The retinal fundus of an eye may be conventionally imaged using a conventional digital camera. Present techniques for imaging the retina fundus would benefit from improvement.
Some aspects of the present disclosure relate to a method comprising imaging and/or measuring the retinal fundus of a subject using an apparatus comprising at least two of a white light imaging device, a fluorescence imaging device, and an optical coherence tomography device and identifying the subject based on the image and/or measurement.
Some aspects of the present disclosure relate to a method comprising imaging and/or measuring the retinal fundus of a subject using an apparatus comprising at least two imaging and/or measuring devices selected from a group comprising a white light imaging device, a fluorescence imaging device, and an optical coherence tomography device and obtaining a security access for the subject based on the image and/or measurement.
Some aspects of the present disclosure relate to a method comprising imaging and/or measuring the retinal fundus of a subject using an apparatus comprising at least two imaging and/or measuring devices selected from a group comprising a white light imaging device, a fluorescence imaging device, and an optical coherence tomography device and diagnosing a medical condition of the subject based on the image and/or measurement.
Some aspects of the present disclosure relate to a method comprising imaging and/or measuring the retinal fundus of a person using fluorescence lifetime imaging and/or optical coherence tomography imaging and identifying the person and/or obtaining a security access for the person and/or determining a health status of the person and/or diagnosing a medical condition of the person, based on the image and/or measurement.
The foregoing summary is not intended to be limiting. Moreover, various aspects of the present disclosure may be implemented alone or in combination.
The accompanying drawings are not intended to be drawn to scale. In the drawings, each identical or nearly identical component that is illustrated in various figures is represented by a like numeral. For purposes of clarity, not every component may be labeled in every drawing. In the drawings:
Aspects of the present disclosure provide improved techniques for imaging a subject's retina fundus. Some aspects relate to an imaging apparatus that may be substantially binocular shaped and/or may house multiple imaging devices configured to provide multiple corresponding modes of imaging the subject's retina fundus. Some aspects relate to techniques for imaging a subject's eye using white light, fluorescence, infrared (IR), optical coherence tomography (OCT), and/or other imaging modalities that may be employed by a single imaging apparatus. Some aspects relate to improvements in white light, fluorescence, IR, OCT, and/or other imaging technologies that may be employed alone or in combination with other techniques. Some aspects relate to multi-modal imaging techniques that enable determination of a subject's health status. Imaging apparatuses and techniques described herein provide medical grade imaging quality and may be produced or conducted at low cost, thus increasing access to medical grade imaging.
The inventors have recognized and appreciated that a person's eyes provide a window into the body that may be used to not only to determine whether the person has an ocular disease, but to determine the general health of the person. However, conventional systems of imaging the fundus only provide superficial information about the subject's eye and cannot provide sufficient information to diagnose certain diseases. Accordingly, in some embodiments, multiple modes of imaging are used to more fully image the fundus of a subject. For example, two or more techniques may be used to simultaneously image the fundus. In some embodiments, the techniques of optical imaging, fluorescent imaging, and optical coherence tomography may be used to provide multimodal imaging of the fundus. The inventors have recognized that by using multimodal imaging, as compared to conventional two-dimensional imaging, a greater amount of information may be obtained about the fundus than that may be used to determine the health of the subject. In some embodiments, two or more of two-dimensional optical imaging, optical coherence tomography (OCT), fluorescent spectral imaging, and fluorescent lifetime imaging (FLIM) may be used to provide multidimensional images of the fundus. By way of example, a device that jointly uses two-dimensional optical imaging, optical coherence tomography (OCT), fluorescent spectral imaging, and fluorescent lifetime imaging (FLIM) provides five-dimensional imaging of the fundus.
The inventors have recognized and appreciated that the limits of conventional two-dimensional optical imaging of the fundus may be overcome by providing one or more of the aforementioned additional modes of imaging. For example, OCT provides information about characteristics of the fundus that lie below the surface of the fundus. This information is not accessible by conventional imaging techniques. Similarly, fluorescent imaging (using spectral and/or lifetime discrimination) provides information about the molecular consistency of the fundus and/or the presence or absence of biomarkers (if being used) that are not possible to distinguish using conventional optical imaging or OCT.
The inventors have recognized and appreciated that these extra dimensions of information contain additional information that may be used by a specialist and/or machine learning techniques to diagnose a wide range of diseases that are not limited to ocular health, but include the general health of the subject. Accordingly, some embodiments are directed to a real-time universal diagnostic apparatus that is capable of determining, for example, ophthalmological health, vitals, presence of an infection, cardiovascular health, inflammation, and/or neurological health, as well as the health status of an individual including a person's propensity to contract certain health conditions. By way of example, 34% of cardiovascular disease can be effectively treated by identifying at risk patients at an early stage. Childhood blindness can be diagnosed and prevented by screening premature babies for glaucoma and other ocular diseases. The inventors have recognized that diagnostic tools, such as the apparatus described in some embodiments, provide non-invasive techniques for determining whether a subject has a condition or is predisposed to such a condition.
The inventors have further recognized and appreciated that making the device portable, handheld, and affordable would have the greatest impact on global health. Countries or regions that cannot afford specialized facilities for diagnosing certain diseases and/or do not have the medical specialists to analyze data from imaging tests are often left behind to the detriment of the overall health of the population. A portable device that may be brought to any low-income community allowing greater access to important healthcare diagnostics. Accordingly, some embodiments are directed to an apparatus that includes multiple modes of imaging the fundus within a housing that is portable and, in some examples, handheld. In some embodiments, the apparatus has a binocular form factor such that a subject may hold the apparatus up to the eyes for fundus imaging. In some embodiments, one or more of the modes of imaging may share optical components to make the apparatus more compact, efficient, and cost effective. For example, an optical imaging device and the fluorescent imaging device may be housed in a first half of the binocular housing of the apparatus and the OCT device may be housed in the second half of the binocular housing. Using such an apparatus, both eyes of the subject may be imaged simultaneously using the different devices. For example, the subject's left eye may be imaged using the optical imaging device and/or the fluorescent imaging device while the subject's right eye is imaged using the OCT device. After the initial imaging is complete, the subject can reverse the orientation of the binocular apparatus such that each eye is then measured with the devices disposed in the other half of the binocular housing, e.g., the left eye is imaged using the OCT device and the right eye is imaged using the optical imaging device and/or the fluorescent imaging device. To ensure the apparatus can operate in both orientations, the front surface of the apparatus that is placed near the subject's eyes may be substantially symmetric. Additionally or alternatively, the two halves of the apparatus's housing may be connected by a hinge that allows the two halves to be adjusted to be either orientation.
The inventors have further recognized and appreciated that providing the apparatus with an interface to a deep learning system to enable the system to learn and become smarter, allows ease of use by non-professionals. In low-income communities, access to specialists that are able to operate complex apparatuses and/or analyze the resulting images acquired by such equipment is limited. In addition, the apparatus may communicate in either direction with a smart device (e.g., cellular telephone or tablet) and/or cloud based storage device, such that the apparatus can be controlled by, and/or upload images to, the smart device and/or cloud. By providing an apparatus that interfaces with a deep learning system, the multimodal images acquired by the apparatus of some embodiments may be automatically analyzed to determine one more health indicators of the subject without the need of a specialist at the point of care.
I. Multi-Modal Imaging Apparatus
The inventors have developed novel and improved imaging apparatuses having enhanced imaging functionality and a versatile form factor. In some embodiments, imaging apparatuses described herein may include multiple imaging devices, such as at least two members selected from OCT, IR, white light, and/or FLIM devices within a common housing. For example, a single imaging apparatus may include a housing shaped to support various imaging devices (white light, IR, fluorescence, and/or OCT, etc.) within the housing. In some embodiments, the different imaging devices may be divided between two sides of the housing, where imaging devices on each side of the housing are configured to image one of the subject's eyes. In some embodiments, all of the imaging devices may be configured to image a same one of the subject's eyes. In some embodiments, a single multi-modal imaging device positioned in portion of the housing may be configured to support multiple modes of imaging (e.g., IR and OCT, white light and FLIM, etc.). In some embodiments, the housing may further include electronics for performing imaging, processing or pre-processing images, and/or accessing the cloud for image storage and/or transmission. In some embodiments, electronics onboard the imaging apparatus may be configured to determine a health status or medical condition of the user.
In some embodiments, imaging apparatus described herein may have a form factor that is conducive to imaging both of a person's eyes (e.g., simultaneously). In some embodiments, imaging apparatus described herein may be configured for imaging each eye with a different imaging device of the imaging apparatus. For example, as described further below, the imaging apparatus may include a pair of lenses held in a housing of the imaging apparatus for aligning with a person's eyes, and the pair of lenses may also be aligned with respective imaging devices of the imaging apparatus. In some embodiments, the imaging apparatus may include a substantially binocular shaped form factor with an imaging device positioned on each side of the imaging apparatus. During operation of the imaging apparatus, a person may simply flip the vertical orientation of the imaging apparatus (e.g., by rotating the device about an axis parallel to the direction in which imaging is performed). Accordingly, the imaging apparatus may transition from imaging the person's right eye with a first imaging device to imaging the right eye with a second imaging device, and likewise, transition from imaging the person's left eye with the second imaging device to imaging the left eye with the first imaging device. In some embodiments, imaging apparatus described herein may be configured for mounting on a table or desk, such as on a stand. For example, the stand may permit rotation of the imaging apparatus about one or more axes to facilitate rotation by a user during operation.
It should be appreciated that aspects of the imaging apparatus described herein may be implemented using a different form factor than substantially binocular shaped. For instance, embodiments having a form factor different than substantially binocular shaped may be otherwise configured in the manner described herein in connection with the exemplary imaging apparatus described below. For example, such imaging apparatus may be configured to image one or both of a person's eyes simultaneously using one or more imaging devices of the imaging apparatus.
One example of an imaging apparatus according to the technology described herein is illustrated in
In some embodiments, the first and second imaging devices 122 and 123 may include an optical imaging device, a fluorescent imaging device, and/or an OCT imaging device. For example, in one embodiment, the first imaging device 122 may be an OCT imaging device, and the second imaging device 123 may be an optical and fluorescent imaging device. In some embodiments, the imaging apparatus 100 may include only a single imaging device 122 or 123, such as only an optical imaging device or only a fluorescent imaging device. In some embodiments, first and second imaging devices 122 and 123 may share one or more optical components such as lenses (e.g., convergent, divergent, etc.), mirrors, and/or other imaging components. For instance, in some embodiments, first and second imaging devices 122 and 123 may share a common optical path. It is envisioned that the devices may operate independently or in common. Each may be an OCT imaging device, each may be a fluorescent imaging device, or both may be one or the other. Both eyes may be imaged and/or measured simultaneously, or each eye may be imaged and/or measured separately.
Housing sections 102 and 103 may be connected to a front end of the housing 101 by a front housing section 105. In the illustrative embodiment, the front housing section 105 is shaped to accommodate the facial profile of a person, such as having a shape that conforms to a human face. When accommodating a person's face, the front housing section 105 may further provide sight-lines from the person's eyes to the imaging devices 122 and/or 123 of the imaging apparatus 100. For example, the front housing section 105 may include a first opening 110 and a second opening 111 that correspond with respective openings in the first housing section 102 and the second housing section 103 to provide minimally obstructed optical paths between the first and second optical devices 122 and 123 and the person's eyes. In some embodiments, the openings 110 and 110 may be covered with one or more transparent windows (e.g., each having its own window, having a shared window, etc.), which may include glass or plastic.
First and second housing sections 102 and 103 may be connected at a rear end of the housing 101 by a rear housing section 104. The rear housing section 104 may be shaped to cover the end of the first and second housing sections 102 and 103 such that light in an environment of the imaging apparatus 100 does not enter the housing 101 and interfere with the imaging devices 122 or 123.
In some embodiments, imaging apparatus 100 may be configured for communicatively coupling to another device, such as a mobile phone, desktop, laptop, or tablet computer, and/or smart watch. For example, imaging apparatus 100 may be configured for establishing a wired and/or wireless connection to such devices, such as by USB and/or a suitable wireless network. In some embodiments, housing 101 may include one or more openings to accommodate one or more electrical (e.g., USB) cables. In some embodiments, housing 101 may have one or more antennas disposed thereon for transmitting and/or receiving wireless signals to or from such devices. In some embodiments, imaging devices 122 and/or 123 may be configured for interfacing with the electrical cables and/or antennas. In some embodiments, imaging devices 122 and/or 123 may receive power from the cables and/or antennas, such as for charging a rechargeable battery disposed within the housing 101.
During operation of the imaging apparatus 100, a person using the imaging apparatus 100 may place the front housing section 105 against the person's face such that the person's eyes are aligned with openings 110 and 111. In some embodiments, the imaging apparatus 100 may include a gripping member (not shown) coupled to the housing 101 and configured for gripping by a person's hand. In some embodiments, the gripping member may be formed using a soft plastic material, and may be ergonomically shaped to accommodate the person's fingers. For instance, the person may grasp the gripping member with both hands and place the front housing section 105 against the person's face such that the person's eyes are in alignment with openings 110 and 111. Alternatively or additionally, the imaging apparatus 100 may include a mounting member (not shown) coupled to the housing 101 and configured for mounting the imaging apparatus 100 to a mounting arm, such as for mounting the imaging apparatus 100 to a table or other equipment. For instance, when mounted using the mounting member, the imaging apparatus 100 may be stabilized in one position for use by a person without the person needing to hold the imaging apparatus 100 in place.
In some embodiments, the imaging apparatus 100 may employ a fixator, such as a visible light projection from the imaging apparatus 100 towards the person's eyes, such as along a direction in which the openings 110 and 111 are aligned with the person's eyes, for example. In accordance with various embodiments, the fixator may be a bright spot, such as a circular or elliptical spot, or an image, such as an image or a house or some other object. The inventors recognized that a person will typically move both eyes in a same direction to focus on an object even when only one eye perceives the object. Accordingly, in some embodiments, the image apparatus 100 may be configured to provide the fixator to only one eye, such as using only one opening 110 or 111. In other embodiments, fixators may be provided to both eyes, such as using both openings 110 and 111.
The first and second housing sections 202 and 203 may be configured in the manner described for first and second housing sections 102 and 103 in connection with
In some embodiments, the central housing section 204 may include one or more electronic circuits (e.g., integrated circuits, printed circuit boards, etc.) for operating the imaging apparatus 200. In some embodiments, one or more processors may be disposed in central housing section 204, such as for analyzing data captured using the imaging devices. The central housing section 204 may include wired and/or wireless means of electrically communicating to other devices and/or computers, such as described for imaging apparatus 100. For instance, further processing may be performed by the devices and/or computers communicatively coupled to imaging apparatus 200. In some embodiments, the electronic circuits onboard the imaging apparatus 200 may process captured image data based on instructions received from such communicatively coupled devices or computers. In some embodiments, the imaging apparatus 200 may initiate an image capture sequence based on instructions received from a devices and/or computers communicatively coupled to the imaging apparatus 200.
As described herein including in connection with imaging apparatus 100, imaging apparatus 200 may include a gripping member and/or a mounting member, and/or a fixator.
As shown in
Electronics 320 may be configured in the manner described for electronics 320 in connection with
In some embodiments, imaging apparatus described herein may be configured for mounting to a stand, as illustrated in the example of
As illustrated in
In some embodiments, holding portion 358 (or some other portion of stand 350) may include charging hardware configured to transmit power to imaging apparatus 300 through a wired or wireless connection. In one example, the charging hardware in stand 350 may include a power supply coupled to one or a plurality of wireless charging coils, and imaging apparatus 300 may include wireless charging coils configured to receive power from the coils in stand 350. In another example, charging hardware in stand 350 may be coupled to an electrical connector on an exterior facing side of holding portion 358 such that a complementary connector of imaging apparatus 300 interfaces with the connector of stand 350 when imaging apparatus 300 is seated in holding portion 358. In accordance with various embodiments, the wireless charging hardware may include one or more power converters (e.g., AC to DC, DC to DC, etc.) configured to provide an appropriate voltage and current to imaging apparatus 300 for charging. In some embodiments, stand 350 may house at least one rechargeable battery configured to provide the wired or wireless power to imaging apparatus 300. In some embodiments. Stand 350 may include one or more power connectors configured to receive power from a standard wall outlet, such as a single-phase wall outlet.
In some embodiments, front housing portion 305 may include multiple portions 305a and 305b. Portion 305a may be formed using a mechanically resilient material whereas front portion 305b may be formed using a mechanically compliant material, such that front housing portion 305 is comfortable for a user to wear. For example, in some embodiments, portion 305a may be formed using plastic and portion 305b may be formed using rubber or silicone. In other embodiments, front housing portion 305 may be formed using a single mechanically resilient or mechanically compliant material. In some embodiments, portion 305b may be disposed on an exterior side of front housing portion 305, and portion 305a may be disposed within portion 305b.
II. Optical Coherence Tomography and/or Infrared (IR) Imaging Techniques
The inventors have developed improved OCT and IR imaging techniques that may be implemented alone or in combination within a multi-modal imaging apparatus. In some embodiments, combinations of OCT and IR imaging components described further herein may be included together in one or both of the first and second housing sections of a multi-modal imaging apparatus. In some embodiments, the OCT imaging components may be disposed in one of the first or second housing sections, and IR imaging components may be disposed in the other housing section. The inventors recognized that combining OCT and IR components, such that at least a portion of the components shared an imaging path, reduces the form factor and cost of producing a multi-modal imaging apparatus.
In some embodiments, OCT techniques may focus broadband light on a subject's retina fundus and also at a reference surface, and then combine light reflected from the subject's retina fundus with light reflected by the reference surface to obtain information about structures in the retina fundus. The information may be determined based on detected interference between the light received from the subject's retina fundus and the light received from the reference surface. In some embodiments, OCT techniques may provide depth imaging information pertaining to structures beneath the surface of the retina fundus. In some embodiments, a beam splitter may split source light between sample components, which provide the light to the subject's retina fundus, and reference components, which provide the light to the reference surface. The beam splitter may then combine the light reflected from the sample and reference components and provide the combined light to the interferometer. In some embodiments, the interferometer may detect interference by determining a phase difference between the sampled light and the reference light.
In some embodiments, OCT may be performed in the time domain to scan the depth of a subject's retina fundus. For example, in some embodiments, the difference in path length between the reference components and the sample components may be adjusted. In some embodiments, OCT may be performed in the frequency domain by using an interferometer to detect interference in a particular light spectrum. Embodiments described herein may be configured to perform time domain and/or frequency domain OCT.
In some embodiments, IR imaging components may perform IR imaging of the subject's retina fundus, which may provide depth and/or temperature information of the subject's retina fundus. In some embodiments, at least some IR and OCT imaging components described herein may share an optical path. For example, in some embodiments, IR imaging and OCT imaging may be performed at different times using at least some of the same optical components, as described herein.
It should be appreciated that OCT and IR techniques described herein may be used alone or in combination within a single mode or multi-modal imaging apparatus. Moreover, some embodiments may include only OCT components or only IR components, as techniques described herein may be implemented alone or in combination.
Further examples of source components 410, sample components 420, reference components 440, and detection components 450 that may be included in imaging apparatus 400 are described herein including with reference to
In
In some embodiments, beam-spreader 514 may include a cylindrical beam-spreader. In some embodiments, beam-spreader 514 may include an aspherical lens. In some embodiments, beam-spreader 514 and/or cylindrical lenses 516 may be configured to form light from light source 512 into an elongated line for scanning a subject's retina fundus. For example, when the light reaches the subject's retina fundus, the light may be focused in a first direction and elongated in a second direction perpendicular to the first direction. In some embodiments, a fold mirror may be positioned between beam-spreader 514 and cylindrical lenses 516. In some embodiments, cylindrical lenses 516 may be configured to spatially focus source light on a scanning mirror 522, which may be included with other sample components coupled to source components 510. In some embodiments, scanning mirror 522 may be actuated with one or more stepper motors, galvanometers, polygonal scanners, micro-electromechanical switch (MEMS) mirrors, and/or other moving mirror devices. As shown in
In some embodiments, beam splitter 518 may be configured to couple light from light source 512 to other OCT components, such as sample components and/or reference components. In some embodiments, beam splitter 518 may be configured to couple light to sample components such as scanning mirror 522, which in turn may be configured to provide the light to other sample components. In some embodiments, beam splitter 518 may be configured as a long-pass filter. In some embodiments, beam splitter 518 may be configured to reflect white source light and transmit IR source light incident from light source 512. In some embodiments, beam splitter 518 may be configured to transmit IR light to sample components and reflect white light to reference components. In some embodiments, beam splitter 518 may be configured to provide half of the source light to the sample components and half of the source light to the reference components. In some embodiments, beam splitter 518 may be configured to provide more source light to the sample components than to the reference components. In some embodiments, beam splitter 518 may be further configured to provide interfering light from the sample and reference components to detection components. In some embodiments, beam splitter 518 may be a plate beam splitter.
In some embodiments, transmissive grating 558 may improve the spectral signal to noise ratio for light received by OCT camera 568. In some embodiments, transmissive grating 558 may be configured provide light at normal incidence to OCT camera 568. In some embodiments, transmissive grating 558 may enhance the noise performance of the transfer function of OCT camera 568.
In some embodiments, transmissive grating 558 may be configured to increase symmetry and reduce aberrations in the received light. In some embodiments, transmissive grating 558 may be configured to transmit the received light at a Littrow angle. In some embodiments, transmissive grating 558 may be configured to split the received light by wavelength. In some embodiments, transmissive grating 558 may have a dispersion grating between 1200-1800 lines/mm. In some embodiments, transmissive grating 558 may have a dispersion grating between 1500-1800 lines/mm. In some embodiments, transmissive grating 558 may have a dispersion grating of 1800 lines/mm.
In some embodiments, achromatic lens 560 and the field lenses may be configured to focus the light from transmissive grating 558 toward OCT camera 568, which may be configured to detect the focused light. Polarizer 562 is shown positioned between achromatic lens 560 and the field lenses. In some embodiments, polarizer 562 may have a same polarization as light source 512 of source components 510, such that light having a different polarization from light source 512 may be filtered out. In some embodiments, polarizer 562 may have a different polarization from light source 512, such as for transmitting light received from a subject's eye having been reflected by the eye with a different (e.g., opposite) polarization. In some embodiments, the field lenses may be configured to flatten the field of the received light. In some embodiments, the field lenses may be configured to adjust the chief ray angle of the received light. In some embodiments, the field lenses may be configured to effect diverging rays in the received light.
As shown in
In some embodiments, OCT camera 668 may be configured to capture a two-dimensional image using the received light. In some embodiments, OCT camera 668 may be configured to spread light in two directions, with a first direction corresponding to the spectral spread of the light due to the reflective grating 658′ and a second direction corresponding to the spatial spread of the light due to the cylindrical lens 616 used to form the light line. In some embodiments, OCT camera 668 may be configured to perform a Fourier transform along the spectral direction to obtain depth information. In some embodiments, a two-dimensional image of the portion of the subject's retina fundus illuminated by the line may be obtained corresponding to the elongated direction of the line and depth. In some embodiments, OCT camera 668 may be configured to capture a three-dimensional image. In some embodiments, OCT camera 668 may be configured to capture multiple images while components 602′ scan the line across the subject's retina fundus. In some embodiments, each image acquired may correspond to a slice of the retina fundus in a direction perpendicular to the elongated direction of the line and perpendicular to the depth direction. In one example, 15-30 images may be captured, with each image corresponding to a different slice of the retina fundus.
In some embodiments, components 602′ may be configured to scan the line across the subject's retina fundus to acquire the multiple images. In some embodiments, a scanning mirror (e.g., scanning mirror 622) may be positioned between the beam splitter 618 and the pupil relay lenses 690c. In some embodiments, the scanning mirror may be attached to a stepper motor (e.g., motor and scanning window 651) configured to rotate the scanning mirror such that the line illuminates different slices of the subject's retina fundus at different orientations of the scanning mirror. In other embodiments, no moving parts may be used to scan the line across the eye. In one example, a fixation display may include a moving fixator object such that scanning may be performed as the subject's eyes follow the fixator object.
In some embodiments, off-axis illumination may provide a means to remove DC and/or autocorrelation components that would otherwise interfere with OCT imaging. In some embodiments, off-axis illumination may allow for recovery of complex spectra, thereby enabling complex analytic signal recovery for full range imaging. In some embodiments, increasing range of imaging may reduce imaging speed (including sampling fewer spectral signals, and vice versa.
In some embodiments, a relative orientation angle of an illuminated line received by a camera may modulate the spatial direction of the light. In some embodiments, the cross-correlation modulation can be represented as:
I
α(k,x)=Icc(k,x)e−j
FT
x[Iα({tilde over (k)},x)]=Icc(k,{tilde over (q)}−α)+IDC({tilde over (k)},q)+IAC(k,q)
In some embodiments, a may be set to an angle that provides a spatial frequency between 50% to 90% of the Nyquist rate (e.g., between 1 to 6 degrees). In some embodiments, oversampling by a factor of 1.2 or more in both directions may provide a better signal to noise ratio and improved demodulation. In some embodiments, pre-processing an OCT image may include cropping, subtracting mean spectrum (e.g., DC component), and/or employing one or more window functions. In some embodiments, processing an OCT image may include one or more Fast Fourier Transforms (FFTs, e.g., x-space FFTs), demodulation (e.g., shifting spatial frequencies of interest to baseband), and/or cropping DC and AC components of the received signal. In some embodiments, processing may further include applying an inverse-FF, and/or k-space resampling and Fast Fourier Transform.
As shown in
In some embodiments, some IR light may also be transmitted through to detection components 650. In some embodiments, fixation lenses 672 may be adjustable to provide diopter compensation. IR fundus dichroic 624 is shown as a short-pass filter that reflects long wavelength (e.g., IR) light toward IR detection components (shown in
It should be appreciated that, in some embodiments, imaging apparatuses described herein (e.g., in connection with
In some embodiments, imaging apparatuses described herein (e.g., in connection with
In some embodiments, a scanning mirror may be disposed at a position conjugate to a pupil of the subject's eye's and configured to relay a collimated beam generated by the imaging apparatus to a collimated beam at the subject's pupil. In one example, the scanning mirror may be configured to produce a first surface reflection at an incidence angle of 45+/−6 degrees and a scanning thickness of 3 mm. In some embodiments, the scanning mirror may be configured as a variable angle window.
In some embodiments, the laser wavelengths are not separated by more than 1.5 times the spectral width of the neighboring lasers. In one example, a 40 nm bandwidth light emitter may be created by having each of the three lasers have a 10 nm bandwidth with a 5 nm gap between the spectral peaks of neighboring lasers is 5 nm.
III. Fluorescence and/or White Light Imaging Techniques
The inventors have developed improved white light and fluorescence imaging techniques that may be implemented alone or in combination with a multi-modal imaging apparatus, as described herein. In some embodiments, one or more white light and/or fluorescence imaging devices may be included in one or both of the first and second housing sections of the apparatus. In some embodiments, a fluorescent imaging device and a white light imaging device are included in the same housing section such that one eye is imaged by both imaging devices over a short period of time (e.g., seconds). In some embodiments, devices described herein may be configured to capture white light and fluorescence images without the subject having to move or reorient the subject's eyes. According to various examples, white light and fluorescence imaging devices may be configured to capture the respective white light and fluorescence images over a period of less than 5 seconds, less than 3 seconds, and/or less than 1 second. Moreover, in embodiments in which imaging devices are included in two housing sections of the imaging apparatus, imaging components within each housing section may be configured to capture an image, simultaneously and/or over a short period of time as described above.
In some embodiments, white light imaging may be performed by illuminating the subject's retina fundus with light from a white light source (or a plurality of color LEDs) and sensing reflected light from the retina fundus using a white light camera. In one example, a plurality of color LEDs may illuminate the subject's retina fundus at different points in time and the camera may capture multiple images corresponding to the different color LEDs, and the images may be combined to create a color image of the subject's retina fundus. In some embodiments, fluorescence imaging may be performed by illuminating the subject's retina fundus with an excitation light source (e.g., one or more narrow-band LEDs) and sensing fluorescence light from the subject's retina fundus using a fluorescence sensor and/or camera. For example, a wavelength of the excitation light source may be selected to cause fluorescence in one or more molecules of interest in the subject's retina fundus, such that detection of the fluorescence light may indicate the location of the molecule(s) in an image. In accordance with various embodiments, fluorescence of a particular molecule may be determined based on a lifetime, intensity, spectrum, and/or other attribute of the detected light.
As described herein, an imaging apparatus may include fluorescence and white light imaging components configured to share at least some components such that the imaging components share at least a portion of an optical path. As a result, imaging apparatuses including such components may be more compact and less expensive to produce while providing high quality medical images. It should be appreciated that some embodiments may include only fluorescence imaging components or only white light imaging components, as techniques described herein may be implemented alone or in combination.
In some embodiments, white light source components 1610 may be configured to illuminate the subject's retina fundus such that light reflected and/or scattered by the retina fundus may be captured and imaged by detection components 1650, as described herein. As shown in
In some embodiments, excitation source components 1620 may be configured to excite fluorescence in one or more molecules of interest in the subject's retina fundus, such that fluorescence light may be captured by detection components 1650. As shown in
As shown in
In some embodiments, fixation display 1640 may be configured to display a fixation object for the subject to focus on during imaging. Fixation display 1640 may be configured to provide fixation light to fixation dichroic 1642. In some embodiments, fixation dichroic 1642 may be configured to transmit fixation light and to reflect white light and excitation light such that the fixation light, white light, and excitation light all share an optical path from fixation dichroic 1642 to the subject's retina fundus.
In some embodiments, sample components 1630 may be configured to provide white light and excitation light to the subject's retina fundus and to provide reflected and/or fluorescent light from the subject's retina fundus to detection components 1650. As shown in
Detection components 1650 may be configured to focus and capture light from the subject's retina fundus to create an image using the received light. As shown in
In some embodiments, white light source components 1710 may be configured to illuminate the subject's retina fundus such that light reflected and/or scattered by the retina fundus may be captured and imaged by white light camera 1760, as described herein. In
In some embodiments, excitation light source components 1720 may be configured to generate light to excite fluorescent molecules in the subject's retina fundus, such that fluorescent light may be captured and imaged by fluorescence detection components 1770. In
As shown in
As shown in
In some embodiments, sample components 1730 may be configured to focus white and excitation light from white light source components 1710 and excitation source components 1720 on the subject's retina fundus. As shown in
As shown in
First achromatic lens 1732 may be configured to focus light received via scattering component 1734 on the subject's retina fundus. In some embodiments, first achromatic lens 1732 may be configured to collimate light received from the subject's retina fundus. In some embodiments, first achromatic lens 1732 may be positioned at a distance from the retina fundus that results in the received light being nearly collimated. In one example, the focal length of first achromatic lens 1732 may be 20 mm, and a distance from first achromatic lens 1732 to the front of the subject's eye may be 37 mm.
In some embodiments, excitation source components 1720 may be configured to cause fluorescence in the subject's retina fundus when light is focused on the retina fundus by sample components 1730. In some embodiments, the fluorescence may cause the subject's retina fundus to emit light at a different wavelength than the excitation light wavelength(s). For example, depending on the molecule of interest that may be excited by the excitation light and respond by emitting fluorescence light, the fluorescence light may have a wavelength that is 30-50 nm, 50-70 nm, or 70-80 nm longer than the excitation light wavelength(s). In some embodiments, sample components 1730 may be configured to receive both the excitation light and the fluorescence light from the subject's retina fundus and provide the received light to detection components 1750.
In some embodiments, detection components 1750 may be configured to receive light from sample components 1730 and provide received white light to white light camera 1760 and fluorescent light to fluorescence detection components 1770. As shown in
In some embodiments, beam splitter 1754 may be configured to reflect some of the received light to white light camera 1760 and transmit some of the received light to fluorescent detection components 1770. In some embodiments, the beam splitter 1754 may be configured to reflect half of the received light to white light camera 1760 and to transmit half of the received light to fluorescence detection components 1770. In some embodiments, light levels may be lower in fluorescence detection components 1770 than in white light camera 1760. Accordingly, in some embodiments, beam splitter 1754 may be configured to transmit more of the received light to fluorescence detection components 1770 than is reflected to white light camera 1760. In some embodiments, beam splitter 1754 may be configured to transmit 90%, 95%, 99% or 99.9% of the light to the fluorescence detection components 1770 and to reflect 10%, 5%, 1%, or 0.1% of the light to white light camera 1760. As shown in
In some embodiments, white light camera 1760 may be configured to detect light reflected from beam splitter 1754 and store the image data for analysis. In some embodiments, white light camera 1760 may be a high resolution color digital camera. In some embodiments, white light camera 1760 may have a resolution between 3-10 Megapixels. In some embodiments, white light camera 1760 may be a high resolution monochrome digital camera. In some embodiments, white light source 1712 may include a plurality of color LEDs, and white light camera 1760 may be configured to capture a color image of the subject's retina fundus. In one example, light source 1712 includes a red LED, a blue LED, and a green LED, each LED being configured to emit light in a sequence over time, and white light camera 1860 may be configured to capture separate images for each emission of the sequence. White light camera 1760 and/or processing circuitry coupled to white light camera 1760 may be configured to combine the images captured for each emission of the sequence to create a color image of the retina fundus.
In some embodiments, fluorescence detection components 1770 may be configured to detect fluorescent light transmitted via beam splitter 1754 and capture fluorescence information from the light. As shown in
In some embodiments, fluorescence sensor 1776 may be configured to distinguish between fluorescent emissions from at least two different molecules. In some embodiments, fluorescence sensor 1776 may be configured to distinguish between molecules whose fluorescent emissions have different lifetimes. For example, in some embodiments, fluorescence sensor 1776 may be configured to determine the location of the different molecules in the subject's retina fundus by determining the lifetime of the received light. In some embodiments, fluorescence sensor 1776 may be configured to distinguish between molecules whose fluorescent emissions have different wavelengths. For example, in some embodiments, fluorescence sensor 1776 may be configured to determine the location of different molecules in the retina fundus by determining the lifetime of the received light. In some embodiments, fluorescence sensor 1776 may be configured to distinguish between molecules whose fluorescent emissions have different intensities. For example, in some embodiments, fluorescence sensor 1776 may be configured to determine the location of different molecules in the retina fundus by determining the intensity of the received light. It should be appreciated that, according to various embodiments, fluorescence sensor 1776 may be configured for lifetime, spectral, intensity, and/or other measurements alone or in combination.
In some embodiments, white light source components 1810 may be configured to provide white light for transmitting to the subject's retina fundus. As shown in
In some embodiments, excitation light source components 1820 may be configured to provide excitation light for exciting fluorescence emissions from one or more molecules of interest in the subject's retina fundus. As shown in
In some embodiments, fixation display 1840 may be configured to provide a fixation object for the subject to focus on during imaging such that the subject's eyes are oriented in desirable direction for imaging. For example, in some embodiments, fixation display 1840 may be configured to display a dot or a house as a fixation object. As shown in
In some embodiments, sample components 1830 may be configured to provide the white, excitation, and fixation light to the subject's retina fundus. As shown in
In some embodiments, detection components 1850 may be configured to capture images using light received from the subject's retina fundus. As shown in
Also shown in
IV. Applications
The inventors have developed improved imaging techniques that may be implemented using imaging apparatuses described herein. According to various embodiments, such imaging techniques may be used for biometric identification, health status determination, and disease diagnosis, and others.
The inventors have recognized that various health conditions may be indicated by the appearance of a person's retina fundus in one or more images captured according to techniques described herein. For example, diabetic retinopathy may be indicated by tiny bulges or micro-aneurysms protruding from the vessel walls of the smaller blood vessels, sometimes leaking fluid and blood into the retina. In addition, larger retinal vessels can begin to dilate and become irregular in diameter. Nerve fibers in the retina may begin to swell. Sometimes, the central part of the retina (macula) begins to swell, such as macular edema. Damaged blood vessels may close off, causing the growth of new, abnormal blood vessels in the retina. Glaucomatous optic neuropathy, or Glaucoma, may be indicated by thinning of the parapapillary retinal nerve fiber layer (RNFL) and optic disc cupping as a result of axonal and secondary retinal ganglion cell loss. The inventors have recognized that RNFL defects, for example indicated by OCT, are one of the earliest signs of glaucoma. In addition, age-related macular degeneration (AMD) may be indicated by the macula peeling and/or lifting, disturbances of macular pigmentation such as yellowish material under the pigment epithelial layer in the central retinal zone, and/or drusen such as macular drusen, peripheral drusen, and/or granular pattern drusen. AMD may also be indicated by geographic atrophy, such as a sharply delineated round area of hyperpigmentation, nummular atrophy, and/or subretinal fluid. Stargardt's disease may be indicated by death of photoreceptor cells in the central portion of the retina. Macular edema may be indicated by a trench in an area surrounding the fovea. A macular hole may be indicated by a hole in the macula. Eye floaters may be indicated by non-focused optical path obscuring. Retinal detachment may be indicated by severe optic disc disruption, and/or separation from the underlying pigment epithelium. Retinal degeneration may be indicated by the deterioration of the retina. Central serous retinopathy (CSR) may be indicated by an elevation of sensory retina in the macula, and/or localized detachment from the pigment epithelium. Choroidal melanoma may be indicated by a malignant tumor derived from pigment cells initiated in the choroid. Cataracts may be indicated by opaque lens, and may also cause blurring fluorescence lifetimes and/or 2D retina fundus images. Macular telangiectasia may be indicated by a ring of fluorescence lifetimes increasing dramatically for the macula, and by smaller blood vessels degrading in and around the fovea. Alzheimer's disease and Parkinson's disease may be indicated by thinning of the RNFL. It should be appreciated that diabetic retinopathy, glaucoma, and other such conditions may lead to blindness or severe visual impairment if not properly screened and treated.
Accordingly, in some embodiments, a person's predisposition to various medical conditions may be determined based on one or more images of the person's retina fundus captured according to techniques described herein. For example, if one or more of the above described signs of a particular medical condition (e.g., macula peeling and/or lifting for age-related macular degeneration) is detected in the captured image(s), the person may be predisposed to that medical condition.
The inventors have also recognized that some health conditions may be detected using fluorescence imaging techniques described herein. For example, macular holes may be detected using an excitation light wavelength between 340-500 nm to excite retinal pigment epithelium (RPE) and/or macular pigment in the subject's eye having a fluorescence emission wavelength of 540 nm and/or between 430-460 nm. Fluorescence from RPE may be primarily due to lipofuscin from RPE lysomes. Retinal artery occlusion may be detected using an excitation light wavelength of 445 nm to excite Flavin adenine dinucleotides (FAD), RPE, and/or nicotinamide adenine dinucleotide (NADH) in the subject's eye having a fluorescence emission wavelength between 520-570 nm. AMD in the drusen may be detected using an excitation light wavelength between 340-500 nm to excite RPE in the subject's eye having a fluorescence emission wavelength of 540 nm and/or between 430-460 nm. AMD including geographic atrophy may be detected using an excitation light wavelength of 445 nm to excite RPE and elastin in the subject's eye having a fluorescence emission wavelength between 520-570 nm. AMD of the neovascular variety may be detected by exciting the subject's choroid and/or inner retina layers. Diabetic retinopathy may be detected using an excitation light wavelength of 448 nm to excite FAD in the subject's eye having a fluorescence emission wavelength between 590-560 nm. Central serous chorio-retinopathy (CSCR) may be detected using an excitation light wavelength of 445 nm to excite RPE and elastin in the subject's eye having a fluorescence emission wavelength between 520-570 nm. Stargardt disease may be detected using an excitation light wavelength between 340-500 nm to excite RPE in the subject's eye having a fluorescence emission wavelength of 540 nm and/or between 430-460 nm. Choroideremia may be detected using an excitation light wavelength between 340-500 nm to excite RPE in the subject's eye having a fluorescence emission wavelength of 540 nm and/or between 430-460 nm.
The inventors have also developed techniques for using a captured image of a person's retina fundus to diagnose various health issues of the person. For example, in some embodiments, any of the health conditions described above may be diagnosed.
In some embodiments, imaging techniques described herein may be used for health status determination, which may include determinations relating to cardiac health, cardiovascular disease, anemia, retinal toxicity, body mass index, water weight, hydration status, muscle mass, age, smoking habits, blood oxygen levels, heart rate, white blood cell counts, red blood cell counts, and/or other such health attributes. For example, in some embodiments, a light source having a bandwidth of at least 40 nm may be configured with sufficient imaging resolution capturing red blood cells having a diameter of 6 μm and white blood cells having diameters of at least 15 μm. Accordingly, imaging techniques described herein may be configured to facilitate sorting and counting of red and white blood cells, estimating the density of each within the blood, and/or other such determinations.
In some embodiments, imaging techniques described herein may facilitate tracking of the movement of blood cells to measure blood flow rates. In some embodiments, imaging techniques described herein may facilitate tracking the width of the blood vessels, which can provide an estimate of blood pressure changes and profusion. For example, an imaging apparatus as described herein configured to resolve red and white blood cells using a 3-dimensional (3D) spatial scan completed within 1 μs may be configured to capture movement of blood cells at 1 meter per second. In some embodiments, light sources that may be included in apparatuses described herein, such as super-luminescent diodes, LEDs, and/or lasers, may be configured to emit sub-microsecond light pulses such that an image may be captured in less than one microsecond. Using spectral line scan techniques described herein, an entire cross section of a scanned line versus depth can be captured in a sub-microsecond. In some embodiments, a 2-dimensional (2D) sensor described herein may be configured to capture such images for internal or external reading at a slow rate and subsequent analysis. In some embodiments, a 3D sensor may be used. Embodiments described below overcome the challenges of obtaining multiple high quality scans within a single microsecond.
In some embodiments, imaging apparatuses described herein may be configured to scan a line aligned along a blood vessel direction. For example, the scan line may be rotated and positioned after identifying a blood vessel configuration of the subject's retina fundus and selecting a larger vessel for observation. In some embodiments, a blood vessel that is small and only allows one cell to transit the vessel in sequence may be selected such that the selected vessel fits within a single scan line. In some embodiments, limiting the target imaging area to a smaller section of the subject's eye may reduce the collection area for the imaging sensor. In some embodiments, using a portion of the imaging sensor facilitates increasing the imaging frame rate to 10 s of KHz. In some embodiments, imaging apparatuses described herein may be configured to perform a fast scan over a small area of the subject's eye while reducing spectral spread interference. For example, each scanned line may use a different 2D section of the imaging sensor array. Accordingly, multiple line scans may be captured at the same time, where each line scan is captured by a respective portion of the imaging sensor array. In some embodiments, each line scan may be magnified to result in wider spacing on the imaging sensor array, such as wider than the dispersed spectrum, so that each 2D line scan may be measured independently.
Having thus described several aspects and embodiments of the technology set forth in the disclosure, it is to be appreciated that various alterations, modifications, and improvements will readily occur to those skilled in the art. Such alterations, modifications, and improvements are intended to be within the spirit and scope of the technology described herein. For example, those of ordinary skill in the art will readily envision a variety of other means and/or structures for performing the function and/or obtaining the results and/or one or more of the advantages described herein, and each of such variations and/or modifications is deemed to be within the scope of the embodiments described herein. Those skilled in the art will recognize, or be able to ascertain using no more than routine experimentation, many equivalents to the specific embodiments described herein. It is, therefore, to be understood that the foregoing embodiments are presented by way of example only and that, within the scope of the appended claims and equivalents thereto, inventive embodiments may be practiced otherwise than as specifically described. In addition, any combination of two or more features, systems, articles, materials, kits, and/or methods described herein, if such features, systems, articles, materials, kits, and/or methods are not mutually inconsistent, is included within the scope of the present disclosure.
The above-described embodiments can be implemented in any of numerous ways. One or more aspects and embodiments of the present disclosure involving the performance of processes or methods may utilize program instructions executable by a device (e.g., a computer, a processor, or other device) to perform, or control performance of, the processes or methods. In this respect, various inventive concepts may be embodied as a computer readable storage medium (or multiple computer readable storage media) (e.g., a computer memory, one or more floppy discs, compact discs, optical discs, magnetic tapes, flash memories, circuit configurations in Field Programmable Gate Arrays or other semiconductor devices, or other tangible computer storage medium) encoded with one or more programs that, when executed on one or more computers or other processors, perform methods that implement one or more of the various embodiments described above. The computer readable medium or media can be transportable, such that the program or programs stored thereon can be loaded onto one or more different computers or other processors to implement various ones of the aspects described above. In some embodiments, computer readable media may be non-transitory media.
The terms “program” or “software” are used herein in a generic sense to refer to any type of computer code or set of computer-executable instructions that can be employed to program a computer or other processor to implement various aspects as described above. Additionally, it should be appreciated that according to one aspect, one or more computer programs that when executed perform methods of the present disclosure need not reside on a single computer or processor, but may be distributed in a modular fashion among a number of different computers or processors to implement various aspects of the present disclosure.
Computer-executable instructions may be in many forms, such as program modules, executed by one or more computers or other devices. Generally, program modules include routines, programs, objects, components, data structures, etc. that perform particular tasks or implement particular abstract data types. Typically the functionality of the program modules may be combined or distributed as desired in various embodiments.
Also, data structures may be stored in computer-readable media in any suitable form. For simplicity of illustration, data structures may be shown to have fields that are related through location in the data structure. Such relationships may likewise be achieved by assigning storage for the fields with locations in a computer-readable medium that convey relationship between the fields. However, any suitable mechanism may be used to establish a relationship between information in fields of a data structure, including through the use of pointers, tags or other mechanisms that establish relationship between data elements.
When implemented in software, the software code can be executed on any suitable processor or collection of processors, whether provided in a single computer or distributed among multiple computers.
Further, it should be appreciated that a computer may be embodied in any of a number of forms, such as a rack-mounted computer, a desktop computer, a laptop computer, or a tablet computer, as non-limiting examples. Additionally, a computer may be embedded in a device not generally regarded as a computer but with suitable processing capabilities, including a Personal Digital Assistant (PDA), a smartphone or any other suitable portable or fixed electronic device.
Also, a computer may have one or more input and output devices. These devices can be used, among other things, to present a user interface. Examples of output devices that can be used to provide a user interface include printers or display screens for visual presentation of output and speakers or other sound generating devices for audible presentation of output. Examples of input devices that can be used for a user interface include keyboards, and pointing devices, such as mice, touch pads, and digitizing tablets. As another example, a computer may receive input information through speech recognition or in other audible formats.
Such computers may be interconnected by one or more networks in any suitable form, including a local area network or a wide area network, such as an enterprise network, and intelligent network (IN) or the Internet. Such networks may be based on any suitable technology and may operate according to any suitable protocol and may include wireless networks, wired networks or fiber optic networks.
The acts performed as part of the methods may be ordered in any suitable way. Accordingly, embodiments may be constructed in which acts are performed in an order different than illustrated, which may include performing some acts simultaneously, even though shown as sequential acts in illustrative embodiments.
All definitions, as defined and used herein, should be understood to control over dictionary definitions, definitions in documents incorporated by reference, and/or ordinary meanings of the defined terms.
The indefinite articles “a” and “an,” as used herein in the specification and in the claims, unless clearly indicated to the contrary, should be understood to mean “at least one.”
The phrase “and/or,” as used herein in the specification and in the claims, should be understood to mean “either or both” of the elements so conjoined, i.e., elements that are conjunctively present in some cases and disjunctively present in other cases. Multiple elements listed with “and/or” should be construed in the same fashion, i.e., “one or more” of the elements so conjoined. Other elements may optionally be present other than the elements specifically identified by the “and/or” clause, whether related or unrelated to those elements specifically identified. Thus, as a non-limiting example, a reference to “A and/or B”, when used in conjunction with open-ended language such as “comprising” can refer, in one embodiment, to A only (optionally including elements other than B); in another embodiment, to B only (optionally including elements other than A); in yet another embodiment, to both A and B (optionally including other elements); etc.
As used herein in the specification and in the claims, the phrase “at least one,” in reference to a list of one or more elements, should be understood to mean at least one element selected from any one or more of the elements in the list of elements, but not necessarily including at least one of each and every element specifically listed within the list of elements and not excluding any combinations of elements in the list of elements. This definition also allows that elements may optionally be present other than the elements specifically identified within the list of elements to which the phrase “at least one” refers, whether related or unrelated to those elements specifically identified. Thus, as a non-limiting example, “at least one of A and B” (or, equivalently, “at least one of A or B,” or, equivalently “at least one of A and/or B”) can refer, in one embodiment, to at least one, optionally including more than one, A, with no B present (and optionally including elements other than B); in another embodiment, to at least one, optionally including more than one, B, with no A present (and optionally including elements other than A); in yet another embodiment, to at least one, optionally including more than one, A, and at least one, optionally including more than one, B (and optionally including other elements); etc.
Also, the phraseology and terminology used herein is for the purpose of description and should not be regarded as limiting. The use of “including,” “comprising,” or “having,” “containing,” “involving,” and variations thereof herein, is meant to encompass the items listed thereafter and equivalents thereof as well as additional items.
In the claims, as well as in the specification above, all transitional phrases such as “comprising,” “including,” “carrying,” “having,” “containing,” “involving,” “holding,” “composed of,” and the like are to be understood to be open-ended, i.e., to mean including but not limited to. Only the transitional phrases “consisting of” and “consisting essentially of” shall be closed or semi-closed transitional phrases, respectively.
This application claims priority under 35 U.S.C. § 119(e) to U.S. Provisional Application Ser. No. 62/936,268, filed Nov. 15, 2019 under Attorney Docket No. T0753.70011US00, and entitled, “MULTIMODAL FUNDUS IMAGING AND/OR MEASUREMENT USAGE”, and U.S. Provisional Application Ser. No. 62/865,065, filed Jun. 21, 2019 under Attorney Docket No. T0753.70007US00, and entitled, “MULTIMODAL FUNDUS IMAGING,” each application of which is hereby incorporated by reference in its entirety.
Number | Date | Country | |
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62936268 | Nov 2019 | US | |
62865065 | Jun 2019 | US |