A Dual Pass Video Stabilization System Using Iterative Motion Estimation and Adaptive Motion Smoothing
In this paper, we propose a novel dual pass video stabilization system using iterative motion estimation and adaptive motion smoothing. In the first pass, the transformation matrix to stabilize each frame is returned. The global motion estimation is carried out by a novel iterative method. The inten...
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| creator | Pan Pan Minagawa, Akihiro Jun Sun Hotta, Yoshinobu Naoi, Satoshi |
| description | In this paper, we propose a novel dual pass video stabilization system using iterative motion estimation and adaptive motion smoothing. In the first pass, the transformation matrix to stabilize each frame is returned. The global motion estimation is carried out by a novel iterative method. The intentional motion is estimated using adaptive window smoothing. Before the beginning of the second pass, we obtain the optimal trim size for a specific video based on the statistics of the transformation parameters. In the second pass, the stabilized video is composed according to the optimal trim size. Experimental results show the superior performance of the proposed method in comparison to other existing methods. |
| doi_str_mv | 10.1109/ICPR.2010.562 |
| format | Conference Proceeding |
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Experimental results show the superior performance of the proposed method in comparison to other existing methods.</description><subject>Adaptive systems</subject><subject>Cameras</subject><subject>dual pass</subject><subject>Estimation</subject><subject>Iterative methods</subject><subject>Motion estimation</subject><subject>motion smoothing</subject><subject>Optimized production technology</subject><subject>Smoothing methods</subject><subject>video stabilization</subject><issn>1051-4651</issn><issn>2831-7475</issn><isbn>1424475422</isbn><isbn>9781424475421</isbn><isbn>9781424475414</isbn><isbn>9780769541099</isbn><isbn>1424475414</isbn><isbn>0769541097</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2010</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><sourceid>RIE</sourceid><recordid>eNpNjstOwzAQRc1LopQsWbHxD6R4HI8fyyoUqFRERQvbyklssJQ2VW2QytcTUZBYXZ17ZkZDyBWwEQAzN9Ny_jzirEeU_IhkRmkQXAiFAsQxGXBdQK56PCEXf4LzUzIAhpALiXBOshhDxbhUUiHigPgxvf2wLZ3bGOlraFxHF8lWoQ1fNoVuQxf7mNyavsSweaPT5HZ9_enoY_djJzGF9WHQbho6buz2v16suy6995uX5MzbNrrsN4dkeTdZlg_57Ol-Wo5neTAs5eBloRqJVa2lVqJqPBrBfF1IZxi3ltU12NpLboVHkKA8au2gUE5zbmtWDMn14Wxwzq22u_633X6FaNBoKL4BDPBbBA</recordid><startdate>201008</startdate><enddate>201008</enddate><creator>Pan Pan</creator><creator>Minagawa, Akihiro</creator><creator>Jun Sun</creator><creator>Hotta, Yoshinobu</creator><creator>Naoi, Satoshi</creator><general>IEEE</general><scope>6IE</scope><scope>6IL</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIL</scope></search><sort><creationdate>201008</creationdate><title>A Dual Pass Video Stabilization System Using Iterative Motion Estimation and Adaptive Motion Smoothing</title><author>Pan Pan ; Minagawa, Akihiro ; Jun Sun ; Hotta, Yoshinobu ; Naoi, Satoshi</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-i90t-1f637d65bc86874bdf5940fc36e902aa0cc1acf62a4f51617f588e137e822ac03</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2010</creationdate><topic>Adaptive systems</topic><topic>Cameras</topic><topic>dual pass</topic><topic>Estimation</topic><topic>Iterative methods</topic><topic>Motion estimation</topic><topic>motion smoothing</topic><topic>Optimized production technology</topic><topic>Smoothing methods</topic><topic>video stabilization</topic><toplevel>online_resources</toplevel><creatorcontrib>Pan Pan</creatorcontrib><creatorcontrib>Minagawa, Akihiro</creatorcontrib><creatorcontrib>Jun Sun</creatorcontrib><creatorcontrib>Hotta, Yoshinobu</creatorcontrib><creatorcontrib>Naoi, Satoshi</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan All Online (POP All Online) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE Xplore</collection><collection>IEEE Proceedings Order Plans (POP All) 1998-Present</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Pan Pan</au><au>Minagawa, Akihiro</au><au>Jun Sun</au><au>Hotta, Yoshinobu</au><au>Naoi, Satoshi</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>A Dual Pass Video Stabilization System Using Iterative Motion Estimation and Adaptive Motion Smoothing</atitle><btitle>2010 20th International Conference on Pattern Recognition</btitle><stitle>ICPR</stitle><date>2010-08</date><risdate>2010</risdate><spage>2298</spage><epage>2301</epage><pages>2298-2301</pages><issn>1051-4651</issn><eissn>2831-7475</eissn><isbn>1424475422</isbn><isbn>9781424475421</isbn><eisbn>9781424475414</eisbn><eisbn>9780769541099</eisbn><eisbn>1424475414</eisbn><eisbn>0769541097</eisbn><abstract>In this paper, we propose a novel dual pass video stabilization system using iterative motion estimation and adaptive motion smoothing. In the first pass, the transformation matrix to stabilize each frame is returned. The global motion estimation is carried out by a novel iterative method. The intentional motion is estimated using adaptive window smoothing. Before the beginning of the second pass, we obtain the optimal trim size for a specific video based on the statistics of the transformation parameters. In the second pass, the stabilized video is composed according to the optimal trim size. Experimental results show the superior performance of the proposed method in comparison to other existing methods.</abstract><pub>IEEE</pub><doi>10.1109/ICPR.2010.562</doi><tpages>4</tpages></addata></record> |
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| ispartof | 2010 20th International Conference on Pattern Recognition, 2010, p.2298-2301 |
| issn | 1051-4651 2831-7475 |
| language | eng |
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| source | IEEE Electronic Library (IEL) Conference Proceedings |
| subjects | Adaptive systems Cameras dual pass Estimation Iterative methods Motion estimation motion smoothing Optimized production technology Smoothing methods video stabilization |
| title | A Dual Pass Video Stabilization System Using Iterative Motion Estimation and Adaptive Motion Smoothing |
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