1. Trang chủ
  2. » Luận Văn - Báo Cáo

A Novel Content Adaptive Search Strategy for Low Complexity Frame Rate Up Conversion45015

6 4 0

Đang tải... (xem toàn văn)

THÔNG TIN TÀI LIỆU

Nội dung

2018 2nd International Conference on Recent Advances in Signal Processing, Telecommunications & Computing (SigTelCom) $1RYHO&RQWHQW$GDSWLYH6HDUFK6WUDWHJ\IRU/RZ &RPSOH[LW\)UDPH5DWH8S&RQYHUVLRQ ;LHP+RDQJ9DQ+X\3KL&RQJ  9188QLYHUVLW\RI(QJLQHHULQJDQG7HFKQRORJ\ 3RVWVDQG7HOHFRPPXQLFDWLRQV,QVWLWXWHRI7HFKQRORJ\ [LHPKRDQJ#YQXHGXYQKX\SF#SWLWHGXYQ   $EVWUDFW²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²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©2018 IEEE 79 2018 2nd International Conference on Recent Advances in Signal Processing, Telecommunications & Computing (SigTelCom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ƌĞǀŝŽƵƐ ĨƌĂŵĞ EĞdžƚ ĨƌĂŵĞ /ŶŝƚŝĂů /ŶŝƚŝĂů ŵŽƚŝŽŶ ŵŽƚŝŽŶ ĞƐƚŝŵĂƚŝŽŶ ĞƐƚŝŵĂƚŝŽŶ dĞŵƉŽƌĂů dĞŵƉŽƌĂů Ds Ds ƌĞĨŝŶĞŵĞŶƚ ƌĞĨŝŶĞŵĞŶƚ ^ƉĂƚŝĂůDs ^ƉĂƚŝĂů Ds ƌĞĨŝŶĞŵĞŶƚ ƌĞĨŝŶĞŵĞŶƚ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ŽƚŝŽŶ DŽƚŝŽŶ ĐŽŵƉĞŶ ĐŽŵƉĞŶ ͲƐĂƚŝŽŶ ͲƐĂƚŝŽŶ /ŶƚĞƌƉŽůĂƚĞĚ ĨƌĂŵĞƐ ,QWHUSRODWHG )UDPH  )LJ$W\SLFDO0&7,EDVHG)58&IUDPHZRUN ,Q WKH IROORZLQJ IRXU PRGXOHV DUH GHVFULEHG LQ PRUH GHWDLO $ ,QLWLDOPRWLRQHVWLPDWLRQ ,QLWLDOPRWLRQHVWLPDWLRQ 0( LVRQHRIWKHNH\VWHSVLQ 0&7,WRJHWKHUZLWKPRWLRQFRPSHQVDWLRQ 0& ,QWKLVVWHS WKHPRWLRQYHFWRUILHOG 09) LVJHQHUDWHGZLWKDIXOOVHDUFK EORFN PDWFKLQJ DOJRULWKP $V LOOXVWUDWHG LQ )LJ  LQ WKH UHIHUHQFHIUDPHD09LVIRXQGE\WKHUHODWLYHGLVSODFHPHQW EHWZHHQFXUUHQWFDQGLGDWHEORFNDQGWKHEHVWPDWFKLQJEORFN XVLQJ PLQLPXP PHDQ DEVROXWH GLIIHUHQFH 0$'  PDWFKLQJ FULWHULRQ>@$FFRUGLQJO\WKHREWDLQHG09)LVWUDQVIHUUHG WRWKHLQWHUSRODWHGIUDPHWRJHWLQLWLDO09)   D E  0DWFKHG EORFN )LJD %HIRUH09VPRRWKLQJE $IWHU09VPRRWKLQJ ' 0RWLRQFRPSHQVDWLRQ :KHQ WKH PRWLRQ YHFWRU ILQDOO\ REWDLQHG WKH LQWHUSRODWHG IUDPH FDQ EH ILOOHG E\ VLPSO\ XVLQJ ELGLUHFWLRQDOPRWLRQFRPSHQVDWLRQ>@DVVKRZQLQ)LJ 6HDUFK DUHD &XUUHQW )UDPH ,QWHUSRODWHG )UDPH 5HIHUHQFH )UDPH  % W $ F )LJ6HOHFWLRQRIWKHPRWLRQYHFWRU % 7HPSRUDOPRWLRQYHFWRU 709 UHILQHPHQW 6LQFHWKHSUHYLRXVVWHS,QLWLDO0(WKH09)LVJHQHUDWHG ZLWKRXW XVLQJ WKH RULJLQDO LQIRUPDWLRQ IRU WKH LQWHUSRODWHG IUDPH  WKH 09) PD\ QRW DFFXUDF\ 7R DFKLHYH WKH 09) EHWWHU WKH WHPSRUDO PRWLRQ FRQVLVWHQF\ LV DVVXPHG >@ 7KLV WHFKQLTXH IRFXVHV RQ VHOHFWLQJ WKH OLQHDU WUDMHFWRU\ EHWZHHQWKHFXUUHQWIUDPHDQGWKHUHIHUHQFHIUDPHSDVVLQJDW WKH FHQWHURIWKHEORFNVLQWKHLQWHUSRODWLRQIUDPH DVVKRZQ LQ)LJ 80 5HIHUHQFH )UDPH ,QWHUSRODWHG )UDPH &XUUHQW )UDPH  )LJ0RWLRQFRPSHQVDWHGIUDPHLQWHUSRODWLRQLQ)58& ,,, 352326('&217(17$'$37,9(6($5&+675$7(*G%@WKHEHWWHULQWHUSRODWHGIUDPHTXDOLW\WKH TXDOLW\ RI LQWHUSRODWHG IUDPH >G%@ ZLWK GLIIHUHQW IDVW )58& VROXWLRQVLVFRPSDUHGDVLQ)LJDQG7DEOH,,, 3615  u ORJ $ 7HVW&RQGLWLRQV 7R HYDOXDWH WKH SURSRVHG )58& VROXWLRQ DQ H[WHQVLYH H[SHULPHQWKDVEHHQFRQGXFWHGIRUHLJKWYLGHRVHTXHQFHVDV VKRZQ LQ )LJ  ZKLFK FRQWDLQV WKH YDULHW\ RI PRWLRQ FKDUDFWHULVWLFV WHPSRUDO DQG VSDWLDO UHVROXWLRQV 7KH SURSRVHG )58& VROXWLRQ ODEHOHG DV $66B)58& LV FRPSDUHG ZLWK WKUHH UHOHYDQW EHQFKPDUNV WKH IXOO VHDUFK EDVHG )58& GHQRWHG DV )6B)58& WKH WKUHH VWHS VHDUFK EDVHG )58& GHQRWHG DV 66B)58& DQG WKH IRXU VWHS 82 2018 2nd International Conference on Recent Advances in Signal Processing, Telecommunications & Computing (SigTelCom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u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x 7KH SURSRVHG $66 EDVHG )58& VROXWLRQ VLJQLILFDQWO\ RXWSHUIRUPV WKH UHOHYDQW IDVW )58& VROXWLRQVWKH66DQG66QRWDEO\LQWHUPVRIWKH LQWHUSRODWHGIUDPHTXDOLW\ x 7KH SURSRVHG $66 EDVHG )58& VROXWLRQ ZRUNV ZHOO HYHQ IRU IDVW PRWLRQ VHTXHQFHV HJ %DVNHWEDOO3DVV %DVNHWEDOO'ULOO DQG 5DFH+RUVHV LQZKLFKWKH66DQG66EDVHG)58&DUH IDLOWR DFKLHYHJRRGLQWHUSRODWHGIUDPHTXDOLW\ x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nd International Conference on Recent Advances in Signal Processing, Telecommunications & Computing (SigTelCom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³$IDVWWKUHHVWHSVHDUFKDOJRULWKP ZLWK PLQLPXP FKHFNLQJ SRLQWV XVLQJ XQLPRGDO HUURU VXUIDFH DVVXPSWLRQ´ ,((( 7UDQVDFWLRQV RQ &RQVXPHU (OHFWURQLFV YRO  QRSS  5()(5(1&(6 >@ 3R /DL0DQ0D:LQJ&KXQJ$ QRYHOIRXUVWHSVHDUFKDOJRULWKP IRUIDVWEORFNPRWLRQHVWLPDWLRQ,(((7UDQVDFWLRQVRQ&LUFXLWV$QG 6\VWHPV)RU9LGHR7HFKQRORJ\YROSS±-XQ >@ @ -$VFHQVR&%ULWHVDQG)3HUHLUD³,PSURYLQJIUDPHLQWHUSRODWLRQ ZLWK VSDWLDO PRWLRQ VPRRWKLQJ IRU SL[HO GRPDLQ GLVWULEXWHG YLGHR FRGLQJ´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©2018 IEEE 79 2018 2nd International Conference on Recent Advances in Signal Processing, Telecommunications & Computing (SigTelCom) WKH SURSRVHG IDVW )58& IUDPHZRUN... REVHUYDWLRQVWKHQLWGHVFULEHVWKHSURSRVHGDGDSWLYHVHDUFK VWUDWHJ 2018 2nd International Conference on Recent Advances in Signal Processing, Telecommunications & Computing (SigTelCom) $ 2EVHUYDWLRQV   )58&&RPSOH[LW$QDOVLV... RI FRPSXWDWLRQDO FRPSOH[LW IRU HDFK ZRUNLQJ VWDJH DV VKRZQLQ7DEOH, SURSRVH D FORVHG IRUP IRU FRPSXWLQJ WKH QXPEHU RI VHDUFKLQJVWHSDVIROORZV +HUH êô ằ  LV D FHLOLQJ

Ngày đăng: 24/03/2022, 10:25

w