>
<p class=MsoListParagraphCxSpLast style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span class=a0><span lang=UK style='font-size:12.0pt;line-height:
115%'>ùîäî îáðîáêè â³äåîôàéë³â. </span></span><i><span lang=UK
style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'> </span></i><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>Ïðîãðàìà
ìîæå îáðîáëÿòè â³äåî ôðàãìåíòè â óñ³õ ïîøèðåíèõ ôîðìàòàõ. Ñë³ä âðàõîâóâàòè, ùî
â³äåî ôàéë ïåðåä îáðîáêîþ áóäå ïîâí³ñòþ çàâàíòàæåíî â îïåðàòèâíó ïàì’ÿòü
êîìï’þòåðà, îòæå ¿¿ â³ëüíèé îáñÿã ïîâèíåí ³ñòîòíî ïåðåâèùóâàòè ðîçì³ð ôàéëó<a
href="#_ftn4" name="_ftnref4" title=""><span class=MsoFootnoteReference><span
class=MsoFootnoteReference><span lang=UK style='font-size:14.0pt;line-height:
115%;font-family:"Times New Roman","serif"'>[4]</span></span></span></a>. Êàäðè
ç îáëè÷÷ÿìè áóäå çáåðåæåíî ó ôîðìàò³ JPG ó âêëàäåí³é òåö³ ç íàçâîþ Frames,
ñòâîðåí³é ïðîãðàìîþ ó ò³é ñàìî¿ òåö³, äå ðîçòàøîâàíî â³äåîôàéë. Äàë³ äîö³ëüíî
â³ä³áðàòè äëÿ ïîäàëüøîãî ñêàíóâàííÿ ò³ëüêè ò³ êàäðè, äå çîáðàæåííÿ îáëè÷÷ÿ
íàéá³ëüø ïîâíå òà áëèçüêå äî ôðîíòàëüíîãî. <b>ÂÀÆËÈÂÎ</b>! <u>Íå ðîçì³ùóéòå
â³äåî ôàéëè ó òåêàõ, â íàçâàõ òà øëÿõàõ äî ÿêèõ íàÿâí³ êèðèëè÷í³ áóêâè.</u> </span></p>
<h1 style='text-align:justify'><span lang=UK>Ùîäî àíàë³çó òà çâ³ò³â:</span></h1>
<p class=MsoListParagraphCxSpFirst style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span class=a0><span lang=UK style='font-size:12.0pt;line-height:
115%'>òî÷í³ñòü ïîð³âíÿííÿ êîäóâàíü îáëè÷ü ì³æ ñîáîþ (íåâ³äîìèõ ç «åòàëîííèìè»)</span></span><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>
áåçïîñåðåäíüî âèçíà÷ຠê³ëüê³ñòü çàïðîïîíîâàíèõ âàð³àíò³â çá³ã³â: ÷èì á³ëüøå çíà÷åííÿ,
òèì á³ëüøèé ïðîñò³ð äëÿ ôàíòà糿 âè äàºòå ïðîãðàì³. Çíà÷åííÿ çà çàìîâ÷åííÿì
(0.45) äຠãàðí³ ðåçóëüòàòè ó á³ëüøîñò³ âèïàäê³â;</span></p>
<p class=MsoListParagraphCxSpLast style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span class=a0><span lang=UK style='font-size:12.0pt;line-height:
115%'>ôàéëè çâ³ò³â</span></span><span lang=UK style='font-size:14.0pt;
line-height:115%;font-family:"Times New Roman","serif"'> ó ôîðìàò³ ïðîñòîãî
òåêñòó (txt) òà òàáëèö³ Åêñåëü (xlsx) áóäå çáåðåæåíî äî òåêè ç ïîøóêîâèìè ôîòî.
Äî çâ³òó ó ôîðìàò³ Åêñåëü âêëþ÷åíî äëÿ â³çóàëüíîãî ïîð³âíÿííÿ åñê³çè ïîøóêîâîãî
ôîòî òà çàïðîïîíîâàíîãî «åòàëîííîãî», íàçâè ôàéë³â, à òàêîæ, ó ðàç³ íàÿâíîñò³,
³äåíòèô³êóþ÷³ äàí³ îñîáè íà «åòàëîííîìó» ôîòî.</span></p>
<h1 style='text-align:justify'><span lang=UK>Îïòèì³çàö³ÿ áàçè äàíèõ:</span></h1>
<p class=MsoListParagraph style='text-align:justify;text-indent:-18.0pt'><span
lang=UK style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>-<span
style='font:7.0pt "Times New Roman"'>
</span></span><span class=a0><span lang=UK style='font-size:12.0pt;line-height:
115%'>ï³ñëÿ ñêàíóâàííÿ òåê ç «åòàëîííèìè» ôîòî</span></span><span lang=UK
style='font-size:14.0pt;line-height:115%;font-family:"Times New Roman","serif"'>
äîö³ëüíî ïðîâîäèòè îïòèì³çàö³þ áàçè äàíèõ åòàëîííèõ êîäóâàíü îáëè÷ü, â
ðåçóëüòàò³ ÿêî¿ íàÿâí³ ôàéëè ç íåâåëèêîþ ê³ëüê³ñòþ êîäóâàíü áóäå îá’ºäíàíî â
îäèí ôàéë áåç âòðàòè äàíèõ: ÷èì ìåíøå ôàéë³â ç äàíèìè – òèì øâèäøå
â³äáóâàòèìåòüñÿ àíàë³ç. <b>ÂÀÆËÈÂÎ!</b> Íàçâè ôàéë³â äàíèõ êîäóâàíü îáëè÷ü,
ñòâîðåíèõ ïðîãðàìîþ âåðñ³¿ 2.63DB (1.90) àáî íîâ³øîþ, ïî÷èíàþòüñÿ ç «<b>v3-...</b>»,
îñê³ëüêè ôîðìàò öèõ äàíèõ â³äð³çíÿºòüñÿ â³ä ôîðìàòó äàíèõ, ñòâîðåíèõ ñòàð³øèìè
âåðñ³ÿìè ïðîãðàìè (òîìó, ôàéëè ñòàðîãî òà íîâîãî ôîðìàò³â àâòîìàòè÷íî
îïòèì³çóþòüñÿ ïðîãðàìîþ îêðåìî). <b>ͲÊÎËÈ</b> íå çì³íþéòå öþ ÷àñòèíó íàçâè
ôàéëó äàíèõ (çà áàæàííÿ, ðåøòó íàçâè ôàéëó ìîæíà çì³íþâàòè, íàïðèêëàä, äëÿ
íàäàííÿ ¿é çì³ñòîâíîñò³).</span></p>
</div>
<div><br clear=all>
<hr align=left size=1 width="33%">
<div id=ftn1>
<p class=MsoFootnoteText style='text-align:justify'><a href="#_ftnref1"
name="_ftn1" title=""><span class=MsoFootnoteReference><span lang=UK
style='font-family:"Times New Roman","serif"'><span class=MsoFootnoteReference><span
lang=UK style='font-size:10.0pt;line-height:115%;font-family:"Times New Roman","serif"'>[1]</span></span></span></span></a><span
lang=UK style='font-family:"Times New Roman","serif"'> Òàê³ åñê³çè òà ðàìêè
áóäóòü ó çâ³ò³ ëèøå ó âèïàäêó, êîëè ïîøóêîâ³ òà/àáî åòàëîíí³ ôîòî îáðîáëÿëèñü
ïðîãðàìîþ ó âåðñ³¿ 2.63 àáî íîâ³øîþ. Ñòàð³ ôàéëè äàíèõ êîäóâàíü îáëè÷ü,
ñòâîðåí³ ïðîãðàìîþ âåðñ³é äî 2.63, òàêîæ íîðìàëüíî âèêîðèñòîâóâàòèìóòüñÿ
ïðîãðàìîþ, àëå ó çâ³ò³ íå áóäå â³äïîâ³äíèõ åñê³ç³â îáëè÷ü òà ðàìîê íà ôîòî.</span></p>
</div>
<div id=ftn2>
<p class=MsoFootnoteText style='text-align:justify'><a href="#_ftnref2"
name="_ftn2" title=""><span class=MsoFootnoteReference><span lang=UK><span
class=MsoFootnoteReference><span lang=UK style='font-size:10.0pt;line-height:
115%;font-family:"Calibri","sans-serif"'>[2]</span></span></span></span></a><span
lang=UK> </span><span lang=UK style='font-family:"Times New Roman","serif"'>Ïåðåâ³ðåíî,
ùî ïðè 4 GB â³ëüíî¿ ãðàô³÷íî¿ ïàì’ÿò³ ïðîãðàìà / ìîäåëü “CNN” çäàòíà îáðîáèòè
çîáðàæåííÿ ìàêñèìàëüíèì ðîçì³ðîì ó 1600 ï³êñåë³â ïðè ðîçì³ð³ ôàéëó äî 900 êÁ.
Ïðè öüîìó, ê³ëüê³ñòü ïðîõîä³â îáðîáêà ÏÎÂÈÍÍÀ ÄÎвÂÍÞÂÀÒÈ ÎÄÍÎÌÓ (1) !</span></p>
</div>
<div id=ftn3>
<p class=MsoFootnoteText style='text-align:justify'><a href="#_ftnref3"
name="_ftn3" title=""><span class=MsoFootnoteReference><span lang=UK
style='font-family:"Times New Roman","serif"'><span class=MsoFootnoteReference><span
lang=UK style='font-size:10.0pt;line-height:115%;font-family:"Times New Roman","serif"'>[3]</span></span></span></span></a><span
lang=UK style='font-family:"Times New Roman","serif"'> Íå çì³íþéòå öþ
ñòðóêòóðó, áî êîìåíòàð íå â³äîáðàæàòèìåòüñÿ ó çâ³ò³!</span></p>
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<p class=MsoFootnoteText style='text-align:justify'><a href="#_ftnref4"
name="_ftn4" title=""><span class=MsoFootnoteReference><span lang=UK
style='font-family:"Times New Roman","serif"'><span class=MsoFootnoteReference><span
lang=UK style='font-size:10.0pt;line-height:115%;font-family:"Times New Roman","serif"'>[4]</span></span></span></span></a><span
lang=UK style='font-family:"Times New Roman","serif"'> ßê ì³í³ìóì ó 4 ðàçè!</span></p>
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