Speckle noise is a spurious and random spatial intensity variation caused by coherent interference of randomly phased waves arriving at an image plane. The randomness of the phases is caused by scattering of the illuminating beam. Examples of systems affected by speckle noise include optical coherence tomography (OCT), ultrasound imaging, low coherence interferometry, and synthetic aperture radar.
Speckle noise significantly limits the information content provided by coherent systems. Speckles greatly reduce the contrast between regions with small, intrinsic reflectance differences and limit the effective spatial resolution. For example, subtle changes in the scattering properties of tissue have been associated with transitions from normal to diseased states making speckle reduction critical in many medical applications.
Speckle noise is a stationary pattern that modulates and distorts the image. It is not removable by signal averaging over multiple samples. Spatial filtering within a single sample has been used previously but invariably has led to reduced resolution, contrast and dynamic range. Known spatial filtering methods include median filtering, phase-domain processing, frequency compounding, wavelet-based filtering, and I-divergence regularization.
Speckle noise in coherently generated images, i.e. images obtained through illumination by coherent waves. It appears as a time independent, spatial random modulation of the image. It cannot be easily removed by signal averaging or filtering without significant loss of spatial resolution. Previous solutions for reducing speckle noise include recording multiple images over a range of wavelengths, angles of illumination, or image positions. Other solutions include post processing of the image data using a variety of numerical techniques. These approaches generally cause either loss of spatial resolution, loss of contrast, or lead to high system complexity and cost.
It would be advantageous to provide speckle noise reduction in a manner that minimizes spatial resolution loss and contrast loss without significantly increasing system complexity and cost.
In one embodiment, a method for reducing speckle noise in a coherent imaging system includes applying a time varying phase gradient across a sample beam of the system to convert spatial distortion to temporal noise, recording a plurality of measurements of the sample beam, and averaging the plurality of measurements to reduce the temporal noise.
In another embodiment, an apparatus for reducing speckle noise in a coherent imaging system includes an optical element for applying a time varying phase gradient across a sample beam of the system to convert spatial distortion to temporal noise, a detector for recording a plurality of measurements of the sample beam, and circuitry for averaging the plurality of measurements to reduce the temporal noise.
In still another embodiment, a method for reducing speckle noise in a coherent imaging system includes acquiring a plurality of sample scans while modulating the numerical aperture of a sample beam, and concatenating the plurality of scans such that speckle noise is decorrelated from the adjacent scans. of the plurality of scans.
The foregoing aspects and other features of the presently disclosed embodiments are explained in the following description, taken in connection with the accompanying drawings, wherein:
Generally, the techniques and structures of the present embodiments may take advantage of the difference between random, phase-induced speckle noise and the reflectance-induced intensity changes caused by an imaged or measured object. Some of the disclosed embodiments generally operate to convert stationary patterns of spatial noise, also referred to as speckle noise, to a temporal noise which can be subsequently removed by multi-sample averaging. Other embodiments include reducing speckle noise by decorrelation of the speckle pattern while leaving the image pattern unaffected. Decorrelation may be accomplished by modulating the numerical aperture of a sample illuminating or a sample reflected beam or both. The resulting temporal noise may then be filtered or averaged to reduce speckle noise. In other embodiments, modulating a numerical aperture may generally randomize the effect of speckle from one axial scan to another across an image. The disclosed embodiments include techniques and structures for reducing speckle noise by application of a time varying phase gradient across a beam of an optical system. The spatial phase modulation makes the phase relations between the different parts of the beam time dependent, thus converting the spatial distortion to temporal noise. Averaging over multiple samples results in an advantageous reduction in speckle noise. The phase gradient can be added to the illuminating beam, be it electromagnetic or acoustic in nature, before it scatters off the object (object plane averaging), after scattering (image plane averaging) or both. Non-limiting exemplary applications of the disclosed embodiments include coherent non-interferometric imaging systems, free space interferometric systems, fiber-based interferometric systems, and other coherent imaging and measurement systems.
A transparent wedge 135, shown in this embodiment in an image side of system 100, may generate a phase gradient within reflected sample beam 120. Transparent wedge 135 may be rotated about an axis A of imaging beam 120, resulting in the speckle noise pattern moving across image plane 130, thus converting the stationary speckle noise pattern to temporal noise. Frames of image plane 130 may be captured by camera 140. Frame averaging performed by camera 140 or by another device may remove the temporal noise without affecting image resolution.
For speckle reduction, a rotating element 285 in the combined beam 265 adds a phase gradient to the combined beam. The rotating element 285 may be rotated around an axis 287 of combined beam 265 by any suitable mechanism, including for example, a motor, mechanical drive, electrical drive, magnetic drive, or any other suitable mechanism for rotating the wedge 285. Rotation of the element 285 causes a time dependent modulation of the phase, effectively converting the stationary image distortion in the form of speckle noise to a time dependent variation which can be filtered in the time or frequency domains by the receiver 280 or some other device. If the sample 255 is a random medium, for example, tissue, the focused spot spreads into an extended light distribution. The receiving fiber 275 then samples this distribution. In this embodiment, the rotating element 285 is shown as a transparent wedge. In other embodiments, the rotating element may include a rotating arbitrary index profile plate, or any other element suitable for providing a time varying phase gradient across a beam.
To maximize interference in the sample image forming beam 265 the profiles of the sample beam 230 and the reference beam 240 may be matched in the image plane 285 by using, for example, a matching lens 290 in the reference arm 245.
In this embodiment, a first rotating transparent wedge 355 in the sample beam 330 adds a phase gradient to the sample beam which is focused on sample 360 by lens 365. Back scattered light from sample 360, also referred to as a reflected sample beam 330, may be collected and collimated by lens 365 and passed back through first rotating wedge 355 to beam splitter 325 for combination with reference beam 340. The combined beam 370 may be directed toward a second rotating transparent wedge 375 which adds an additional phase gradient to the combined beam. The first and second rotating transparent wedges 355, 375 may be rotated around axes 358, 378, respectively, by any suitable mechanism, similar to rotating wedge 285. In addition, a relative phase of rotation of wedges 355, 375 may be controlled, for example, using a controller 380 to optimize speckle reduction. Similar to the embodiment of
While this embodiment utilizes rotating transparent wedges 355, 375, it should be understood that other elements suitable for providing a time varying phase gradient across a beam may also be used. For example, the disclosed embodiments may also include one or more rotating arbitrary index profile plates for providing the time varying phase gradient in place of one or both of the transparent wedges 355, 375.
Similar to the embodiment of
This embodiment includes a tilted parallel plate 455 interposed in the sample beam between the beam splitter 425 and the sample 460. The tilted parallel plate 455 may be oriented at an angle with respect to an axis 465 of the sample beam 430 and may rotate around axis 465. The tilted parallel plate 455 causes beam displacement but no angular deflection, and thus does not affect image resolution. Continuous rotation of the plate 455 allows for averaging over an area of sample 460.
Light back scattered from sample 460, referred to as a reflected sample beam 430 may be collected and collimated by lens 470 and directed to beam splitter 425 where the sample beam 430 and the reference beam 440 are combined. The combined beam 475, or sample image forming beam may be directed toward a rotating transparent wedge 480 which adds a phase gradient to the combined beam, similar to the embodiment of
The exemplary embodiments described with respect to
In
The sample arm 520 of this embodiment includes a movable focusing lens 535 positioned between a sample portion 540 of the fiber path and the sample 545. The focusing lens 535 may be transported along an axis 550 parallel to a sample illumination beam 555 emitted from the sample portion 540 by any suitable mechanism, including for example, a motor, mechanical drive, electrical drive, magnetic drive, or any other suitable mechanism for transporting the focusing lens 535 along the axis 550.
For a given position of the scanning mechanism 560, an axial distance at which the scattered light generates the OCT signal is independent of the axial position of focusing lens 535. However the light collected by the focusing lens 535 is focused back into the sample portion 540 of the fiber path. Moving the focusing lens 535 causes the focal plane 565 of the focusing lens to move and correspondingly causes movement of the speckle pattern generated in the focal plane by the coherent light beam. This movement of the speckle pattern may be detected by the receiver 510 and averaged in the time domain, or filtered in the frequency domain, to reduce the speckle noise in the signal. The averaging or filtering may be performed by the receiver 510 or by another suitable device.
The mechanism for generating the speckle motion is similar to motion utilized in holography, for example, where motion of a recording film changes the position of the bright and dark fringes.
In this embodiment, the sample arm 620 includes a collimating lens 635 and a movable focusing lens 640 positioned in the parallel sample illuminating beam 655 generated by the collimating lens 635. The movable focusing lens 640 is generally transported along an axis 650 parallel to beam 655 by any suitable mechanism, including for example, a motor, mechanical drive, electrical drive, magnetic drive, or any other suitable mechanism for transporting the focusing lens 640 along the axis 650. In this sample arm embodiment, movement of the focusing lens 640 corresponds to movement of the focusing lens focal plane 660, allowing for a more efficient speckle modulation.
In
It should be noted that the embodiment of
In
The rotating wedge 725, 825 of the embodiments of
Turning again to
The sample arm 920 includes a collimating lens 935 and a movable focusing lens 940 positioned in the parallel sample beam 955 generated by the collimating lens 935. The movable focusing lens 940 is generally transported along an axis 950 parallel to sample beam 955 by any suitable mechanism. A controller 665 may be used to control the operation of the OCT system 900 and in particular may control the light source 905, the receiver 910, the scanning mechanism 960 and the moving lens 940.
In this embodiment, the controller may cause a dithering of lens 940 which modulates the numerical aperture of the sample beam 955 by dithering the location of a focal point 970 of the lens 940. An OCT image is generally composed of concatenated a-scans. The controller 965 may control the light source 905, the receiver 910, the scanning mechanism 960 and the moving lens 940 so that a number of a-scans may be acquired at different positions while dithering lens 940. At each position of the lens 940 the speckle noise pattern may be different and thus decorrelated from the previous a-scan. The range of motion of the lens 940 may be selected to have a minimal effect on image resolution and on the sample arm length of the OCT system 900. For example, limiting the range of motion to approximately less than 10% of the focal length may have a negligible effect on image resolution and sample arm length. However, dithering the lens 940 may significantly change the speckle pattern which is caused by the randomness of wave phasing. Other lenses in the optical path may also be dithered
Multiple a-scans may be concatenated to generate a two dimensional image. The features of the imaged sample may generally be unaffected by the lens dither. On the other hand, the speckle noise is generally decorrelated (i.e. randomized) from one a-scan to its neighbor. For example, a bit map image of concatenated a-scans may be is displayed with a-scans separated by a distance less than a resolution perceivable by a human eye, the eye may average the speckle pattern so that it appears as a uniform background, for example, having a gray color.
In this embodiment, the sample arm 1020 includes a collimating lens 1035 and a lens 1040 with an adjustable focal length, positioned in the parallel sample beam 1055 generated by the collimating lens 1035. The focal length of lens 1040 may be adjustable by any suitable mechanism. For example, lens 1040 may be constructed with a liquid core within a flexible envelope. Pressure applied to the envelope may change the lens shape and modify the focal length. Alternatively, the focal length can be changed by changing the refractive index of the lens material, for example by applying an acoustic wave to the lens to generate a pressure pattern within the lens that modifies the refractive index of the lens.
Controller 1065 may control the operation of the OCT system 1000 similar to the embodiment shown in
Thus, the disclosed embodiments generally operate to convert the stationary patterns of speckle noise to temporal noise which may then be removed by averaging, filtering, etc. In other embodiments, speckle noise reduction may be accomplished by decorrelating the speckle noise across a plurality of scans. Exemplary embodiments include coherent non-interferometric systems and free space and fiber based OCT systems.
It should be understood that the foregoing description is only illustrative of the present embodiments. Various alternatives and modifications can be devised by those skilled in the art without departing from the embodiments disclosed herein. Accordingly, the embodiments are intended to embrace all such alternatives, modifications and variances which fall within the scope of the appended claims.
This application claims the benefit of U.S. Provisional Application No. 60/889,625 filed 13 Feb. 2007, which is incorporated by reference herein in its entirety.
Number | Date | Country | |
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60889625 | Feb 2007 | US |