image guided navigation system for minimally invasive surgery

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IMAGE GUIDED NAVIGATION SYSTEM FOR MINIMALLY INVASIVE SURGERY Hua Zhong October 2007

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Image Guided Navigation System for Minimally Invasive Surgery. Hua Zhong October 2007. Outline. Minimally Invasive Surgery Registration and Navigation System Overview Ultrasound Virtual Touch 4D Registration Non-rigid Registration Visualization. Minimally Invasive Surgery. - PowerPoint PPT Presentation

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Page 1: Image Guided Navigation System for Minimally Invasive Surgery

IMAGE GUIDED NAVIGATION SYSTEM FOR MINIMALLY INVASIVE SURGERYHua ZhongOctober 2007

Page 2: Image Guided Navigation System for Minimally Invasive Surgery

Outline

Minimally Invasive Surgery Registration and Navigation System

Overview Ultrasound Virtual Touch 4D Registration Non-rigid Registration Visualization

Page 3: Image Guided Navigation System for Minimally Invasive Surgery

What is minimally invasive surgeryBenefits & limitations

Minimally Invasive Surgery

Page 4: Image Guided Navigation System for Minimally Invasive Surgery

Minimally Invasive Surgery

Catheter

Page 5: Image Guided Navigation System for Minimally Invasive Surgery

Minimally Invasive Surgery

Page 6: Image Guided Navigation System for Minimally Invasive Surgery

Minimally Invasive Surgery

Page 7: Image Guided Navigation System for Minimally Invasive Surgery

What are currently available systemsHow do they workLimitations

Registration & Navigation Systems

Page 8: Image Guided Navigation System for Minimally Invasive Surgery

Registration & Navigation Systems

CT image segmented 3D model reconstructed from CT

Page 9: Image Guided Navigation System for Minimally Invasive Surgery

Registration & Navigation Systems

Page 10: Image Guided Navigation System for Minimally Invasive Surgery

Magnetic Transmitter

Bed

Catheter

Catheter Tip

Example system: Biosense Carto Merge System

Page 11: Image Guided Navigation System for Minimally Invasive Surgery

Registration & Navigation Systems Limitations 1: radiation Limitations 2: manually collect surface

points Limitations 3: low accuracy

Page 12: Image Guided Navigation System for Minimally Invasive Surgery

Touch with ultrasoundUltrasound image plane thickness correctionRegistration with virtual touch points

Ultrasound Virtual Touch

Page 13: Image Guided Navigation System for Minimally Invasive Surgery

Ultrasound Virtual Touch

Page 14: Image Guided Navigation System for Minimally Invasive Surgery

Ultrasound Virtual Touch

Page 15: Image Guided Navigation System for Minimally Invasive Surgery

Ultrasound Virtual Touch

Position Sensor Video

Page 16: Image Guided Navigation System for Minimally Invasive Surgery

Ultrasound Virtual Touch

Virtual Touch Video

Page 17: Image Guided Navigation System for Minimally Invasive Surgery

Ultrasound Virtual Touch

Virtual TouchVirtual Touch12000+ points ~3 minutes12000+ points ~3 minutes

Manual physical touchManual physical touch 88 points ~20 minutes88 points ~20 minutes

Page 18: Image Guided Navigation System for Minimally Invasive Surgery

Ultrasound Virtual Touch

31 63 127 1278 127810

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

Point Set Size

Re

gis

tra

tio

n S

uc

ce

ss

ful R

ate

Registration Successful Rate VS. Point Set Size

6%

20%

50%

96%99%

31 63 127 1278 127810

1

2

3

4

5

6

7

8

9

10

11

12

Point Set Size

Av

era

ge

Re

gis

tra

tio

n E

rro

r (m

m)

Average Registration Error VS. Point Set Size

11.58mm

8.78mm

4.91mm

0.95mm

0.09mm

Page 19: Image Guided Navigation System for Minimally Invasive Surgery

Ultrasound Virtual Touch

Page 20: Image Guided Navigation System for Minimally Invasive Surgery

Ultrasound Image Thickness

Page 21: Image Guided Navigation System for Minimally Invasive Surgery

Ultrasound Image Thickness

Page 22: Image Guided Navigation System for Minimally Invasive Surgery

Ultrasound Image Thickness

Thickness of ultrasound image plane, also called beam width: 5-8mm

Size of left atrium: 70-100mm First we need to measure the thickness

Page 23: Image Guided Navigation System for Minimally Invasive Surgery

Measure Image ThicknessRichard, B.: Test object for measurement of section thickness at us. Radiology 211 (1999) 279-282Skolnick, M.: Estimation of ultrasound beam width in the elevation (section thick-ness) plane. Radiology 180 (1991) 286-288

45˚

Band Width

Transducer

Page 24: Image Guided Navigation System for Minimally Invasive Surgery

Measure Image Thickness

Precise built of model Precise motion of the plane or multiple

planes Can we reduce all those restrictions?

Page 25: Image Guided Navigation System for Minimally Invasive Surgery

Measure Image Thickness

Transducer

Page 26: Image Guided Navigation System for Minimally Invasive Surgery

Measure Image Thickness

β

Page 27: Image Guided Navigation System for Minimally Invasive Surgery

Measure Image Thickness

Measure β in ultrasound images

Page 28: Image Guided Navigation System for Minimally Invasive Surgery

Measure Image Thickness

W is the width of the white band in ultrasound imageα is the angle of the sloped plane which can be measured

α= 45˚ , β= 0˚ : Thickness = w

Page 29: Image Guided Navigation System for Minimally Invasive Surgery

Measure Image Thickness

Move the slope around Measure thickness at various depth Interpolate sample thickness to generate

a continuous function: Thickness = f(depth)

Page 30: Image Guided Navigation System for Minimally Invasive Surgery

Measure Image Thickness

Page 31: Image Guided Navigation System for Minimally Invasive Surgery

Correct Error from Image Thickness

1. Position and orientation of the ultrasound image plane.

2. Thickness of the image at point o.

3. Local normal of the object surface.

If we know these 3 things, we can correct the error!

Page 32: Image Guided Navigation System for Minimally Invasive Surgery

Correct Error from Image Thickness

Page 33: Image Guided Navigation System for Minimally Invasive Surgery

Correct Error from Image Thickness

Page 34: Image Guided Navigation System for Minimally Invasive Surgery

Correct Error from Image Thickness

Page 35: Image Guided Navigation System for Minimally Invasive Surgery

Correct Error from Image Thickness

Page 36: Image Guided Navigation System for Minimally Invasive Surgery

Correct Error from Image Thickness1. Position and orientation of the

ultrasound image plane. 2. Thickness of the image at point o. 3. Local normal of the object surface.

YesYesYesYes

??

Page 37: Image Guided Navigation System for Minimally Invasive Surgery

Correct Error from Image ThicknessEstimate local surface normalEstimate local surface normal By fitting local registration points

By pre-registration

Page 38: Image Guided Navigation System for Minimally Invasive Surgery

Correct Error from Image ThicknessEstimate local surface normalEstimate local surface normal

Estimated surface normal will only be used to determine which of P1 or P2 is the real surface point.

It doesn’t need to be very accurate.

Page 39: Image Guided Navigation System for Minimally Invasive Surgery

Correct Error from Image Thickness1. Position and orientation of the

ultrasound image plane. 2. Thickness of the image at point o. 3. Local normal of the object surface.

YesYesYesYes

YesYes

Page 40: Image Guided Navigation System for Minimally Invasive Surgery

Correct Error from Image Thickness Experiment Design:1. Different group with various average

intersecting angles

Page 41: Image Guided Navigation System for Minimally Invasive Surgery

Correct Error from Image Thickness The error is dependent on intersecting

angle: smaller the angle larger the error

Prager, R.W., Rohling, R.N., Gee, A.H., Berman, L.: Rapid calibration for 3-dfreehand ultrasound. In: Ultrasound in Medicine and Biology. (1998) 24(6):855-869

a

bo

o’ a

b

o

o’

Page 42: Image Guided Navigation System for Minimally Invasive Surgery

Correct Error from Image Thickness Experiment Design:1. Different group with various average

intersecting angles2. Register to the surface model without

correction3. Register to the surface model with

correction4. Separate evaluation point set

Page 43: Image Guided Navigation System for Minimally Invasive Surgery

Correct Error from Image Thickness Expected result

Intersecting angle

Regis

trati

on E

rror

Un-correct points

Corrected points

Page 44: Image Guided Navigation System for Minimally Invasive Surgery

Correct Error from Image Thickness

Page 45: Image Guided Navigation System for Minimally Invasive Surgery

Correct Error from Image Thickness Registration error around 1.8-1.9mm Average accuracy boost: 20.45% Consistent accuracy across the spectrum

Page 46: Image Guided Navigation System for Minimally Invasive Surgery

Conclusion for “Virtual Touch” Faster More accurate More consistent

Page 47: Image Guided Navigation System for Minimally Invasive Surgery

Time-space registration for heart model with full motion.

4D Registration

Page 48: Image Guided Navigation System for Minimally Invasive Surgery

4D Registration

4D Heart Model Movie

Page 49: Image Guided Navigation System for Minimally Invasive Surgery

4D Registration

Capture multiple 3D models during a cardiac cycle

Page 50: Image Guided Navigation System for Minimally Invasive Surgery

4D Registration

Heart shape changes from cardiac cycle Heart shape also change from breath

cycle

Lung

Left atrium

Page 51: Image Guided Navigation System for Minimally Invasive Surgery

4D Registration

Shape changes from breath

Location measured at heart wallShif

t d

uri

ng d

iffere

nt

bre

ath

phase

(m

m)

Page 52: Image Guided Navigation System for Minimally Invasive Surgery

4D Registration

Two cycles are independent to each other Have to remove one cycle and

synchronize all shape change to the other cycle

Remove breath cycle with high-frequency ventilation machine: it pumps in and out a little air at a high frequency, and the pressure in lung can be seen as constant.

Page 53: Image Guided Navigation System for Minimally Invasive Surgery

4D Registration

Page 54: Image Guided Navigation System for Minimally Invasive Surgery

4D Registration

Given SpaceRegistration

SurfacePoints

HeartModel

Given Time RegistrationR,T

S

Page 55: Image Guided Navigation System for Minimally Invasive Surgery

4D Registration

EM Hidden variable: time-alignment Iterate: 1. fix time alignment find space

registration2. fix space registration find time

alignmentvideo

Page 56: Image Guided Navigation System for Minimally Invasive Surgery

Some small non-homogeneous local shape changes cannot be found by global rigid registration. We add a non-rigid local registration component.

Non-rigid Registration

Page 57: Image Guided Navigation System for Minimally Invasive Surgery

Non-rigid Registration

Location measured at heart wallShif

t d

uri

ng d

iffere

nt

bre

ath

phase

(m

m)

Page 58: Image Guided Navigation System for Minimally Invasive Surgery

Non-rigid Registration

Page 59: Image Guided Navigation System for Minimally Invasive Surgery

Non-rigid Registration

For any surface points For any surface points ppii its nearest point on the model is its nearest point on the model is CCpipi

Page 60: Image Guided Navigation System for Minimally Invasive Surgery

After registration, our system can visualize the heart model and catheters in various ways to make navigation easy and intuitive.

Visualization

Page 61: Image Guided Navigation System for Minimally Invasive Surgery

Visualization

Page 62: Image Guided Navigation System for Minimally Invasive Surgery

Visualization

Page 63: Image Guided Navigation System for Minimally Invasive Surgery

Visualization

Page 64: Image Guided Navigation System for Minimally Invasive Surgery

Visualization

video

Page 65: Image Guided Navigation System for Minimally Invasive Surgery

Acknowledgement

Takeo Kanade, David Schwartzman, Yanxi Liu, George StettenBranislav Jaramaz, Jianbo Shi, Louise Ditmore, Sharon & Deborah

Page 66: Image Guided Navigation System for Minimally Invasive Surgery

Questions

Page 67: Image Guided Navigation System for Minimally Invasive Surgery

Thank you!