The invention generally relates to human eye-tracking devices and more particularly relates to a gaze-point detection system which is assisted by reference signals emitted by optical sources provided in the scene under viewing.
Monitoring or tracking eye movements and detecting a person's gaze point (as used herein, the point in space at which the person is looking) can be used in many different contexts. Such measurements can be an important information source in analysing the behaviour and consciousness of the person. The information can be used both for evaluating a test scene (as used herein, the visual percept of a region of space in which visible objects or surfaces may be present and inside which a gaze point can be detected) observed by a person, and for evaluating characteristics of the respective person. The diverse uses of gaze point detection include studies on the usability of software and different types of interfaces; evaluation of web pages, advertising and advertisements; provision of means for educating pilots in simulator environments and for training surveillance personnel in security-critical roles; and research in psychology, behavioural sciences and human perception. A field which has attracted an increasing interest in recent years is the evaluation of advertising and other marketing channels. Eye-tracking information may then be gathered from a viewing test person's examination of advertising of a particular merchandise, and the response of the test person is derived. Eye-tracking devices may also be used for collecting information on the response of the viewing person of the placement of a particular article on a shelf of a shop display.
In addition to these applications, there are interactive applications which employ information about the area at which a person is looking in order to respond or react in different ways. For example, the advertising or display of goods in a shop window can undergo a visual change responsive to the detected fact that a person is looking at it. Moreover, a computer system may utilise continuous information on the gaze point of a user to be better capable of displaying the object in which a user is interested and of adapting it intelligently to different behaviours of the user. Thus, an eye-tracker could form part of an interface for human-computer interaction. Since the content of the display is programmed in software, software can also correlate gaze-point information with the semantics of the program.
While eye-tracking-assisted studies of human behaviour up to now have been concerned with a limited number of individuals, many market researchers wish to carry eye-tracking technology over to the statistical, high-volume approach which has historically been very successful in this field. For instance, the cumulated reactions to a particular advertisement campaign of a large number of test subjects may provide an accurate prediction of the efficiency of this campaign during its future, full-scale exposure in society. This emerging use of eye trackers leads to new challenges on the technological level. For instance, available eye trackers are usually complex and fragile devices, and their operation may be demanding—at least to a user having a background in areas such as marketing studies or behavioural sciences rather than a relevant technological field. The applicability of eye-tracking technology to high-volume studies is limited by two facts in particular. Firstly, adapting an eye tracker to a new person may be a time-consuming and technologically demanding exercise, and secondly, many potential test subjects may feel hesitant or reluctant to using such a device if its interface is complicated or physically intrusive.
As seen above, for an equipment to be suitable for gaze-point detection in group studies, it is important that it can switch between the test subjects quickly and conveniently. On a different level, the eye-tracking equipment should also be easily deployable in different environments, and the visual objects to which the test subjects are to be exposed should not be limited to, e.g., computer monitors. Indeed, from the point of view of marketing research, eye-tracking-based studies may be of interest in any environment where consumers receive visual information on which to base their buying decisions, and the range of possible psychological experiments to which eye-tracking technology is applicable seems unlimited.
In conclusion, there appears to be a need for an eye-tracking system which solves at least some of the problems discussed above.
An object of the present invention is to present gaze-point data of at least one subject detected by an eye-tracking unit.
A method of presenting gaze-point data of at least one subject detected by an eye-tracking unit may comprise presenting a test scene picture acquired by a camera unit, and displaying shapes on the test scene picture. The shapes may represent momentary gaze points of the at least one subject.
The shapes may comprise circles, dots, stars, rectangles and/or crosses. A size of each shape may vary to indicate accuracy of the gaze-point data.
The momentary gaze points may be acquired by the eye-tracking unit over a time interval of non-zero length. The method may further comprise displaying textual annotations specifying a respective time of viewing of the momentary gaze points. The method may further comprise displaying lines or arrows connecting the shapes to specify an order of the momentary gaze points.
A color of the shapes may indicate a dwell time of the at least one subject's gaze. The shapes may represent a sum of dwell times of a plurality of subjects.
The method may further comprise predefining a plurality of areas of interest in the test scene picture. The dwell time of one or more subjects in each area of interest may be accumulated.
The method may further comprise superimposing shaded areas of interest in accordance with statistical measures of the dwell times of the one or more subjects. The statistical measures may comprise a mean total dwell time per test subject, a mean duration of each fixation, percentiles of the total dwell time and/or percentiles of a test population having visited each area of interest.
A video sequence may be constructed based on the test scene picture in combination with an IR signal source tracking data provided by the eye tracking unit by applying perspective transformations.
A plurality of test scene pictures acquired at regular intervals forming a video sequence may be presented. Shapes on respective frames of the video sequence may also be displayed.
Another aspect of the present invention is to provide a device for detecting gaze point in a test scene. Such a system may comprise at least four functionally separate parts:
one or more infrared (IR) signal sources to be placed in a region of space (test scene) currently studied for use as spatial reference points;
at least one pair of eye glasses to be worn by a person (test subject) and having the double capability of detecting the IR signals and tracking eye movements of the person;
a data processing and storage unit for calculating a gaze point of the person; and
a scene camera for acquiring a picture of the test scene.
The scene camera may be an external device or may be integrated in the eye glasses as a camera unit. Although the inventors consider these two embodiments equally useful, the present disclosure will focus on the case where the scene camera is integrated in the eye glasses. This is not intended to limit the scope of the invention, nor to indicate a preference towards embodiments having this characteristic. In fact, most references to ‘camera unit’ may quite simply be replaced by ‘scene camera’ where appropriate.
Output of a system according to the invention includes a signal indicative of a gaze point of the test subject. The gaze point is presented relative to a picture of the test scene, in which one or more IR signal sources have been positioned and are operable to emit IR light. Each of the one or more pairs of eye glasses has an image sensor adapted to receive the IR signals from the at least one IR signal source and to generate an IR signal source tracking signal corresponding to the detected IR signals. Each pair of eye glasses secondly includes an eye-tracking unit adapted to determine the gaze direction of an eye of said person and to generate an eye-tracking signal corresponding to the detected gaze direction. Thirdly, each pair of eye glasses comprises a camera unit (unless this is embodied as an external scene camera) adapted to acquire at least one picture of the region of space, relative to which the gaze point is determined. The data processing and storage unit is adapted to communicate with a pair of eye glasses according to the invention, so as to obtain the at least one IR signal source tracking signal (from the image sensor), the eye-tracking signal (from the eye-tracking unit) and the at least one picture (from the camera unit). The data processing and storage unit is further adapted to calculate a gaze point of the person with respect to one of said at least one acquired picture as a function of the at least one IR signal source tracking signal, the eye-tracking signal and the at least one picture. The gaze point may then be indicated directly in the picture of the test scene, which is an intuitive and ready-to-use presentation format.
A system according to the invention is easy to set up, is failsafe and provides accurate gaze-point data. Part of the robustness of the measurements is owed to the eye glasses' capability of jointly determining the locations of the IR signal sources and the gaze direction of a person wearing the glasses. The camera unit of the eye glasses (or, respectively, the external scene camera) is adapted to provide a picture of the test scene, relative to which a gaze point can be calculated. Preferably, the eye-tracking unit and the image sensor are rigidly connected to the eye glasses or to one another. This is because their measurements are performed in separate reference frames, which would lack a stable interrelation if their relative orientations and positions were allowed to change between or during measurements. In alternative embodiments, wherein the eye-tracking unit and the image sensor are mobile with respect to one another, there are provided position and orientation indicators or functionally equivalent devices to furnish the information needed for interrelating the reference frames.
The IR signal sources, at least when arranged in a protective housing and provided with suitable fastening means, can be deployed in a very wide range of imaginable test scenes, which provides a high degree of versatility. Moreover, most test subject are accustomed to sun glasses or other spectacles and therefore feel comfortable when wearing the eye glasses of the inventive system. The latter do contain sophisticated technological devices, but have the familiar appearance of a regular pair of eye glasses, allowing a test subject to relax and behave naturally during measurements.
The system is scalable by virtue of the possibility of providing multiple pairs of eye glasses, for a limited number of available sets of individual equipment may be a bottleneck in studies comprising a large number of test subjects. It is expedient in such studies to provide wireless communication links between eye glasses and the rest of the system. The system also has a favourable scalability on the data processing level, for the data processing and storage unit can easily be adapted to calculate the gaze points of all test subjects relative to one picture of the test scene. This is an intuitive and immediate presentation format and also avoids the tedious task of manually comparing different view of the test scenes in order to summarise gaze point information for different test subjects. In this connection, it should be emphasised that the three functional parts of the system are not necessarily physically separate. Following the general tendency towards miniaturisation and weight reduction, the data processing and storage unit may be physically embodied in an IR signal source, in a pair of eye glasses or in some other component of the system. It is also possible to combine the image sensor with a camera unit or external scene camera that is sensitive for IR radiation; most silicon-based digital cameras have good responsivity in the near IR spectrum. In embodiments adapted for use in studies comprising a large number of test subjects, however, the data processing and storage unit is preferably centralised for the sake of scalability. This way, although the data have been gathered in a distributed fashion (possibly using several pairs of eye glasses), the data are ultimately accumulated in one location for further processing. In particular, although the camera unit(s) are capable of acquiring a unique picture of the test scene for each test subject, the calculated gaze points of different test subjects are most useful when presented relative to one picture of the test scene. In embodiments where the data processing and storage units consists of physically distributed sub-units, these latter make a collective decision on which picture to use.
There are further provided, in accordance with a second and third aspect of the invention, a method for detecting a gaze point of a person relative to a picture of a region of space and a computer program product.
In one embodiment, the data processing and storage unit is adapted to produce a combined picture of the test scene and the positions of the IR signal source(s). The positions of the IR signal sources are useful as precise reference points in the coordinate system of the picture, so that the detected gaze point(s) can be represented with high accuracy.
The system may be adapted to utilise other reference points in addition to the IR signal sources in determining the position of the eye glasses relative to the test scene. In particular, tracking of image features, such as edges, corners and ridges, may meritoriously complement tracking of the IR signal sources. This is especially useful after the initial detection of the positions of the IR signal sources, so that the positions of such image features can be determined relative to the IR signal sources.
The IR signal sources may emit modulated IR light for thereby being distinguishable from one another. In other words, the IR signal sources transmit multiplexed signals over the IR spectrum. This facilitates processing of the IR signal source tracking signals generated by the image sensor. Suitable modulation schemes include modulation with respect to time, such as frequency modulation, pulse-width modulation and modulation by orthogonal codes. Alternatively, the IR signal sources are synchronised and adapted to emit signals in separate time slots of a repetitive time frame. As another alternative, optical modulation can be used, wherein the IR signal sources emit at different wavelengths, such as 750 nm, 850 nm and 950 nm, and absorption filters or dielectric filters are provided at the IR sensors to separate the sources. As yet another alternative, IR signal sources can be made distinguishable by having different polarisation characteristics.
The IR image sensor of the eye glasses may comprise a sensor surface, which is preferably plane, and which is arranged at some known distance from an optical aperture, such as a fixed or variable diaphragm, of the image sensor. This way, all light rays incident on the sensor surface will pass essentially through a common point, namely the centre of the optical aperture in the case of a pinhole camera model. In Gaussian optics, nodal points define the incident angles of the IR beams. It is further possible to detect a position of the signal on the sensor surface. The position of the signal may be a peak-intensity point, in which the maximal intensity is received or the centroid for sub-pixel resolution. Alternatively, if the sensor surface makes detections in a binary fashion with respect to some intensity threshold or if the pixels tend to become saturated frequently, the geometrical centre of the illuminated spot can be used as a signal position. On the basis of the centre of the optical aperture, the signal position and the separation between the optical aperture and the sensor surface, the angle of incidence of the light ray can be calculated. Preferably, this signal is incorporated in the IR signal source tracking signal generated by the image sensor.
The eye-tracking unit of the eye glasses may comprise the following sections: one or more devices adapted to emit IR or near-IR light, preferably arranged on a sidepiece of the eye glasses and directed towards an eye of the person wearing the glasses; a detector for acquiring an image of the eye, the detector preferably being arranged on a sidepiece of the eye glasses; and an evaluation unit for processing the acquired image of the eye and thereby determining a gaze direction of the eye. Preferably, the device for emitting IR or near-IR light to illuminate an eye of the person is directed towards the eye via reflection on one of the transparent plates of the eye glasses, which then acts as a partial IR mirror or may have an IR-reflective coating. The detector is adapted to receive only light at the wavelength of the IR-light-emitting device, so that the eye is imaged using only active illumination. To achieve such wavelength discrimination, a filter for removing light in the visible spectrum, such as a (low-pass) absorption filter, may be provided in front of the detector. Since the described eye-tracking unit is located closely to the eye, it would be delicate to arrange illumination and detection means coaxially, for thereby enabling eye tracking in the bright-pupil state (the familiar ‘red-eye effect’) caused by retinal reflection. Therefore, preferably, the IR-light-emitting device and the detector are arranged on separate optical axes, so that the eye is imaged in its dark-pupil condition.
According to an embodiment of the present invention, the eye glasses are provided with a first polarisation filter before at least one eye of the test subject. This may be advantageous in cases where the gaze detection system is used outdoors. Suitably, the polarisation filter is provided as a layer on the plates (lenses) of the eye glasses. Optionally, a second polarisation filter, the transmissive direction of which is perpendicular to that of the first polarisation filter, is arranged in front of the detector of the eye-tracking unit. This way, the detector is blocked from any light which has been polarised by the filter on the plates, thus amplifying the relative intensity of light from the IR-light-emitting device; external light could otherwise cause excitation of the detector and disturb the measurements. As an additional advantage, the first polarisation filter may attenuate uncomfortable sunlight reflexes on horizontal surfaces from reaching the test subject's eyes. The first filter will be particularly efficient in this respect if its transmissive direction is essentially vertical during wear, as the vertically polarised component of such reflected sunlight is usually faint.
To save weight and volume, certain components needed for the operation of the eye glasses can be located in a physically separate support unit, which can be hung from a belt worn by the test subject or placed in a pocket. Such support unit, which is communicatively coupled to a pair of eye glasses, may contain a voltage source (such as a solar cell or battery), a data buffer for storing information collected during measurements, a processing means for performing pre-processing of data (such as data compression or conversion to a suitable format), a wireless transmitter/receiver adapted to communicate with the associated pair of eye glasses and/or with the data processing and storage unit.
The image sensor of the eye glasses may consist of two orthogonal line sensors, the scanning directions of which are preferably arranged parallel with the frontal plane of the test subject during wear of the eye glasses. The scanning direction of one of the line sensors may be vertical, but is preferably rotated by an angle of 3-30 degrees. In practical situations, it is often convenient—and sometimes necessary—to arrange IR sources aligned along a vertical or horizontal line; see, e.g.,
According to an embodiment of the present invention, at least one IR signal source of the system is operable in an energy-saving mode or standby mode. Since it is important that the IR signal sources are flexible and easy to deploy in various test environments, they are preferably battery-powered. To increase time between battery chargings or replacements, an IR signal source may be adapted to enter the energy-saving mode after the typical duration of a test session. The IR signal source can be reactivated by receiving, suitably via a wireless communication means, a predefined signal from a pair of eye glasses or from the data processing and storage unit. To further reduce energy consumption, the IR signal source preferably comprises a passive receiving means adapted to convert incident electromagnetic radiation into an amount of electric energy sufficient to actuate the IR signal source into its operation mode. The eye glasses may then comprise means for emitting such electromagnetic radiation.
In situations where a large number of test subjects participate in an eye-tracking-assisted study, efficient collection and presentation of the data are essential. Hence, a system according to the invention—and adapted with special regard to such studies—may comprise a plurality of individual user equipments (several pairs of eye glasses), so that more than one user at a time can look at the test scene while being monitored with respect to gaze point. Most expediently, however, such a multi-subject system comprises one single data processing and storage unit, so that gaze-point information for all users is gathered in one location. This facilitates statistical analysis of the entire amount of gaze-point information. Additionally, gaze-point data for all test subjects can be conveniently presented with respect to a single picture of the test scene, the picture being acquired by any one of the eye glasses of the system or by an external imaging device, as appropriate.
These and other aspects of the invention will be apparent from and elucidated with reference to the embodiments described hereinafter. All terms used herein are to be interpreted according to their ordinary meaning in the technical field, unless explicitly defined otherwise herein.
Embodiments of the present invention will be described with reference to the accompanying drawings, on which:
With reference generally to
In the exemplary situation shown in
The eye glasses 400 comprise several measuring devices. Firstly, an eye-tracking unit (not shown) is provided. As a part of the eye-tracking unit (not shown), an IR light source 420 for illuminating the right eye by invisible IR light is provided on the projection 418. The eye glasses 400 shown in
Secondly, an image sensor 416 is provided on a frontal side of the eye glasses 400, suitably under a protective transparent plate. The transparent plate may be adapted to block shorter wavelengths, and may be a low-pass filter, alternatively a band-pass filter centred around the IR signal centre wavelength. The image sensor 416 is adapted to receive at least one IR signal for use as a reference in determining the location of the test scene relative to the eye glasses 400. The image sensor 416 is preferably adapted to ignore other IR signals than those emitted by the IR signal sources 800 of the system 100 for gaze-point detection; signals proper to the system can be distinguished from other IR radiation by being modulated with respect to time, frequency or polarisation. The image sensor 416 may not only detect the presence of a given IR signal, but can also measure its angle of incidence on the image sensor 416, so that the line of sight to the signal source can be derived. Moreover, modulation of the received IR light can be encoded, so that identities of IR signal sources can be determined on a later processing stage, such as in the data processing and storage unit. The measurement data from the image sensor 416 is output as an IR signal source tracking signal. Particulars of the image sensor 416, and suitable variants of it, will be described below with reference to
Thirdly and finally, a camera unit 414 is provided on a frontal side of the eye glasses, preferably under a protective transparent plate. Both the image sensor 416 and the camera unit 414, which are immobile with respect to the eye glasses 400, are situated closely to the (visual axis of the) eye of which the gaze direction is detected, so as to minimise parallax errors. It is noted that the positions of the image sensor 416 and the camera unit 414 may be reversed without any functional inconvenience. The camera unit 414 is adapted to acquire at least one picture of the test scene in the visible spectrum, which does not include IR radiation. Because the separation of the eye and the camera unit 414 is small, any picture of the test scene acquired by the camera unit 414 corresponds approximately to the visual perception of the person wearing the eye glasses 400 at that point in time, at least if the person is not diverting his or her gaze from the relaxed direction.
The data collected by the eye-tracking unit (not shown), the image sensor 416 and the camera unit 414—namely, the eye-tracking signal, the IR signal source tracking signal and the at least one picture may be stored in the eye-glasses temporarily, or may be transmitted over a wired or wireless communication link to the data processing and storage unit 110 of the system 100. The measurement data are generally time-stamped, so as to facilitate further processing and presentation. The time stamps may be generated on the basis of local clocks provided in data-generating parts of the system 100. The local clocks may be synchronised with respect to a master clock (which may be a designated local clock) by transmitting a synchronisation signal over the communication links already present in the system 100.
In a particular embodiment, the frontal side of the eye glasses 400 is provided with an activation signal transmitter 422, which is operable to transmit a wireless activation signal—e.g., IR, optical, acoustic and even radio-frequency—towards an expected location of an IR signal source. It is advantageous to use a directive activation signal such as an optical signal, which makes it possible to activate the IR signal sources in one test scene separately from those of other test scenes even if these are arranged in spatial proximity of each other. Indeed, if this IR signal source is in a standby mode which can be interrupted by such activation signal (this is detailed below with reference to
A more detailed description of a currently preferred embodiment of the IR image sensor 416 of the eye glasses 400 will now be given. The image sensor 416 is composed of two orthogonal line sensors, from the output signals of which the reception direction (expressible as two angles, because the apparent position of an IR signal source has two degrees of freedom) and identity of an IR signal can be determined. The reception direction can be expressed as two angles, because the apparent position (the projection onto the plane of the test scene) of an IR signal source has two degrees of freedom. As used herein, a line sensor is a directional light sensor, which outputs a received signal as a function of a coordinate measured along a scanning direction of the sensor. Thus, contributions from any two light sources located at the same coordinate—that is, on a line perpendicular to the scanning direction will be summed by the line sensor. On the basis of signals from two line sensors that are orthogonal (or at least have distinct scanning directions), the two angles (or, equivalently, image plane coordinates) characteristic of the reception direction can be determined. In this embodiment, the line sensors are positioned so that their respective scanning directions are orthogonal and are parallel with the frontal plane FP of the person wearing the eye glasses 400, as shown in
As noted in earlier sections, the peak-intensity point is but one way to define the position of the signal on the sensor surface 710. It is also possible, and perhaps more suitable if two or more pixels share the maximal intensity, to retrieve the geometric centre of the illuminated spot. The centre may be computed as a centroid weighted by the local intensity value at each pixel in the illuminated spot. The centroid position is given by the following formula:
where xi is the coordinate and INTi is the intensity reading of the ith pixel. Furthermore, if the point-spread function of the sensor is known, the received signal pattern may be de-convolved with respect to this function in order to retrieve the pre-image of the sensor. To enhance accuracy, the darkness current of the sensor, as determined in a calibration step, may be subtracted prior to other signal processing.
With reference to
horizontal and vertical angles between visual and optical axes of the eye,
radius of corneal curvature, and
distance between the centre of the pupil and the centre of corneal curvature.
Computational methods for determining the gaze direction (and thus the gaze point in an image plane) on the basis of an eye image containing at least one corneal glint are known in the art, e.g., through the teachings of E. D. Guestrin and M. Eizenmann in IEEE Transactions on Biomedical Engineering, Vol. 53, No. 6, pp. 1124-1133 (June 2006), which is included herein by reference.
The steps having been described in the preceding paragraph (which are symbolically represented inside the dashed rectangle in
With reference again to
The transformation of the gaze point, which is performed in the third processing step P3, more precisely is a perspective projection. As those skilled in the art will appreciate, a perspective projection of a point can be expressed as a linear mapping if the point is given in homogeneous coordinates. The perspective projection is the identity mapping if the eye glasses have not been dislocated. If instead the eye glasses have been moved (translated and/or rotated), then the perspective projection can be defined as the mapping which transforms the visual percept (image-plane points) of the IR signal sources at that point in time when the eye-tracking data S1 were collected into the visual percept of the IR signal sources when the test scene picture S6 was acquired.
The precise distribution of the processing steps between different constituent parts of the system has not been discussed above. Storing and processing data are activities that gradually require less energy and occupy less physical space as the technological development progresses. The tasks can in fact be allocated in many, fairly equivalent ways. As an example, the allocation shown in table 1 may be applied.
The distribution shown in table 1 may not be optimal if the following assumptions are true: (i) communication links between the eye glasses and their respective support units are slow and unreliable, as are communication links between the support units and the central data processing and storage unit; and (ii) numerical computations can be executed at the eye glasses at low battery consumption. In such conditions, the alternative allocation scheme set forth in table 2 may perform better.
By routine experimentation, the skilled person will find a suitable distribution of the processing steps in a given situation once this specification has been read and understood.
As an alternative to feature tracking, Kalman filtering can be used for reconstructing the position of the eye glasses in cases where the set of received IR signals is incomplete. A Kalman filter for position and orientation estimation based on optical reference signals is disclosed in G. F. Welch, SCAAT: Incremental tracking with incomplete information, doctoral thesis, University of North Carolina, Chapel Hill (October 1996), which is included herein by reference. The IR signal source tracking history is then used in association with assumptions on, e.g., the maximal acceleration of persons wearing the eye glasses of the system. In a simpler approach, one may alternatively use the latest estimated perspective projection as an initial guess; apart from accelerating the estimation, this may also prevent the estimation algorithm from converging to a false solution. As yet another alternative, if a history of observations is available around the point in time having incomplete data (this implies that the processing is accomplished non-causally), linear interpolation between two known points may be used.
The presentation of gaze-point data detected by a system according to the invention can be fashioned in a multitude of formats. As an example,
In a particular embodiment, test scene pictures are acquired at regular time intervals (such as 10-100 pictures per second and suitably 20-40 pictures per second) by the camera unit of the eye glasses. This way, a video sequence of the test scene is obtained. The gaze point may then be represented by superimposed graphical symbols, not on a stationary test scene picture but on respective frames of the video sequence of the test scene. (It is noted that even when only one test scene picture is acquired, the frames in such a video sequence could in principle be reconstructed on the basis of IR signal source tracking data by applying perspective transformations to the one test scene picture; the associated computational effort would be comparatively large.) This embodiment may be particularly useful in connection with simulators. It is also advantageous in studies where the test scene is a video monitor presenting a variable visual stimulus to the test subject. Indeed, a comprehensive evaluation of the results, in terms of the gaze point at different points in time, should take into account what image the test subject has been presented with at a given moment.
While the invention has been illustrated and described in detail in the drawings and foregoing description, such illustration and description are to be considered illustrative or exemplary and not restrictive; the invention is not limited to the disclosed embodiments. Other variations to the disclosed embodiments can be understood and effected by those skilled in the art in practicing the claimed invention, from a study of the drawings, the disclosure and the appended claims. In the claims, the word ‘comprising’ does not exclude other elements or steps, and the indefinite article ‘a’ or ‘an’ does not exclude a plurality. The mere fact that certain features are recited in mutually different dependent claims does not indicate that a combination of these features cannot be used to advantage. Any reference signs in the claims should not be construed as limiting the scope.
This patent application is a continuation of U.S. patent application Ser. No. 13/145,636, filed Jul. 21, 2011, now U.S. Pat. No. 9,495,589, which is a national phase application of PCT Patent Application No. PCT/EP2009/000480, filed Jan. 26, 2009.
Number | Name | Date | Kind |
---|---|---|---|
4896962 | Menn | Jan 1990 | A |
4967268 | Lipton | Oct 1990 | A |
4973149 | Hutchinson | Nov 1990 | A |
5325192 | Allen | Jun 1994 | A |
5689619 | Smyth | Nov 1997 | A |
6243076 | Hatfield | Jun 2001 | B1 |
6307521 | Schindler | Oct 2001 | B1 |
6351273 | Lemelson | Feb 2002 | B1 |
6373961 | Richardson | Apr 2002 | B1 |
6381339 | Brown et al. | Apr 2002 | B1 |
6637883 | Tengshe et al. | Oct 2003 | B1 |
7246904 | Knaan | Jul 2007 | B2 |
7266995 | Skogo | Sep 2007 | B2 |
7391887 | Durnell | Jun 2008 | B2 |
7438414 | Rosenberg | Oct 2008 | B2 |
7538744 | Liu | May 2009 | B1 |
7542210 | Chirieleison, Sr. | Jun 2009 | B2 |
7572008 | Elvesjo | Aug 2009 | B2 |
7720264 | Fouquet | May 2010 | B2 |
7736000 | Enriquez | Jun 2010 | B2 |
7747068 | Smyth | Jun 2010 | B1 |
7810926 | Connell, II | Oct 2010 | B2 |
7883415 | Larsen | Feb 2011 | B2 |
7889244 | Tsukizawa | Feb 2011 | B2 |
7963652 | Vertegaal | Jun 2011 | B2 |
8025400 | Chernyak | Sep 2011 | B2 |
8032842 | Kwon | Oct 2011 | B2 |
8126208 | Steinberg | Feb 2012 | B2 |
8136944 | De Lemos | Mar 2012 | B2 |
8180101 | Sun | May 2012 | B2 |
8185845 | Bjorklund | May 2012 | B2 |
8274578 | Hong | Sep 2012 | B2 |
8339446 | Blixt | Dec 2012 | B2 |
8457352 | Hennessey | Jun 2013 | B2 |
8464165 | Van Os | Jun 2013 | B2 |
8467133 | Miller | Jun 2013 | B2 |
8487838 | Lewis | Jul 2013 | B2 |
8500278 | Lo | Aug 2013 | B2 |
8500281 | Ahn | Aug 2013 | B2 |
8553936 | Fogt | Oct 2013 | B2 |
8860660 | Jahnke | Oct 2014 | B2 |
8878773 | Bozarth | Nov 2014 | B1 |
8879801 | Ragland | Nov 2014 | B2 |
8885877 | Publicover | Nov 2014 | B2 |
8885882 | Yin | Nov 2014 | B1 |
8911087 | Publicover | Dec 2014 | B2 |
8929589 | Publicover | Jan 2015 | B2 |
8955973 | Raffle | Feb 2015 | B2 |
9039179 | Brown, Jr. | May 2015 | B2 |
9179833 | Narasimha-Iyer | Nov 2015 | B2 |
9179838 | Skogo | Nov 2015 | B2 |
9329684 | Horesh | May 2016 | B2 |
9330302 | Thukral | May 2016 | B2 |
9345402 | Gao | May 2016 | B2 |
9355315 | Vugdelija | May 2016 | B2 |
9361833 | Kamhi | Jun 2016 | B2 |
9386921 | Cleveland | Jul 2016 | B2 |
9398848 | Hansen | Jul 2016 | B2 |
9430040 | Zhang | Aug 2016 | B2 |
9442644 | Bostick | Sep 2016 | B1 |
9468373 | Larsen | Oct 2016 | B2 |
9480397 | Larsen | Nov 2016 | B2 |
9503713 | Fuka | Nov 2016 | B2 |
9552061 | Zhang | Jan 2017 | B2 |
9619707 | Sakamaki | Apr 2017 | B2 |
9639154 | Bostick | May 2017 | B2 |
9639745 | Williams | May 2017 | B2 |
9646207 | Kuldkepp | May 2017 | B2 |
20020105482 | Lemelson | Aug 2002 | A1 |
20020167462 | Lewis | Nov 2002 | A1 |
20040170304 | Haven | Sep 2004 | A1 |
20040174496 | Ji | Sep 2004 | A1 |
20050175218 | Vertegaal | Aug 2005 | A1 |
20050190180 | Jin | Sep 2005 | A1 |
20060028400 | Lapstun | Feb 2006 | A1 |
20060149426 | Unkrich | Jul 2006 | A1 |
20090174864 | Hutchin | Jul 2009 | A1 |
20090219386 | Ebisawa | Sep 2009 | A1 |
20090237327 | Park | Sep 2009 | A1 |
20100110368 | Chaum | May 2010 | A1 |
20100328444 | Blixt | Dec 2010 | A1 |
20110013007 | Holmberg | Jan 2011 | A1 |
20110085700 | Lee | Apr 2011 | A1 |
20110109880 | Nummela | May 2011 | A1 |
20110214082 | Osterhout | Sep 2011 | A1 |
20120019662 | Maltz | Jan 2012 | A1 |
20120021806 | Maltz | Jan 2012 | A1 |
20120300061 | Osman | Nov 2012 | A1 |
20130083007 | Geisner | Apr 2013 | A1 |
20130083173 | Geisner | Apr 2013 | A1 |
Number | Date | Country |
---|---|---|
0125808 | Apr 1984 | EP |
2003-225207 | Aug 2003 | JP |
2004-113755 | Apr 2004 | JP |
2005-312605 | Nov 2005 | JP |
2005-046565 | May 2005 | WO |
Entry |
---|
U.S. Appl. No. 13/145,636 Notice of Allowance dated July 21, 2016. |
Number | Date | Country | |
---|---|---|---|
20140146156 A1 | May 2014 | US |
Number | Date | Country | |
---|---|---|---|
Parent | 13145636 | US | |
Child | 14153267 | US |