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1 Computer Assisted Surgery and Medical Image Analysis Computer Vision Group A tifi i l I t lli Lb t Artificial Intelligence Laboratory Massachusetts Institute of Technology Surgical Planning Lab Brigham and Women’s Hospital Harvard Medical School Computer assisted surgery Goal: Goal: Use computer vision techniques to plan and guide surgical interventions, by giving the surgeon the ability to sense critical information that is not normally visible to her • How? Capture models of patient anatomy and function Use to guide surgeon’s actions

Computer Assisted Surgery and Medical Image …1 Computer Assisted Surgery and Medical Image Analysis Computer Vision Group A tifi i l I t lli L b tArtificial Intelligence Laboratory

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Page 1: Computer Assisted Surgery and Medical Image …1 Computer Assisted Surgery and Medical Image Analysis Computer Vision Group A tifi i l I t lli L b tArtificial Intelligence Laboratory

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Computer Assisted Surgeryand

Medical Image Analysis

Computer Vision GroupA tifi i l I t lli L b tArtificial Intelligence Laboratory

Massachusetts Institute of TechnologySurgical Planning Lab

Brigham and Women’s HospitalHarvard Medical School

Computer assisted surgery

• Goal:• Goal:– Use computer vision techniques to plan and guide

surgical interventions, by giving the surgeon the ability to sense critical information that is not normally visible to her

• How?– Capture models of patient anatomy and function– Use to guide surgeon’s actions

Page 2: Computer Assisted Surgery and Medical Image …1 Computer Assisted Surgery and Medical Image Analysis Computer Vision Group A tifi i l I t lli L b tArtificial Intelligence Laboratory

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Conventional Surgery: See the surface

Provided by Nakajima, Atsumi et al.

Image Guided Surgery: See under the surface

Provided by Leventon et al.

Page 3: Computer Assisted Surgery and Medical Image …1 Computer Assisted Surgery and Medical Image Analysis Computer Vision Group A tifi i l I t lli L b tArtificial Intelligence Laboratory

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Intelligently aiding the surgeon

• Convert medical images into models of• Convert medical images into models of patient’s:– Structural anatomy– Functional anatomy

Page 4: Computer Assisted Surgery and Medical Image …1 Computer Assisted Surgery and Medical Image Analysis Computer Vision Group A tifi i l I t lli L b tArtificial Intelligence Laboratory

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brachio h li

subclavian artery

common carotidartery

brachio cephalic

Central Vessels

cephalic trunc

brachio cephalictrunc

pulmonary trunk pulmonary veins

aorta

Courtesy of Lorigo

Cartilage Thickness MappingMapping

Courtesy Warfield, Winalski

Page 5: Computer Assisted Surgery and Medical Image …1 Computer Assisted Surgery and Medical Image Analysis Computer Vision Group A tifi i l I t lli L b tArtificial Intelligence Laboratory

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Functional information

Visualizing the surgical site• Augmented g

reality visualizations

• Surgical guidance

• Simulation of surgical navigation

Page 6: Computer Assisted Surgery and Medical Image …1 Computer Assisted Surgery and Medical Image Analysis Computer Vision Group A tifi i l I t lli L b tArtificial Intelligence Laboratory

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Visualizing the surgical site

• AugmentedAugmented reality visualizations

• Surgical guidance

• Simulation of surgical navigation

Surgical navigation

Page 7: Computer Assisted Surgery and Medical Image …1 Computer Assisted Surgery and Medical Image Analysis Computer Vision Group A tifi i l I t lli L b tArtificial Intelligence Laboratory

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Visualizing the surgical site

• Augmented• Augmented reality visualizations

• Surgical guidance

• Simulation of• Simulation of surgical navigation

Medical Imaging at Medical Imaging at LEMS

Benjamin Kimia, Joseph Mundy

Page 8: Computer Assisted Surgery and Medical Image …1 Computer Assisted Surgery and Medical Image Analysis Computer Vision Group A tifi i l I t lli L b tArtificial Intelligence Laboratory

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Carpal Bone SegmentationSegmentation of carpal bones from CT images, to be used in the study of carpal dynamics

Page 9: Computer Assisted Surgery and Medical Image …1 Computer Assisted Surgery and Medical Image Analysis Computer Vision Group A tifi i l I t lli L b tArtificial Intelligence Laboratory

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Image Guided TherapyEstimation of Spine Vertebrate position for needle procedures

Fine Resolution Visualization of Surfaces Brain surface visualization

Page 10: Computer Assisted Surgery and Medical Image …1 Computer Assisted Surgery and Medical Image Analysis Computer Vision Group A tifi i l I t lli L b tArtificial Intelligence Laboratory

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Computational AtlasesStudying the notion of an “Average Shape” and quantifying deviations from that, to study diseased vs healthy population, fMRI, etc

Averaging Metacarpals and Corpus Collosi

Comparison before and after normalization