Comparison of passive ranging integral imaging and active imaging digital holography for three-dimensional object recognition.

We present an overview of three-dimensional (3D) object recognition techniques that use active sensing by interferometric imaging (digital holography) and passive sensing by integral imaging. We describe how each technique can be used to retrieve the depth information of a 3D scene and how this information can then be used for 3D object recognition. We explore various algorithms for 3D recognition such as nonlinear correlation and target distortion tolerance. We also provide a comparison of the advantages and disadvantages of the two techniques.

[1]  Takanori Okoshi.  Three-Dimensional Imaging Techniques , 1976 .

[2]  Bahram Javidi,et al.  Image Recognition and Classification: Algorithms, Systems, and Applications , 2002 .

[3]  Demetri Psaltis,et al.  Real-time vehicle navigation using a holographic memory , 1997 .

[4]  Sung-Wook Min,et al.  New stereovision scheme using a camera and a lens array , 2001, Optics + Photonics.

[5]  I. Yamaguchi,et al.  Phase-shifting digital holography. , 1997, Optics letters.

[6]  Philippe Réfrégier,et al.  DECISION THEORY APPROACH TO NONLINEAR JOINT-TRANSFORM CORRELATION , 1998 .

[7]  J Rosen,et al.  Three-dimensional joint transform correlator. , 1998, Applied optics.

[8]  Abhijit Mahalanobis,et al.  Ladar automatic target recognition using correlation filters , 1999, Defense, Security, and Sensing.

[9]  Philippe Réfrégier,et al.  Target segmentation in active polarimetric images by use of statistical active contours. , 2002, Applied optics.

[10]  B. Javidi.  Nonlinear joint power spectrum based optical correlation. , 1989, Applied optics.

[11]  B Javidi,et al.  Shift-invariant three-dimensional object recognition by means of digital holography. , 2001, Applied optics.

[12]  F. Okano,et al.  Three-dimensional video system based on integral photography , 1999 .

[13]  Abhijit Mahalanobis.  Automatic target recognition using correlation filters , 1995, Defense, Security, and Sensing.

[14]  Bahram Javidi,et al.  Digital three-dimensional image correlation by use of computer-reconstructed integral imaging. , 2002, Applied optics.

[15]  Levent Onural,et al.  DIGITAL DECODING OF IN-LINE HOLOGRAMS , 1987 .

[16]  B. Javidi,et al.  Integral three-dimensional imaging with digital reconstruction. , 2001, Optics letters.

[17]  Jaime Meneses,et al.  Object recognition using three-dimensional correlation of range images , 2000 .

[18]  B Javidi,et al.  Distortion-tolerant three-dimensional object recognition with digital holography. , 2001, Applied optics.

[19]  Bahram Javidi,et al.  Distortion-invariant pattern recognition with Fourier-plane nonlinear filters. , 1996, Applied optics.

[20]  Abhijit Mahalanobis,et al.  System-level evaluation of ladar ATR using correlation filters , 2000, SPIE Defense + Commercial Sensing.

[21]  B Javidi,et al.  Real-time three-dimensional object recognition with multiple perspectives imaging. , 2001, Applied optics.

[22]  A. VanderLugt,et al.  Optical Signal Processing , 1990 .

[23]  D Casasent,et al.  Unified synthetic discriminant function computational formulation. , 1984, Applied optics.

[24]  B Javidi,et al.  Three-dimensional object recognition by use of digital holography. , 2000, Optics letters.

[25]  B Javidi,et al.  Neural network for three-dimensional object recognition based on digital holography. , 2001, Optics letters.

[26]  J García,et al.  Three-dimensional object recognition by fourier transform profilometry. , 1999, Applied optics.

[27]  Abhijit Mahalanobis,et al.  Review of correlation filters and their application for scene matching , 1996, Optics + Photonics.

[28]  U. Schnars,et al.  Direct recording of holograms by a CCD target and numerical reconstruction. , 1994, Applied optics.

[29]  Bahram Javidi,et al.  Optimum distortion-invariant filter for detecting a noisy distorted target in nonoverlapping background noise , 1995 .

[30]  B. Javidi,et al.  Three-dimensional synthetic aperture integral imaging. , 2002, Optics letters.