JP2007104516A5 - - Google Patents

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JP2007104516A5
JP2007104516A5 JP2005294330A JP2005294330A JP2007104516A5 JP 2007104516 A5 JP2007104516 A5 JP 2007104516A5 JP 2005294330 A JP2005294330 A JP 2005294330A JP 2005294330 A JP2005294330 A JP 2005294330A JP 2007104516 A5 JP2007104516 A5 JP 2007104516A5
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Prior art keywords
motion vector
movement
image processing
processing apparatus
moving image
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JP2005294330A
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JP4661514B2 (en
JP2007104516A (en
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Claims (13)

動画像中の複数のフレームを基に、前記動画像を撮像した撮像手段の動きを検出する画像処理装置において、
前記動画像を取得する取得手段と、
前記取得手段により取得された前記動画像内の任意の間隔毎の動きベクトルを検出する動きベクトル検出手段と、
前記動きベクトル検出手段により検出された前記動きベクトルを、前記撮像手段の移動による第1の動きベクトルと、前記撮像手段の回転による第2の動きベクトルとに分離する分離手段と
を備え、
前記分離手段は、前記第1の動きベクトルと前記第2の動きベクトルとを統計的に算出する
画像処理装置。
In an image processing apparatus that detects the movement of an imaging unit that captured the moving image based on a plurality of frames in the moving image,
Obtaining means for obtaining the moving image;
Motion vector detection means for detecting a motion vector at any interval in the moving image acquired by the acquisition means;
Separating means for separating the motion vector detected by the motion vector detection means into a first motion vector due to movement of the imaging means and a second motion vector due to rotation of the imaging means;
The image processing apparatus, wherein the separation unit statistically calculates the first motion vector and the second motion vector.
前記撮像手段の移動を検出して前記撮像手段の移動情報を得る移動情報検出手段をさらに備え、
前記分離手段は、
前記画動像中の前記フレームにおける十分遠方の被写体が撮像された領域を推定する遠方領域推定手段と、
前記動きベクトル検出手段により検出された前記動きベクトルから、前記撮像手段の光軸回りの回転による第3の動きベクトルを除去する除去手段と、
前記除去手段により前記第3の動きベクトルが除去された前記動きベクトルを基に、前記移動情報検出手段により検出された前記移動情報と、実際の前記撮像手段の移動との関係を推定する移動関係推定手段と、
前記撮像手段の光軸回りの回転を推定する回転推定手段と、
前記撮像手段の移動を推定する移動推定手段と
を備える
請求項1に記載の画像処理装置。
A movement information detecting means for detecting movement of the imaging means to obtain movement information of the imaging means;
The separating means includes
A far region estimation means for estimating a region in which a sufficiently far subject in the frame in the moving image is imaged;
Removing means for removing, from the motion vector detected by the motion vector detecting means, a third motion vector due to rotation around the optical axis of the imaging means;
A movement relationship for estimating a relationship between the movement information detected by the movement information detection unit and the actual movement of the imaging unit based on the motion vector from which the third motion vector has been removed by the removal unit. An estimation means;
Rotation estimation means for estimating rotation of the imaging means around the optical axis;
The image processing apparatus according to claim 1, further comprising: a movement estimation unit that estimates a movement of the imaging unit.
前記フレームに対して、アフィン変換を用いて前記撮像手段の回転動きを補正して、過去のフレームに変換する回転動き補正手段をさらに備え、
前記移動情報検出手段は、前記回転動き補正手段により変換された前記過去のフレームと、前記フレームとの動きベクトルを検出し、検出された動きベクトルを反転することにより、前記移動情報を得る
請求項2に記載の画像処理装置。
The frame further comprises rotational motion correction means for correcting the rotational movement of the imaging means using affine transformation and converting it to a past frame,
The movement information detection unit detects the motion vector between the past frame converted by the rotational motion correction unit and the frame, and obtains the movement information by inverting the detected motion vector. 2. The image processing apparatus according to 2.
前記除去手段は、前記フレームの各画素において、前記フレームの中心点を回転中心点とした点対称な位置を算出し、点対称な位置の前記動きベクトルを足し合わせることにより、前記光軸回りの回転成分を除去する
請求項2に記載の画像処理装置。
The removing means calculates a point-symmetrical position with the center point of the frame as a rotation center point for each pixel of the frame, and adds the motion vectors at the point-symmetrical positions to add a motion around the optical axis. The image processing apparatus according to claim 2, wherein a rotation component is removed.
前記遠方領域推定手段は、前記動きベクトルのノルム、角度、または、近傍サンプル点との変化率のうちの少なくとも1つを算出し、算出された値を統計的に処理して、十分遠方の被写体が撮像された領域を推定する
請求項2に記載の画像処理装置。
The far region estimation means calculates at least one of a norm, an angle, or a rate of change with a nearby sample point of the motion vector, and statistically processes the calculated value to subject a sufficiently far subject The image processing device according to claim 2, wherein the imaged area is estimated.
前記遠方領域推定手段は、前記動きベクトルのノルムの値が最小を示す位置を求めることにより、十分遠方の被写体が撮像された領域を推定する
請求項5に記載の画像処理装置。
The image processing apparatus according to claim 5, wherein the far region estimation unit estimates a region in which a sufficiently far subject is imaged by obtaining a position where a norm value of the motion vector is minimum.
前記遠方領域推定手段は、前記動きベクトルのノルムの最小値と、それぞれの位置における前記動きベクトルのノルムとの差が、前記動きベクトルのノルムの最小値を取る点における変化率以下の値になる領域を、十分遠方の被写体が撮像された領域として推定する
請求項6に記載の画像処理装置。
The far region estimation means has a difference between a minimum value of the norm of the motion vector and a norm of the motion vector at each position equal to or less than a change rate at a point where the minimum value of the norm of the motion vector is taken. The image processing apparatus according to claim 6, wherein the area is estimated as an area where a sufficiently distant subject is imaged.
前記遠方領域推定手段は、前記フレーム内の全画素における前記動きベクトルのノルムの値を正規化して得られる値を重み付けとして用いることにより、十分遠方の被写体が撮像された領域を推定する
請求項5に記載の画像処理装置。
6. The distant area estimation means estimates an area where a sufficiently distant subject is imaged by using a value obtained by normalizing the norm value of the motion vector in all pixels in the frame as a weight. An image processing apparatus according to 1.
前記移動関係推定手段は、前記遠方領域推定手段により推定される前記フレームにおける十分遠方の被写体が撮像された領域において、速度比と、前記撮像手段の回転動きのうちのパンチルト成分とを推定する
請求項2に記載の画像処理装置。
The movement relationship estimation unit estimates a speed ratio and a pan / tilt component of a rotational movement of the imaging unit in a region where a sufficiently far subject in the frame estimated by the far region estimation unit is imaged. Item 3. The image processing apparatus according to Item 2.
前記回転推定手段は、前記移動関係推定手段により推定された前記撮像手段の移動と、前記撮像手段の回転動きのパンチルト成分とを、前記動きベクトル検出手段により検出された前記動きベクトルから除去することにより、前記撮像手段の光軸回りの回転を推定する
請求項9に記載の画像処理装置。
The rotation estimation means removes the movement of the imaging means estimated by the movement relationship estimation means and the pan / tilt component of the rotational movement of the imaging means from the motion vector detected by the motion vector detection means. The image processing apparatus according to claim 9, wherein rotation of the imaging unit around the optical axis is estimated.
動画像中の複数のフレームを基に、前記動画像を撮像した撮像手段の動きを検出する画像処理装置の画像処理方法において、
前記動画像中を取得し、
前記動画像内の任意の間隔毎の動きベクトルを検出し、
統計的な演算により、前記動きベクトルを、前記撮像手段の移動による第1の動きベクトルと、前記撮像手段の回転による第2の動きベクトルとに分離する
ステップを含む画像処理方法。
In an image processing method of an image processing apparatus for detecting a motion of an imaging unit that has captured the moving image based on a plurality of frames in the moving image,
Acquiring in the moving image,
Detecting a motion vector at an arbitrary interval in the moving image;
An image processing method including a step of separating the motion vector into a first motion vector due to movement of the imaging unit and a second motion vector due to rotation of the imaging unit by statistical calculation.
撮像手段により撮像された動画像中の複数のフレームからカメラ動きを検出する処理をコンピュータに実行させるためのプログラムであって、
前記動画像中を取得し、
前記動画像内の任意の間隔毎の動きベクトルを検出し、
統計的な演算により、前記動きベクトルを、前記撮像手段の移動による第1の動きベクトルと、前記撮像手段の回転による第2の動きベクトルとに分離する
ステップ含む処理をコンピュータに実行させるプログラム。
A program for causing a computer to execute processing for detecting camera movement from a plurality of frames in a moving image captured by an imaging unit,
Acquiring in the moving image,
Detecting a motion vector at an arbitrary interval in the moving image;
A program that causes a computer to execute processing including a step of separating the motion vector into a first motion vector due to movement of the imaging unit and a second motion vector due to rotation of the imaging unit by statistical calculation.
請求項1に記載のプログラムが記録されている記録媒体。 A recording medium in which the program according is recorded to claim 1 2.
JP2005294330A 2005-10-07 2005-10-07 Image processing apparatus, image processing method, program, and recording medium Expired - Fee Related JP4661514B2 (en)

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JP5364927B2 (en) * 2009-04-24 2013-12-11 京セラ株式会社 Motion compensation apparatus and method
JP5940392B2 (en) * 2012-06-28 2016-06-29 オリンパス株式会社 Blur correction apparatus and method
JP2017034587A (en) * 2015-08-05 2017-02-09 ソニー株式会社 Signal processing device and signal processing method
JP6455474B2 (en) * 2016-03-25 2019-01-23 カシオ計算機株式会社 Image processing apparatus, image processing method, and program
JP7143703B2 (en) * 2018-09-25 2022-09-29 トヨタ自動車株式会社 Image processing device

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