The present disclosure relates to a method of estimating an optical physical property value distribution, a computer-readable recording medium, and an optical physical property value distribution estimating apparatus.
A method using reflectance diffuse optical tomography has been known as a method of non-invasively estimating a distribution of optical physical property values in living tissue (for example, refer to Japanese National Publication of International Patent Application No. 2005-513491, International Publication Pamphlet No. WO 2002/069792 and Japanese Laid-open Patent Publication No. 2006-200943). In this method, first of all, light is applied to a measurement subject and backscattering light from the measurement subject is received, thereby acquiring measured values of the backscattering light.
An optical physical property value distribution in the measurement subject is speculated on, numerical value calculation is performed using a light propagation model, and backscattering light caused by the measurement subject is calculated as a predicted value. Specifically, a subject measurement model is sectioned into meshes (or voxels) and a scattering coefficient and an absorption coefficient are set as parameters for each of the meshes and propagation of light in the measurement subject is calculated by an optical transport equation or an optical diffusion equation. A measured value and the predicted value are compared with each other and it is determined whether a degree of concordance is at or above a given value. When the degree of concordance is under the given value, an optical physical property value distribution in the measurement subject is speculated on again and a predicted value is calculated, and this calculation is repeated until the degree of concordance is at or above the given value. The repeated calculation is also referred to as inverse analysis arithmetic operation. Setting an error function from the difference between the measured value and the predicted value enables evaluation of the degree of concordance. Speculating on an optical physical property value distribution in the measurement subject again such that the error function decreases enables reduction in difference between the measured value and the predicted value. Known various optimization algorithms are applicable to the inverse analysis arithmetic operation mentioned above.
Japanese National Publication of International Patent Application No. 2005-513491 discloses that applying illumination obliquely to a measurement subject and receiving backscattering light from the measurement subject in an oblique direction opposed to the illuminating direction enables accurate estimation of an optical physical property value distribution in a shallow layer of the measurement subject.
International Publication Pamphlet No. WO 2002/069792 discloses that measurement in a plurality of illuminating directions and a plurality of light receiving directions enables more accurate estimation of an optical physical property value distribution in a shallow layer of the measurement subject.
Japanese Laid-open Patent Publication No. 2006-200943 discloses that backscattering light of light having reached a deep layer of a living body scatters for a large number of times and thus is isotropic. In other words, the light intensity of backscattering light of light having reached a deep layer of a living body has low dependence on angle. On the other hand, it is disclosed that there is a tendency that, the deeper a layer light reaches is, the larger a phase shift that is TOF (Time Of Flight) information of the backscattering light from the measurement subject is and thus it is possible to accurately estimate an optical physical property value distribution in a deep layer of the measurement subject using the TOF information.
In some embodiments, provided is a method of estimating an optical physical property value distribution that is performed by an optical physical property value distribution estimating apparatus configured to estimate an optical physical property value distribution in a measurement subject. The method includes: first estimating including reading a first measured value obtained by measuring isotropic backscattering light of light that is applied to the measurement subject, from a storage and estimating a first optical physical property value distribution that is an optical physical property value distribution in the measurement subject, by an inverse analysis arithmetic operation; and second estimating including reading a second measured value obtained by measuring more anisotropic backscattering light of light that is applied to the measurement subject than the backscattering light corresponding to the first measured value, from a storage and estimating a second optical physical property value distribution that is an optical physical property value distribution in the measurement subject, by an inverse analysis arithmetic operation using at least part of the first optical physical property value distribution as an initial value.
In some embodiments, provided is a method of estimating an optical physical property value distribution that is performed by an optical physical property value distribution estimating apparatus configured to estimate an optical physical property value distribution in a measurement subject. The method includes: first estimating including reading a first measured value obtained by measuring backscattering light of light that is applied to the measurement subject, from a storage and estimating a first optical physical property value distribution that is an optical physical property value distribution in a first area containing an area on which it is supposed that an optical energy loss in the measurement subject is large, by an inverse analysis arithmetic operation; and second estimating including reading a second measured value obtained by measuring backscattering light of light that is applied to the measurement subject, from a storage and estimating a second optical physical property value distribution that is an optical physical property value distribution in a second area on which it is supposed that a loss of optical energy is smaller than the optical energy loss in the first area in the measurement subject, by an inverse analysis arithmetic operation using at least part of the first optical physical property value distribution as an initial value.
In some embodiments, provided is a method of estimating an optical physical property value distribution that is performed by an optical physical property value distribution estimating apparatus configured to estimate an optical physical property value distribution in a measurement subject. The method includes: first estimating including reading a first measured value obtained by measuring backscattering light of light that is applied to a first area in the measurement subject, from a storage and estimating a first optical physical property value distribution that is an optical physical property value distribution in the measurement subject, by an inverse analysis arithmetic operation; and second estimating including reading a second measured value obtained by measuring backscattering light of light that is applied to a second area contained in the first area from a storage and estimating a second optical physical property value distribution that is an optical physical property value distribution of a layer shallower than a layer corresponding to the first physical property value distribution in the measurement subject, by an inverse analysis arithmetic operation using at least part of the first optical physical property value distribution as an initial value.
In some embodiments, provided is a non-transitory computer-readable recording medium with an executable program stored thereon. The program causes an optical physical property value distribution estimating apparatus configured to estimate an optical physical property value distribution in a measurement subject to execute: first estimating including reading a first measured value obtained by measuring isotropic backscattering light of light that is applied to the measurement subject, from a storage and estimating a first optical physical property value distribution that is an optical physical property value distribution in the measurement subject, by an inverse analysis arithmetic operation; and second estimating including reading a second measured value obtained by measuring more anisotropic backscattering light of light that is applied to the measurement subject than the backscattering light corresponding to the first measured value, from a storage and estimating a second optical physical property value distribution that is an optical physical property value distribution of a layer shallower than a layer corresponding to the first optical physical property value distribution in the measurement subject, by an inverse analysis arithmetic operation using at least part of the first optical physical property value distribution as an initial value.
In some embodiments, provided is an optical physical property value distribution estimating apparatus configured to estimate an optical physical property value distribution in a measurement subject. The apparatus includes an inverse analysis arithmetic circuit configured to read a first measured value obtained by measuring isotropic backscattering light of light that is applied to the measurement subject, from a storage and estimate a first optical physical property value distribution that is an optical physical property value distribution in the measurement subject, by an inverse analysis arithmetic operation, and read a second measured value obtained by measuring more anisotropic backscattering light of light that is applied to the measurement subject than the backscattering light corresponding to the first measured value, from a storage and estimate a second optical physical property value distribution that is an optical physical property value distribution of a layer shallower than a layer corresponding to the first optical physical property value distribution in the measurement subject, by an inverse analysis arithmetic operation using at least part of the first optical physical property value distribution as an initial value.
The above and other features, advantages and technical and industrial significance of this disclosure will be better understood by reading the following detailed description of presently preferred embodiments of the disclosure, when considered in connection with the accompanying drawings.
Embodiments of a method of estimating an optical physical property value distribution, a program for estimating an optical physical property value distribution, and an optical physical property value distribution estimating apparatus will be described. The embodiments do not limit the disclosure. The following embodiments will be described by exemplifying a method of estimating an optical physical property value distribution to estimate an optical physical property value distribution using TOF information and a light intensity angular distribution as a measured value. The disclosure is also applicable to a method of estimating an optical physical property value distribution using another measured value.
As for illustration in the drawings, like or corresponding components are denoted with like reference numerals as appropriate. It should be noted that the drawings are schematic and thus the relationship in size among components, the ratio among components, etc., can differ from actual ones. The drawings may also contain parts whose mutual relationship in size or ratio differ among the drawings.
The TOF sensor unit 10 includes an illuminator 11 that applies light whose light intensity is modulated periodically to the measurement subject; and a light receiver that receives backscattering light of the applied light in the measurement subject.
The illuminator 11 includes, for example, a light source that is a light emitting diode (LED) and applies light of a wavelength of 850 nm. The illuminator 11 applies light whose light intensity is modulated to a sine wave of 30 MHz according to control performed by the processing device 30. Note that modulation of intensity of light applied from the light source may lead to pulsed light or a square wave. The wavelength of light applied from the illuminator 11 is not particularly limited, and the wavelength may be variable or light with a wide wavelength band may be used. The light applied from the light source may be applied to the measurement subject 2 via a diffusing lens, a condenser lens, an optical fiber, etc.
A light receiver 12 includes a photodetector that is a CMOS (Complementary Metal Oxide Semiconductor) TOF sensor chip. The photodetector converts the received light to an electric signal by photoelectric conversion. Note that the photodetector may be a CCD (Charge Coupled Devices) TOF sensor chip. The photodetector may receive the backscattering light in the measurement subject 2 via a condenser lens, a wavelength filter that transmits only light of a given wavelength, etc.
The angular distribution measuring device 20 includes an angular distribution measurement illuminating unit 20A and an angular distribution measurement light receiving unit 20B. The angular distribution measurement illuminating unit 20A includes an illuminator 21 and applies light to the measurement subject 2 at a variable angle. The angular distribution measurement light receiving unit 20B includes a light receiver 22 and receives the backscattering light of the applied light in the measurement subject 2 at a variable angle.
The illuminator 21 has, for example, a light source that is an LED and applies light of a wavelength of 850 nm. The wavelength of light that is applied from the illuminator 21 is not particularly limited and may be variable or light having a wide wavelength band may be used. The light applied from the light source may be applied to the measurement subject 2 via a diffusing lens, a condenser lens, an optical fiber, etc. As the illuminator 11 does, the illuminator 21 may apply light whose light intensity is modulated periodically.
The light receiver 22 may have the same configuration as that of the light receiver 12 or may differ from the light receiver 12 in configuration and sensitivity.
The processing device 30 includes a controller 31, a TOF measuring unit 32, an angular distribution measuring unit 33, an inverse analysis arithmetic unit 34, an image generator 35, and a storage 36.
The controller 31 is achieved using a central processing unit (CPU), or the like. The controller 31 controls processing operations of each unit of the processing device 30. The controller 31 transfers instruction information and data to each component of the processing device 30, thereby controlling operations of the processing device 30. The controller 31 performs control such that operations of the illuminator 11 and the light receiver 12 and operations of the illuminator 21 and the light receiver 22 synchronize with each other.
The TOF measuring unit 32 measures, as a first measured value obtained by measuring isotropic backscattering light of the light applied to the measurement subject 2, TOF information that is information on a phase shifts in intensity modulation each between the light applied from the illuminator 11 and the light received by the light receiver 12. Specifically, a phase of light that is applied by the illuminator 11 is received from the controller 31, a phase of received light is received from the light receiver 12, and a phase shift φ is calculated by comparing the acquired phases. The calculated TOF information is stored in the storage 36. The first measured value may be values measured using at least any one of a photoacoustic phenomenon and a cross Nicol method.
The angular distribution measuring unit 33 measures, as a second measured value obtained by measuring more anisotropic backscattering light of light that is applied to the measurement subject 2 than the backscattering light corresponding to the first measured value, an angular distribution of light intensity of backscattering light corresponding to light that is applied from the illuminator 21. Specifically, under the control of the controller 31, an angle θ2 at which the light receiver 22 receives light is changed with respect to light that is applied at an angle θ1 from the illuminator 21 and then a light intensity is detected. Furthermore, the angle θ1 of illumination from the illuminator 21 is changed, the angle θ2 at which the light receiver 22 receives light is changed similarly, and measurement is repeated. The measured light intensity angular distribution is stored in the storage 36. Only any one of the angle θ1 and the angle θ2 may be changed. Furthermore, any one of the angle θ1 and the angle θ2 may be an acute angle (larger than 0° and smaller than 90°) and the other angle may be 90°. The second measured value may be values that are measured using at least any one of OCT (Optical Coherence Tomography) an open Nicol method. The cross Nicol enables measurement of light of multiple scattering in the measurement subject 2, and the open Nicol enables measurement of light of multiple scattering in the measurement subject 2 and light that reflects or scatters (single scattering) on the surface of the measurement subject 2. Accordingly, the second measured value may be a value measured using both the cross Nicol method and the open Nichol method.
The inverse analysis arithmetic unit 34 reads the TOF information that is measured by the TOF measuring unit 32 from the storage 36 and estimates a first optical physical property value distribution that is an optical physical property value distribution in the measurement subject 2 by an inverse analysis arithmetic operation. The inverse analysis arithmetic unit 34 further reads the light intensity angular distribution of backscattering light that is measured by the angular distribution measuring unit 33 from the storage 36 and estimates a second optical physical property value distribution that is an optical physical property value distribution of the shallower layer than that of the first optical physical property value distribution in the measurement subject 2 by an inverse analysis arithmetic operation using at least part of the first optical physical property value distribution as an initial value. The inverse analysis arithmetic unit 34 may cause a CPU that is provided in the optical physical property value distribution estimating apparatus 1, or the like, to perform the arithmetic operation. Alternatively, the inverse analysis arithmetic unit 34 may cause a CPU that is provided outside the optical physical property value distribution estimating apparatus 1, or the like, to perform the inverse analysis operation.
The first optical physical property value distribution and the second optical physical property value distribution are, for example, scattering coefficient distributions. The first optical physical property value distribution and the second optical physical property value distribution may be absorbing confident distributions, scattering anisotropy distributions, or the like.
Light diffuses in a process of propagation of light in living tissue (a scattering absorber) and accordingly optical energy gets lost because of the scattering and absorption. When light propagation is anisotropic (non-diffusive), an effective light propagation distance in the living tissue is relatively short and thus an optical energy loss is relatively small. On the other hand, when light propagation is isotropic (diffusive), an effective light propagation distance in the living tissue is relatively long and thus an optical energy loss is relatively large. Thus, a first optical physical property value distribution that is an optical physical property value distribution in a first area (the shallow layer and the deep layer) containing an area (the deep layer) on which it is supposed that an optical energy loss in the measurement subject 2 is large is estimated using the first measured value that is acquired by the TOF measuring unit 32 and a second optical physical property value distribution that is an optical physical property value distribution in a second area (the shallow layer) where it is supposed that an optical energy loss is smaller than that in the first area in the measurement subject 2 is estimated using the second measured value that is acquired by the angular distribution measuring unit 33.
The image generator 35 generates an image signal based on the optical properties that are calculated by the inverse analysis arithmetic unit 34 by performing an arithmetic operation and outputs the image signal. Specifically, the image generator 35 generates an image signal obtained by changing the density, color, contrast, etc., according to the value of optical properties per pixel that is calculated by the inverse analysis arithmetic unit 34 by performing an arithmetic operation. The image generator 35 may generate an image signal obtained by superimposing an image obtained by changing the color, etc., according to the value of optical properties on 2D and 3D images captured by various cameras and an ultrasound image, etc. The image generator 35 may generate an image in which the inverse analysis arithmetic unit 34 represents optical properties by numerical values or a graph by an arithmetic operation.
The storage 36 stores various programs for causing the optical physical property value distribution estimating apparatus 1 and data containing various parameters necessary for operations of the optical physical property value distribution estimating apparatus 1, etc. The storage 36 stores the first measured value based on the result of measuring by the TOF measuring unit 32 and stores the second measured value based on the result of measuring by the angular distribution measuring unit 33.
The storage 36 stores various programs including an operation program for executing an operation method for the optical physical property value distribution estimating apparatus 1. The operation program is also recordable in a computer-readable recording medium, such as a hard disk, a flash memory, a CD-ROM, a DVD-ROM or a flexible disk, and is widely distributable. By downloading the above-described various programs via a communication network, it is possible to acquire the various programs. The communication network herein is achieved with, for example, an existing public network, a local area network (LAN), a wide area network (WAN), or the like, and it does not matter whether the communication network is wired or wireless.
The storage 36 having the above-described configuration is achieved using a read only memory (ROM) in which the various programs are installed in advance, a random access memory (RAM) that stores arithmetic parameters and data for each set of processing, or the like.
The input device 40 is achieved using operational devices, such as a mouse, a keyboard, a touch panel, etc. The input device 40 receives input of various types of instruction information of the optical physical property value distribution estimating apparatus 1 and outputs the various types of instruction information to the controller 31.
The display device 50 is configured using a display using liquid crystals or organic electro luminescence (EL). The display device 50 displays an image based on the image signal that is output by the image generator 35.
Operations of the optical physical property value distribution estimating apparatus 1 will be described.
The TOF measuring unit 32 of the processing device 30 measures TOF information that is information on a phase shift φ of intensity modulation between the light applied from the illuminator 11 and the light received by the light receiver 12 (step S3).
The inverse analysis arithmetic unit 34 estimates a first optical physical property value distribution in the measurement subject 2 by an inverse analysis arithmetic operation based on the TOF information (step S4: first estimating).
Light is then applied from the illuminator 21 of the angular distribution measurement illuminating unit 20A to the measurement subject 2 at a given light application angle (step S5). The light receiver 22 of the angular distribution measurement light receiving unit 20B then receives backscattering light from the measurement subject 2 at a given light receiving angle (step S6).
The controller 31 then determines whether measurement at all light receiving angles has ended (step S7). When the controller 31 determines that measurement at all the light receiving angles has not ended (NO at step S7), the angle at which the light receiver 22 receives light is changed under the control of the controller 31 (step S8) and measuring at steps S5 and S6 is repeatedly performed.
On the other hand, when the controller 31 determines that measuring at all the light receiving angles has ended (YES at step S7), the controller 31 determines whether measuring at all light application angles has ended (step S9). When the controller 31 determines that measuring at all the light application angles has not ended (NO at step S9), the angle at which the illuminator 21 applies light is changed under the control of the controller 31 (step S10) and measuring at steps S5 to S7 is performed repeatedly.
On the other hand, when the controller 31 determines that measuring at all the light application angles has ended (YES at step S9), the angular distribution measuring unit 33 of the processing device 30 measures an angular distribution of light intensities of backscattering light corresponding to the light applied from the illuminator 21 (step S11).
Based on the light intensity angular distribution of backscattering light that is measured by the angular distribution measuring unit 33, the inverse analysis arithmetic unit 34 estimates a second optical physical property value distribution that is an optical physical value distribution in a shallower layer than that of the first optical physical value distribution in the measurement subject 2 by an inverse analysis arithmetic operation using the first optical physical property values as an initial value (step S12: second estimating).
In the above-described flowchart, the example where measuring at steps S1 to S3 is performed, the arithmetic operation at step S4 is performed, measuring at steps S5 to S11 is performed, and the arithmetic operation at step S12 is performed has been described; however, embodiments are not limited thereto. For example, measuring at steps S1 to S3 and measuring at steps S5 to S11 may be performed sequentially or in parallel and then the arithmetic operation at step S4 and the arithmetic operation at step S12 may be performed.
As described above, first of all, the optical physical property value distribution estimating apparatus 1 estimates the first optical physical property value distribution in the measurement subject 2 by performing the inverse analysis arithmetic operation based on the TOF information. Based on the optical physical property value distribution, the inverse analysis arithmetic unit 34 then estimates the second optical physical property value distribution that is optical physical property values in the shallow layer by performing the inverse analysis arithmetic operation using the first optical physical property value distribution as the initial value.
Why optical physical property values are estimated using the isotropic backscattering light from the deep layer (backscattering light in the direction orthogonal to the measurement subject 2) will be described. It is assumable that components propagated by light in the shallow layer consist of components that are directly propagated by light from the illuminating light and components that are indirectly propagated by re-illuminating the shallow layer with the return light resulting from backscattering of the light having reached the deep layer. For this reason, in order to accurately estimate optical physical property values in the shallow layer area, it is necessary to roughly know the intensity of the backscattering light from the deep layer area.
When scattering or absorption in the deep layer area is relatively greater than that in the shallow layer area, or when the deep layer area is thicker than the shallow layer area (such as digestive organ tissue), it is assumable that the components propagated by light in the deep layer are more affected by the optical physical value property value distribution in the deep layer area than in the shallow layer area.
For this reason, it is preferable that the optical physical property values of the deep layer with sluggish change in physical property value. Accordingly, in the optical physical property value distribution estimating apparatus 1, first of all, the first optical physical property values in a wide area from a shallow layer to a deep layer are estimated according to the TOF information.
Why the TOF information is used to estimate the optical physical property values of the deep layer and why the light intensity angular distribution is used to estimate the optical physical property values of the shallow area will be described. The number of times of scattering of the backscattering light having returned to the surface layer from the shallow layer area is small and thus information on the light propagation path and the light path length remains in the information on the light intensity angular distribution. On the other hand, the number of times of scattering of the backscattering light having reached the deep layer area and having returned to the surface layer is large and thus the light intensity angular distribution is isotropic and the information on the light propagation path and the light path length is lost. On the other hand, the information on the light propagation path and the light path length remains in the TOF information. Thus, it is preferable that the TOF information be used to estimate the optical physical property value distribution in the deep layer area and the angular distribution information on the backscattering light be used to estimate the optical physical property value distribution in the shallow layer area. Note that known various methods may be used to detect backscattering light from the shallow layer area and the deep layer area.
A scattering coefficient distribution of the measurement subject 2 is estimated by an inverse analysis arithmetic operation using the measured value in
In this state, a predicted value is estimated according to a known optical transport equation and a PCO (optimization using a partial differential equation as a constraint) algorithm (for example, refer to Academic Literature “Optical tomography as a PDE-constrained optimization problem” Inverse Problems 21 (2005) 1507-1530). Note that the method of estimating an optical physical property value distribution is not particularly limited. For example, an optical physical property value distribution may be estimated using a diffusion equation instead of the optical transport equation. For example, an optical physical property value distribution may be speculated on, numerical value calculation may be performed in advance using a light propagation model, the optical physical property value distribution and its corresponding calculated values of backscattering light may be put as a lookup table, and then an optical physical property value distribution may be estimated using an algorithm, such as simulated annealing, or the like.
Using measured values in
When measuring a light intensity angular distribution, in the case where an approximate equivalent scattering coefficient μs′rough of the first layer of the measurement subject 2 is known from a literature, or the like, it suffices if the a light application angle and a light receiving angle be set such that light reaches the first layer sufficiently.
In the above-described embodiment, the configuration in which the TOF measuring unit 32 calculates a phase shift of intensity modulation between the light applied from the illuminator 11 and the light received by the light receiver 12 has been described; however, the configuration is not limited thereto. For example, when pulse light is applied from the illuminator 11 that is a pulse laser and the light receiver 12 that is a streak camera detects a time-resolved waveform of backscattering light in the measurement subject 2, the TOF measuring unit 32 may calculate, as TOF information, a time lag of light that is received by the light receiver 12 behind the pulse light that is applied from the illuminator.
According to the disclosure, it is possible to achieve a method of estimating an optical physical property value distribution, a computer-readable recording medium, and an optical physical property value distribution estimating apparatus that enable accurate estimation of an optical physical value distribution over a wide area from a shallow layer to a deep layer in living tissue.
The above and other features, advantages and technical and industrial significance of this disclosure will be better understood by reading the following detailed description of presently preferred embodiments of the disclosure, when considered in connection with the accompanying drawings.
This application is a continuation of International Application No. PCT/JP2017/014869, filed on Apr. 11, 2017, the entire contents of which are incorporated herein by reference.
Number | Date | Country | |
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Parent | PCT/JP2017/014869 | Apr 2017 | US |
Child | 16594166 | US |