WO1996003709A1 - Inspection device and method - Google Patents

Inspection device and method Download PDF

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Publication number
WO1996003709A1
WO1996003709A1 PCT/US1995/010006 US9510006W WO9603709A1 WO 1996003709 A1 WO1996003709 A1 WO 1996003709A1 US 9510006 W US9510006 W US 9510006W WO 9603709 A1 WO9603709 A1 WO 9603709A1
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WO
WIPO (PCT)
Prior art keywords
specimen
microscope
images
image
view
Prior art date
Application number
PCT/US1995/010006
Other languages
English (en)
French (fr)
Inventor
Mark R. Rutenberg
Robert Tjon-Fo-Sang
Original Assignee
Neuromedical Systems, Inc.
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Neuromedical Systems, Inc. filed Critical Neuromedical Systems, Inc.
Priority to AU32405/95A priority Critical patent/AU700213B2/en
Priority to EP95928774A priority patent/EP0772840A4/de
Publication of WO1996003709A1 publication Critical patent/WO1996003709A1/en

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Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • G06T7/0012Biomedical image inspection
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N15/00Investigating characteristics of particles; Investigating permeability, pore-volume or surface-area of porous materials
    • G01N15/10Investigating individual particles
    • G01N15/14Optical investigation techniques, e.g. flow cytometry
    • G01N15/1429Signal processing
    • G01N15/1433Signal processing using image recognition
    • GPHYSICS
    • G02OPTICS
    • G02BOPTICAL ELEMENTS, SYSTEMS OR APPARATUS
    • G02B21/00Microscopes
    • G02B21/24Base structure
    • G02B21/26Stages; Adjusting means therefor
    • GPHYSICS
    • G02OPTICS
    • G02BOPTICAL ELEMENTS, SYSTEMS OR APPARATUS
    • G02B21/00Microscopes
    • G02B21/36Microscopes arranged for photographic purposes or projection purposes or digital imaging or video purposes including associated control and data processing arrangements
    • G02B21/365Control or image processing arrangements for digital or video microscopes
    • GPHYSICS
    • G02OPTICS
    • G02BOPTICAL ELEMENTS, SYSTEMS OR APPARATUS
    • G02B21/00Microscopes
    • G02B21/36Microscopes arranged for photographic purposes or projection purposes or digital imaging or video purposes including associated control and data processing arrangements
    • G02B21/365Control or image processing arrangements for digital or video microscopes
    • G02B21/367Control or image processing arrangements for digital or video microscopes providing an output produced by processing a plurality of individual source images, e.g. image tiling, montage, composite images, depth sectioning, image comparison
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/10Segmentation; Edge detection
    • G06T7/11Region-based segmentation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/60Type of objects
    • G06V20/69Microscopic objects, e.g. biological cells or cellular parts
    • G06V20/693Acquisition
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10056Microscopic image
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30004Biomedical image processing
    • G06T2207/30024Cell structures in vitro; Tissue sections in vitro

Definitions

  • the present invention relates to an apparatus and method for the visual inspection of an image, and, more particularly, to a device and method for facilitating the review of a selected specimen or area of interest with a microscope.
  • the present invention provides a device and method for automatically repositioning an area of a specimen in the field of view of a microscope to facilitate a technician directly viewing an area of the specimen which was found to be significant in a review of a number of images of different areas of the specimen.
  • the device includes a display upon which a number of images are presented and a mouse, for example, which allows the technician to select an image on the display for view through a microscope.
  • a device for the visual inspection of a specimen includes a first microscope for obtaining a magnified view of different areas of a specimen, a display monitor for displaying images of at least a subset of the different areas of the specimen, a selector for enabling the selection of a image displayed on the monitor, a second microscope for obtaining a view of an area of the specimen corresponding to the selected image, a motorized stage for positioning the specimen with respect to the field of view of the second microscope, and a processor for determining the image selected and instructing the motorized stage to position the specimen so that the area of the specimen corresponding to the selected image is in the field of view of the second microscope.
  • a device for the visual inspection of a specimen includes a storage memory for storing images and locations of different areas of a specimen, a display monitor for displaying at least a subset of the stored images, a selector for enabling the selection of a image displayed on the monitor, a microscope for obtaining a magnified view of the specimen, a motorized stage for positioning the specimen with respect to the field of view of the microscope, and a processor for determining the image selected and instructing the motorized stage to position the specimen in accordance with the stored location of the area on the specimen corresponding to said selected image.
  • a method for facilitating the inspection of a specimen includes the steps of positioning a specimen in the field of view of a microscope to obtain views of different parts of a specimen, displaying images of the views, detecting the selection by an operator of at least one of the images, and repositioning the specimen so that the selected image is in the field of view of a microscope.
  • Figure 1 is a schematic illustration of a viewing and inspection auditing device iri accordance with the present invention
  • Figure 2 is an illustration of an exemplary inspection display screen
  • Figure 3 is a close-up view of a portion of the display screen of Figure 2
  • Figures 4 is a flowchart of an inspection auditing algorithm in accordance with the present invention.
  • Figure 5 is a schematic illustration of a review station.
  • the apparatus 10 includes a camera 12 for capturing an image of an object, a monitor 14 for displaying the captured image for inspection purposes, and a general processor 16 and mouse 18 for facilitating the auditing features of the invention.
  • the apparatus 10 may include a microscope 20 to magnify small or microscopic objects to a size suitable for inspection and display on the monitor 14. The microscope 20 would thus have particular use when the object to be inspected is a cell or group of cells.
  • the microscope 20 is automated in that it is associated with a motorized stage 21 which is capable of presenting different areas of an object or specimen within the field of view of the microscope as determined by the general processor 16.
  • the motorized stage 21 may be a part of the microscope 20 or may be a separate element functioning in concert with the microscope.
  • An optional image processor 22 may also be included to perform various image processing functions, such as automated inspection and/or classifying functions, on the image captured by the camera 12 prior to display on the monitor 14.
  • the following description will focus on an exemplary automated Pap smear screening process. It will be appreciated however that the invention is not limited to the auditing of a Pap smear screening process, but has broad application in any visual inspection process carried out by a person on a displayed image of an object.
  • the objects to be inspected are a number of cells contained among, for example, 200,000 cells in a Pap smear specimen disposed on a slide.
  • the inspection apparatus is tailored to accommodate locating and displaying relatively few microscopic cells of the many cells of the specimen.
  • the displayed cells would be those, for example, which appear most likely to be malignant or premalignant.
  • Such an automated Pap smear screening system is marketed by Neuromedical Systems, Inc. , of Suffern, New York under the trademark PAPNET ® .
  • the PAPNET ® screening system and related screening systems and methods are further disclosed in U.S. Patent Nos. 4,965,725 and 5,287,272 and in U.S. Patent Application Serial Nos. 07/425,665, 07/502,611 , 08/196,714 and 08/196,982 all of which are incorporated by this reference.
  • the inspection and auditing apparatus 10 is automated to at least some degree.
  • the microscope 20 is preferably automated and is capable of scanning the specimen while the camera 12 grabs an image of the view provided by the microscope.
  • the image is then digitized and preferably provided to the image processor 22.
  • the image processor 22 may be equipped to perform its own automated inspection of the imaged objects in addition to the inspection of the displayed images performed by the inspection technician.
  • the image processor 22 also includes functions directed to determining specific locations of interest in an object, such as the centroid of a cell, to aid in the auditing functions of the invention.
  • the image processor 22 performs a morphological filtering of the image received from the camera 12 to determine a number of objects in the image which are of the same approximate size as a malignant or premalignant cervical cell.
  • a secondary classification is also performed by a neural network to further reduce the number of images which must be inspected by a cytotechnician.
  • the resultant images and their corresponding coordinates in the specimen are then transferred to the general processor 16 for storage in the memory 24 and for display by the monitor 14.
  • the screening functions performed by the primary and secondary classifiers in series will, for a specimen having at least one premalignant or malignant cell, rank at least one premalignant or malignant cell among the highest 64 ranked cells in the specimen. For this reason it is generally sufficient that the cytotechnician closely examines only the 64 highest ranked cells. It has further been found that it is desirable that the 64 highest ranked cell images, or tiles, be presented in an 8 x 8 matrix 30 of tiles 32, as is shown in Figure 2 or in some other sequence, arrangement, etc., for example, four screens of a 4 x 4 matrix of tiles.
  • the cytotechnician will individually examine each of the sixty-four displayed cellular images 34 centered in a tile 32, and identify any possibly malignant images for storage in memory 24 and later analysis by a pathologist.
  • a representative tile is illustrated in Figure 3 with a cell centered within the tile. The cytotechnician will then command the device to display the next screen of sixty-four images, and an inspection of these images will be performed.
  • the commands to the general processor 16 to store the image of a possibly malignant cell may be accomplished through entering the appropriate sequence of keystrokes in the keyboard or through the use of a conventional mouse-driven cursor.
  • the mouse 18 may be a mechanical mouse or optical mouse. In the case of a mouse activated system, the cytotechnician may move a cursor appearing on the display to the area of the possibly malignant image and depress a key on the mouse 18 which would command the general processor 16 to store that image in the memory 24.
  • the system may employ a mouse driven menu configuration, such as is known in the art, to command the general processor 16 to perform a certain function, or the mouse could be equipped with multiple keys for the selection of separate functions.
  • mouses is well known in the art and there are several commercially available mouses and software drivers to operate the mouse for a number of different computer manufacturers. Variations on the manner in which the cytotechnician (inspection technician) interfaces with the general processor 16 will be apparent to those of ordinary skill in the art and are within the scope of the invention. Other manners in which the technician can interface with the general processor 16 include a light pen, a track ball and a keyboard, for example.
  • the present invention provides a means requiring the cytotechnician to direct his or her attention and focus to each and every cellular image on the display to alleviate this problem.
  • the cytotechnician Using the mouse 18, the cytotechnician must drag the display cursor 36 to within a certain tolerance of the approximate center 38 of each image 34 of the sixty-four tiles 32 that are presented and maintain the mouse in that respective center for a period of time sufficient for a cytotechnician to perform an adequate classification of the imaged cell.
  • a view of primarily only a single cell is approximately centered in the image area (also referred to as tile herein).
  • the position information of the cursor such as its X and Y coordinates, is transferred to the general processor 16 such as through a port, which is conventional.
  • the general processor 16 notes that the image has been examined.
  • the indication that the image has been examined, as evidenced from the cursor 36 being approximately centered on an image 34 for a sufficient period of time to perform an adequate inspection, may be indicated on the display 30 such as by highlighting the perimeter of the tile 32 or by some other means.
  • the cytotechnician must devote at least a substantial amount of attention to the suspect cell in order to correctly center the cursor 36 in each tile in order to move to the next screen or specimen slide. Only after the cursor 36 has been approximately centered on each image 34 on the screen 30 for a sufficient period of time will the general processor 16 allow the next set of images 30 to be displayed on the monitor 14.
  • the display of the next set of images 30 may be automatic or may be the result of the cytotechnician manipulating the cursor 36 to a set location on the screen and clicking the mouse 18 or through a certain sequence of keystrokes.
  • FIG. 4 there is shown a relatively detailed flowchart illustrating the step-by-step functions preferably performed to accomplish the features described above.
  • reference numerals contained with parentheses designate like numbered steps in the flowchart of Figure 4.
  • the mouse routine 95 will begin determining whether the cursor 36 has appeared within a certain number of pixels of a tile center 38 for a sufficient duration of time for a cytotechnician to perform an adequate inspection of the image 34 centered in that tile. Initially, the routine 95 will determine whether the screen 30 has recently been changed to display a new set of sixty-four images (100).
  • routine 95 will not perform any cursor checking. If the screen 30 has been changed, then further screen changing is disabled (105), thus preventing a new screen from being displayed by the general processor 16, regardless of whether such a change is requested by the cytotechnician. A separate decremental timer is then initialized for each of the sixty-four tiles 32 in the screen 30 (110).
  • decremental timers are set at a number sufficiently high that number multiplied by the time period between obtaining cursor 36 positions from the port will equal a time which has been determined to be sufficiently long in duration for a cytotechnician to adequately inspect a tile 32 to determine whether the image 34 centered in that tile should be tagged for further analysis by a cytologist.
  • the X and Y coordinates of the screen cursor 36 as determined by the mouse 18 are then obtained from a port, as is conventional (115).
  • the routine will access that port and obtain the X and Y coordinates of the screen cursor only once every certain duration as determined by a timing circuit in the general processor 16 or the time it takes to execute a pass through the routine 95.
  • the decremental timers may be set to a count of one in which case the simple passing of the mouse controlled screen cursor through the appropriate place in a tile for a time that is long enough to be detected there will be an acceptable time.
  • the X and Y coordinates are compared against predetermined values to determine whether the cursor 36 lies within a certain distance of the tile center 38 (120). If the maximum tolerance distance is held constant at all positions around the tile center 38, a circle is formed within which the screen cursor 36 must lie in order for the corresponding decremental timer to be decremented.
  • the coordinates of the screen cursor 36 are checked f * ''" ⁇ ' ; ne ⁇ ?y lie wiuu i a square or tolerance DOX 40 formed around the tile center.
  • Th .acilitates determining whether the cursor is within a certain boxed tolerance of the centerpoint. Consequently, to define the tolerance box 40 surrounding the center 38 of each tile 32, only four values need be predetermined and stored, for example, the X coordinate at the top left corner 42 of the box, the Y coordinate at the top right corner 44 of the box, the Y coordinate at the bottom left corner 46 of the box, and finally the X coordinate at the bottom right corner of 48 the box.
  • the decremental counter for that tile 32 is decremented by one (130). It is then determined whether the decremental counter for each of the sixty-four tiles 32 has been decremented to zero (135). If not, then no further action in the routine 95 is taken until the timed period has elapsed to obtain a new cursor position from the port. If, however, the decremental timer for all tiles 32 have been decremented to zero, then the screen change is enabled (140).
  • the general processor 16 will acknowledge the request and display the next screen 30 of images 34.
  • the routine 95 now checks to determine whether the screen 30 has been changed (100) it will determine that it has, and the ability to change the screen to display a new set of sixty- four images will be disabled until those images have been inspected (105).
  • FIG. 4 illustrates only those functions related to the cursor checking routine.
  • the general processor 16 will, of course, perform other functions in between the time periods in which the cursor 36 position is obtained, and that position is checked to determine whether it lies within the tolerance box 40 of a tile center 38. Also note that, if the cytotechnician has determined that a certain tile 32 merits further review by a cytologist, that tile is stored for future review, and the decremental timer for that tile is immediately set to zero, as if that tile had been inspected for the appropriate duration of time.
  • the cytotechmcian manipulate the screen cursor 36, via the mouse 18, to the center 38 of a tile 32 and leave it there for the complete time duration. It is only necessary that the screen cursor 36 appear within the tolerance box 40 around a tile center 38 and that the routine 95 confirms the presence of the cursor within the tolerance box a certain number of times. Consequently, the cytotechnician may compare two different tiles 32 on the screen 30, and move the screen cursor to the approximate center 38 of each tile back and forth a couple times if he or she so desires. It is only necessary that the composite time that the screen cursor 36 spends within the tolerance box 40 is sufficient to indicate an adequate inspection of that tile.
  • routine refers to an embodiment wherein tiles may be inspected simultaneously
  • routine could be simply modified to require that each tile be inspected separately for a set period of time before moving the cursor to the next tile, or that the timing functions could be removed altogether requiring only that the routine confirms that the screen cursor 36 has been moved through the tolerance box 40 surrounding each tile center 38.
  • This latter embodiment without the timing constraints would have particular application when a person performing the inspection would recognize a flaw or that a cell was malignant very quickly, or as quickly as he or she could position the cursor near the center 38 of a tile 32 and the routine 95 could confirm that the cursor has been moved within the required tolerance of the tile center.
  • the technician review not only the images presented on the display 14, but that the technician review through a microscope actual views of an object or specimen that has been identified on the display as being of concern. This may be the case when reviewing and classifying a Pap smear for the presence of malignant cells.
  • the surrounding material can confirm to the technician whether the suspect cell is malignant or benign or whether the cell is part of an overall grouping of cells, in which case the technician may also be able to diagnose certain malignancy types.
  • a microscope view is often better in color, contrast and in resolution than a recreation of the image on a display.
  • a microscope system 20 having a motorized stage 21, as shown in Figure 1, with the motorized stage being in communication with the general processor 16.
  • the motorized stage 21 positions an area of a specimen or slide mounted thereon with respect to the field of view of microscope 20 based on information, such as X and Y coordinates, received from the general processor 16.
  • An exemplary microscope is manufactured by Carl Zeiss, Inc. of Germany, and a suitable motorized stage is manufactured by Ludl Electric Products, Ltd. of Hawthorne, New York.
  • a technician detects on the display 14 a cell image which is suspected of being a malignant cell
  • the technician selects the cell image for review through the microscope 20 such as by positioning a screen cursor on the cell image and depressing a button on a mouse, for example.
  • the selection of the cell image is transferred to the general processor 16 which in turn sends appropriate coordinate information, such as X and Y coordinates of the center of the image, to the motorized stage 21.
  • the motorized stage 21 thus repositions the area of the slide or specimen mounted thereon which corresponds to the selected image in the field of view of the microscope 20.
  • the technician When the technician then views the specimen through the microscope 20, the technician will see the area of the specimen containing the suspect cell, preferably with the suspect cell centered in the field of view.
  • the technician may also scan the area and surrounding areas with the microscope 20 using the motorized stage 21 to affect the repositioning of the specimen with relation to the field of view of the microscope.
  • the scanning station 60 which scans a specimen and stores images for later review by a technician, would be substantially as shown in Figure 1 , although the video display 14 may not be necessary if no review of images were to take place at the scanning station.
  • a separate review station 62 for the review of previously scanned images is shown in Figure 5.
  • the review station 62 like the scanning station, preferably includes a general processor 16a with memory 26a and a mouse 18a, a storage memory 24a for storing images to be reviewed, a video display 14a for the display of the stored images, a microscope 20a and a motorized stage 21a.
  • the review station 62 need not include a dedicated image processor or a camera since the images have already been created and possibly partially classified by the scanning station 60.
  • the scanned specimen is taken from the scanning station 60 along with the stored images and their coordinate locations on the specimen, which may be stored on electronic media or an optical disk, for instance, to a review station 62.
  • the specimen is then placed on the motorized stage 21a and the images are loaded into storage memory 24a.
  • the technician then calls up the images on the display 14a and reviews the images as discussed above.
  • the technician detects an image on the display 14a which is suspicious, the image is selected, such as by positioning a screen cursor on the image and depressing a certain button on a mouse 18a.
  • the general processor 16a determines the coordinates of the area of the specimen corresponding to the selected image and transfers the coordinate information to the motorized stage 21a which positions the appropriate area of the specimen in the field of view of the microscope 20a.
  • the technician can then examine the actual magnified view of the suspicious cell or other object as well as the contextual surround through the microscope 20a.
  • routine could be applied to any inspection technique.
  • the routine could be used to determine whether a computerized inspection of a microchip was being performed adequately, or for any other computerized application, such as the inspection of the image of a human heart, or a simple mechanical gear.
  • the location to which the technician's interest was being directed was the center of the image, the routine could be applied to a location other than the center of the image or to several locations within the image.

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PCT/US1995/010006 1994-07-26 1995-07-25 Inspection device and method WO1996003709A1 (en)

Priority Applications (2)

Application Number Priority Date Filing Date Title
AU32405/95A AU700213B2 (en) 1994-07-26 1995-07-25 Inspection device and method
EP95928774A EP0772840A4 (de) 1994-07-26 1995-07-25 Überwachungsgerät und verfahren

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Application Number Priority Date Filing Date Title
US28029394A 1994-07-26 1994-07-26
US08/280,293 1994-07-26

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WO1996003709A1 true WO1996003709A1 (en) 1996-02-08

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CA (1) CA2195565A1 (de)
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Cited By (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO1999004244A1 (en) * 1997-07-17 1999-01-28 Accumed International, Inc. Inspection system with specimen preprocessing
WO1999004243A1 (en) * 1997-07-17 1999-01-28 Accumed International, Inc. Inspection system with specimen preview
US6091842A (en) * 1996-10-25 2000-07-18 Accumed International, Inc. Cytological specimen analysis system with slide mapping and generation of viewing path information
US6148096A (en) * 1995-09-15 2000-11-14 Accumed International, Inc. Specimen preview and inspection system
WO2001033196A2 (en) * 1999-10-29 2001-05-10 Veracel Inc. Controlled review of medical sample
US6430309B1 (en) 1995-09-15 2002-08-06 Monogen, Inc. Specimen preview and inspection system
US6535626B1 (en) 2000-01-14 2003-03-18 Accumed International, Inc. Inspection system with specimen preview
EP2796918A3 (de) * 2013-04-01 2015-03-11 Canon Kabushiki Kaisha Bildverarbeitungsvorrichtung und Bildverarbeitungsverfahren

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4513438A (en) * 1982-04-15 1985-04-23 Coulter Electronics, Inc. Automated microscopy system and method for locating and re-locating objects in an image
US4672683A (en) * 1984-03-20 1987-06-09 Olympus Optical Co., Ltd. Image retrieval and registration system
US5257182A (en) * 1991-01-29 1993-10-26 Neuromedical Systems, Inc. Morphological classification system and method
US5287272A (en) * 1988-04-08 1994-02-15 Neuromedical Systems, Inc. Automated cytological specimen classification system and method
US5333207A (en) * 1990-11-07 1994-07-26 Neuromedical Systems, Inc. Inspection apparatus and method with inspection auditing for images presented on a display

Family Cites Families (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPS6132182A (ja) * 1984-07-24 1986-02-14 Hitachi Ltd 細胞分類装置
US4659220A (en) * 1984-10-22 1987-04-21 International Business Machines Corporation Optical inspection system for semiconductor wafers
US4777525A (en) * 1985-12-23 1988-10-11 Preston Jr Kendall Apparatus and method for a multi-resolution electro-optical imaging, display and storage/retrieval system
EP0293083A3 (de) * 1987-04-30 1990-07-18 Corabi International Telemetrics, Inc. Diagnosesystem mit Fernübertragung
CA2084099C (en) * 1991-12-06 1996-06-18 James V. Bacus Method and apparatus for automated cell analysis

Patent Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4513438A (en) * 1982-04-15 1985-04-23 Coulter Electronics, Inc. Automated microscopy system and method for locating and re-locating objects in an image
US4672683A (en) * 1984-03-20 1987-06-09 Olympus Optical Co., Ltd. Image retrieval and registration system
US5287272A (en) * 1988-04-08 1994-02-15 Neuromedical Systems, Inc. Automated cytological specimen classification system and method
US5287272B1 (en) * 1988-04-08 1996-08-27 Neuromedical Systems Inc Automated cytological specimen classification system and method
US5333207A (en) * 1990-11-07 1994-07-26 Neuromedical Systems, Inc. Inspection apparatus and method with inspection auditing for images presented on a display
US5257182A (en) * 1991-01-29 1993-10-26 Neuromedical Systems, Inc. Morphological classification system and method
US5257182B1 (en) * 1991-01-29 1996-05-07 Neuromedical Systems Inc Morphological classification system and method

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
See also references of EP0772840A4 *

Cited By (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6148096A (en) * 1995-09-15 2000-11-14 Accumed International, Inc. Specimen preview and inspection system
US6430309B1 (en) 1995-09-15 2002-08-06 Monogen, Inc. Specimen preview and inspection system
US6091842A (en) * 1996-10-25 2000-07-18 Accumed International, Inc. Cytological specimen analysis system with slide mapping and generation of viewing path information
WO1999004244A1 (en) * 1997-07-17 1999-01-28 Accumed International, Inc. Inspection system with specimen preprocessing
WO1999004243A1 (en) * 1997-07-17 1999-01-28 Accumed International, Inc. Inspection system with specimen preview
WO2001033196A2 (en) * 1999-10-29 2001-05-10 Veracel Inc. Controlled review of medical sample
WO2001033196A3 (en) * 1999-10-29 2002-04-04 Veracel Inc Controlled review of medical sample
US6535626B1 (en) 2000-01-14 2003-03-18 Accumed International, Inc. Inspection system with specimen preview
EP2796918A3 (de) * 2013-04-01 2015-03-11 Canon Kabushiki Kaisha Bildverarbeitungsvorrichtung und Bildverarbeitungsverfahren

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AU3240595A (en) 1996-02-22
EP0772840A4 (de) 1999-03-31
AU700213B2 (en) 1998-12-24
EP0772840A1 (de) 1997-05-14
CA2195565A1 (en) 1996-02-08

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