SlideShare a Scribd company logo
1 of 34
AutoImPlan : An Automated System for CT-based THA Planning - Planning Optimization Based on  Anatomical Compatibility and Joint Function - ○  Itaru OTOMARU a , Masahiko NAKAMOTO b ,  Masaki TAKAO c ,  Nobuhiko SUGANO c ,  Yoshiyuki KAGIYAMA d ,  Hideki YOSHIKAWA c ,  Yukio TADA a  and Yoshinobu SATO b a  Graduate School of Engineering, Kobe University b  Department of Radiology, Graduate School of Medicine, Osaka University c  Department of Orthopaedics, Osaka University Graduate School of Medicine d  The Center for Advanced Medical Engineering and Infomatics,  OsakaUniversity
AutoImPlan CAS System Automated  segmentation 3D CT images ,[object Object],Automated  Planning AutoImPlan
Advantages of “AutoImPlan” system ,[object Object],[object Object],[object Object],[object Object]
Advantages of “AutoImPlan” system ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],Overview of  the automated planning … Plan in each stem size … Step 1-B: Stem planning Step 1-A: Cup planning Possible candidates ,[object Object],[object Object],Step 2: Total planning … …
Cup planning ,[object Object],[object Object],[Kagiyama et al. CAOS 2004] Cup coverage ratio Teardrop line  displacement less or equal to 15 mm CE angle greater or equal to 10 deg.  Constraints Plans which satisfy  the constraints Covered  Not covered
Stem planning ,[object Object],[object Object],[object Object],[Nakamoto et al. MICCAI 2008] Learning datasets of surgeon’s plan Atlas of average  distace map Patient data Resulted plan Penetration Gap
Total planning Vertical optimization ,[object Object],[object Object],Limb length discrepancy (LLD) Optimization of  cup height and head offset Medial-lateral optimization Searching medial lateral position which ROM is over than 45 deg.  [Kagiyama et al. CARS 2006]
Experimental results (1) ,[object Object],[object Object],[object Object],[object Object],[object Object],Almost all results were accepted  in small adjustment by the surgeon.  Stem planning Cup planning Acceptable 31 cases 14 cases Acceptable in  small adjustment 10 cases 23 cases Rejected 1 case 4 cases
Experimental results (2) ,[object Object],[object Object],[object Object],Planning results of total planning LLD and ROM were approximately same as the surgeon’s plan.  Automated Surgeon Mean leg length  discrepancy (LLD) [mm] 1.8 2.5 Mean range of motion  (ROM) [deg.] 41.7 47.7
Summary of the automated planning  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Advantages of “AutoImPlan” system ,[object Object],[object Object],[object Object],[object Object]
Overview of the network based framework ,[object Object],[object Object],Hospital A Hospital B AutoImPlan server ,[object Object],[object Object],[object Object],[object Object],Internet
Overview of the web based preview ,[object Object],Planning visualization Evaluation data ROM simulation
Download the planning result ,[object Object],[object Object],Download Import
Summary of the network based framework ,[object Object],[object Object],[object Object]
Conclusion of the whole system ,[object Object],[object Object],[object Object],[object Object],“ AutoImPlan” would be effective to improve the preoperative  planning for total hip arthroplasty.
Thank you for your attention This research was supported in part by  Stryker Japan K. K. and Med-Solution, Inc.
 
Feature of the automated planning ,[object Object],[object Object]
Overview of the planning optimization system Segmented  3D pelvis and femur Stem planning Cup planning ROM simulation and LLD optimization WEB preview interface ,[object Object],[object Object]
WEB based preview system (3) ,[object Object],[object Object],Download Import
Experimental results ,[object Object],[object Object],[object Object],[object Object],[object Object],Stem planning Cup planning Acceptable 31 cases 14 cases Acceptable in  small adjustment 10 cases 23 cases Rejected 1 case 4 cases Automated Surgeon Mean leg length  discrepancy (LLD) [mm] 1.8 2.5 Mean range of motion  (ROM) [deg.] 41.7 47.7
Web based preview system (1) ,[object Object],[object Object],Penetration Gap ,[object Object],Stem planning Cup planning
Conclusion of the “AutoImPlan” system ,[object Object],[object Object],[object Object],[object Object],[object Object]
Advantages of the autotamed planning system ,[object Object],[object Object],[object Object]
Web based preview system (4) ,[object Object],Internal rotation at flexion 90 deg.  External rotation Flexion Extension
Advantages of the web based preview ,[object Object],[object Object],[object Object]
AutoImPlan ,[object Object],[object Object],Automated  Planning Web Preview Web Preview Automated  segmentation 3D CT images CAS System
Cup planning Maximization of  coverage ratio [Kagiyama et al. CAOS 2004] ,[object Object],[object Object],Cup-teardrop line  displacement CE angle Constraints less or equal to 15 mm greater or equal to 15 mm
Stem Planning Statistical Atlas ( Average distance map  between stem and medullary cavity ) Learning datasets of surgeon’s plan Mapping Resulted plan [Nakamoto et al. MICCAI 2008] ,[object Object],[object Object],Penetration Gap Patient data
Web based preview system (1) ,[object Object],[object Object],[object Object],Coverage/distance map on the implant
Web based preview system (2) ,[object Object],[object Object]
Upload the patient’s data ,[object Object],[object Object],DICOM images AutoImPlan Client Anonymized images Anonymize Zip Upload patientdata.zip Manual inputs

More Related Content

What's hot

Robotic Orthopaedic Surgery
Robotic Orthopaedic SurgeryRobotic Orthopaedic Surgery
Robotic Orthopaedic SurgeryApollo Hospitals
 
Caos and robotic surgeries
Caos and robotic surgeriesCaos and robotic surgeries
Caos and robotic surgeriesdrranjithkumar
 
Medical image processing
Medical image processingMedical image processing
Medical image processingDr G R Sinha
 
Robotic Surgery In Orthopaedics - orthoapedic seminar-Dr Mukul Jain GMCH, U...
Robotic Surgery In Orthopaedics -   orthoapedic seminar-Dr Mukul Jain GMCH, U...Robotic Surgery In Orthopaedics -   orthoapedic seminar-Dr Mukul Jain GMCH, U...
Robotic Surgery In Orthopaedics - orthoapedic seminar-Dr Mukul Jain GMCH, U...MukulJain81
 
Wavelets in Medical Image Processing On Hip Arthroplasty and De-Noising, Segm...
Wavelets in Medical Image Processing On Hip Arthroplasty and De-Noising, Segm...Wavelets in Medical Image Processing On Hip Arthroplasty and De-Noising, Segm...
Wavelets in Medical Image Processing On Hip Arthroplasty and De-Noising, Segm...IOSR Journals
 
Honours Project_GauravKaila
Honours Project_GauravKailaHonours Project_GauravKaila
Honours Project_GauravKailaGaurav Kaila
 
LIVER CANCER DETECTION USING CT/(MRI) IMAGES
LIVER CANCER DETECTION USING CT/(MRI) IMAGESLIVER CANCER DETECTION USING CT/(MRI) IMAGES
LIVER CANCER DETECTION USING CT/(MRI) IMAGESSadia Ijaz
 
Stereotaxic atlas
Stereotaxic atlasStereotaxic atlas
Stereotaxic atlasSmita Jain
 
Application of-image-segmentation-in-brain-tumor-detection
Application of-image-segmentation-in-brain-tumor-detectionApplication of-image-segmentation-in-brain-tumor-detection
Application of-image-segmentation-in-brain-tumor-detectionMyat Myint Zu Thin
 
Abstract_Giovanni_Mascia_196865
Abstract_Giovanni_Mascia_196865Abstract_Giovanni_Mascia_196865
Abstract_Giovanni_Mascia_196865Giovanni Mascia
 
3D Printing and 3D Models as a part of Preplanning for Complex Total Hip Arth...
3D Printing and 3D Models as a part of Preplanning for Complex Total Hip Arth...3D Printing and 3D Models as a part of Preplanning for Complex Total Hip Arth...
3D Printing and 3D Models as a part of Preplanning for Complex Total Hip Arth...Queen Mary Hospital
 
A survey on Inverse ECG (electrocardiogram) based approaches
A survey on Inverse ECG (electrocardiogram) based approachesA survey on Inverse ECG (electrocardiogram) based approaches
A survey on Inverse ECG (electrocardiogram) based approachesIJMER
 
A NEW APPROACH OF BRAIN TUMOR SEGMENTATION USING FAST CONVERGENCE LEVEL SET
A NEW APPROACH OF BRAIN TUMOR SEGMENTATION USING FAST CONVERGENCE LEVEL SETA NEW APPROACH OF BRAIN TUMOR SEGMENTATION USING FAST CONVERGENCE LEVEL SET
A NEW APPROACH OF BRAIN TUMOR SEGMENTATION USING FAST CONVERGENCE LEVEL SETijbesjournal
 
3d printing in surgical practice
3d printing in surgical practice3d printing in surgical practice
3d printing in surgical practiceMd Nooruddin
 
3D Printing for Surgical Innovation: Rapid Prototyping and Personalized Medicine
3D Printing for Surgical Innovation: Rapid Prototyping and Personalized Medicine3D Printing for Surgical Innovation: Rapid Prototyping and Personalized Medicine
3D Printing for Surgical Innovation: Rapid Prototyping and Personalized MedicineBrian T. Edwards
 
Video-Based Hand Tracking for Screening Cervical Myelopathy (ISVC2021)
Video-Based Hand Tracking for Screening Cervical Myelopathy (ISVC2021)Video-Based Hand Tracking for Screening Cervical Myelopathy (ISVC2021)
Video-Based Hand Tracking for Screening Cervical Myelopathy (ISVC2021)sugiuralab
 

What's hot (18)

Image guided surgery
Image guided surgeryImage guided surgery
Image guided surgery
 
Robotic Orthopaedic Surgery
Robotic Orthopaedic SurgeryRobotic Orthopaedic Surgery
Robotic Orthopaedic Surgery
 
Caos and robotic surgeries
Caos and robotic surgeriesCaos and robotic surgeries
Caos and robotic surgeries
 
Medical image processing
Medical image processingMedical image processing
Medical image processing
 
Robotic Surgery In Orthopaedics - orthoapedic seminar-Dr Mukul Jain GMCH, U...
Robotic Surgery In Orthopaedics -   orthoapedic seminar-Dr Mukul Jain GMCH, U...Robotic Surgery In Orthopaedics -   orthoapedic seminar-Dr Mukul Jain GMCH, U...
Robotic Surgery In Orthopaedics - orthoapedic seminar-Dr Mukul Jain GMCH, U...
 
Wavelets in Medical Image Processing On Hip Arthroplasty and De-Noising, Segm...
Wavelets in Medical Image Processing On Hip Arthroplasty and De-Noising, Segm...Wavelets in Medical Image Processing On Hip Arthroplasty and De-Noising, Segm...
Wavelets in Medical Image Processing On Hip Arthroplasty and De-Noising, Segm...
 
Honours Project_GauravKaila
Honours Project_GauravKailaHonours Project_GauravKaila
Honours Project_GauravKaila
 
20
2020
20
 
LIVER CANCER DETECTION USING CT/(MRI) IMAGES
LIVER CANCER DETECTION USING CT/(MRI) IMAGESLIVER CANCER DETECTION USING CT/(MRI) IMAGES
LIVER CANCER DETECTION USING CT/(MRI) IMAGES
 
Stereotaxic atlas
Stereotaxic atlasStereotaxic atlas
Stereotaxic atlas
 
Application of-image-segmentation-in-brain-tumor-detection
Application of-image-segmentation-in-brain-tumor-detectionApplication of-image-segmentation-in-brain-tumor-detection
Application of-image-segmentation-in-brain-tumor-detection
 
Abstract_Giovanni_Mascia_196865
Abstract_Giovanni_Mascia_196865Abstract_Giovanni_Mascia_196865
Abstract_Giovanni_Mascia_196865
 
3D Printing and 3D Models as a part of Preplanning for Complex Total Hip Arth...
3D Printing and 3D Models as a part of Preplanning for Complex Total Hip Arth...3D Printing and 3D Models as a part of Preplanning for Complex Total Hip Arth...
3D Printing and 3D Models as a part of Preplanning for Complex Total Hip Arth...
 
A survey on Inverse ECG (electrocardiogram) based approaches
A survey on Inverse ECG (electrocardiogram) based approachesA survey on Inverse ECG (electrocardiogram) based approaches
A survey on Inverse ECG (electrocardiogram) based approaches
 
A NEW APPROACH OF BRAIN TUMOR SEGMENTATION USING FAST CONVERGENCE LEVEL SET
A NEW APPROACH OF BRAIN TUMOR SEGMENTATION USING FAST CONVERGENCE LEVEL SETA NEW APPROACH OF BRAIN TUMOR SEGMENTATION USING FAST CONVERGENCE LEVEL SET
A NEW APPROACH OF BRAIN TUMOR SEGMENTATION USING FAST CONVERGENCE LEVEL SET
 
3d printing in surgical practice
3d printing in surgical practice3d printing in surgical practice
3d printing in surgical practice
 
3D Printing for Surgical Innovation: Rapid Prototyping and Personalized Medicine
3D Printing for Surgical Innovation: Rapid Prototyping and Personalized Medicine3D Printing for Surgical Innovation: Rapid Prototyping and Personalized Medicine
3D Printing for Surgical Innovation: Rapid Prototyping and Personalized Medicine
 
Video-Based Hand Tracking for Screening Cervical Myelopathy (ISVC2021)
Video-Based Hand Tracking for Screening Cervical Myelopathy (ISVC2021)Video-Based Hand Tracking for Screening Cervical Myelopathy (ISVC2021)
Video-Based Hand Tracking for Screening Cervical Myelopathy (ISVC2021)
 

Viewers also liked

CT-based Automated Preoperative Planning of Acetabular Cup Size and Position ...
CT-based Automated Preoperative Planning of Acetabular Cup Size and Position ...CT-based Automated Preoperative Planning of Acetabular Cup Size and Position ...
CT-based Automated Preoperative Planning of Acetabular Cup Size and Position ...Itaru Otomaru
 
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)Itaru Otomaru
 
[PRML勉強会資料] パターン認識と機械学習 第3章 線形回帰モデル (章頭-3.1.5)(p.135-145)
[PRML勉強会資料] パターン認識と機械学習 第3章 線形回帰モデル (章頭-3.1.5)(p.135-145)[PRML勉強会資料] パターン認識と機械学習 第3章 線形回帰モデル (章頭-3.1.5)(p.135-145)
[PRML勉強会資料] パターン認識と機械学習 第3章 線形回帰モデル (章頭-3.1.5)(p.135-145)Itaru Otomaru
 
An automated 3D cup planning in total hip arthroplasty from a standard X‑ray ...
An automated 3D cup planning in total hip arthroplasty from a standard X‑ray ...An automated 3D cup planning in total hip arthroplasty from a standard X‑ray ...
An automated 3D cup planning in total hip arthroplasty from a standard X‑ray ...AutoImPlan team
 
2011.11.22 第20回日本コンピュータ外科学会大会 統計アトラスに基づく単純X線画像からの人工股関節3次元カップ手術計画自動立案
2011.11.22 第20回日本コンピュータ外科学会大会 統計アトラスに基づく単純X線画像からの人工股関節3次元カップ手術計画自動立案2011.11.22 第20回日本コンピュータ外科学会大会 統計アトラスに基づく単純X線画像からの人工股関節3次元カップ手術計画自動立案
2011.11.22 第20回日本コンピュータ外科学会大会 統計アトラスに基づく単純X線画像からの人工股関節3次元カップ手術計画自動立案Itaru Otomaru
 
cv litlijst2011
cv litlijst2011cv litlijst2011
cv litlijst2011adewijer
 
3次元CT画像に基づく人工股関節術前計画自動立案システム "AutoImPlan"
3次元CT画像に基づく人工股関節術前計画自動立案システム "AutoImPlan"3次元CT画像に基づく人工股関節術前計画自動立案システム "AutoImPlan"
3次元CT画像に基づく人工股関節術前計画自動立案システム "AutoImPlan"Itaru Otomaru
 
人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)
人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)
人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)Itaru Otomaru
 
インプラント適合性および股関節機能に基づく人工股関節自動手術計画立案システムの性能評価
インプラント適合性および股関節機能に基づく人工股関節自動手術計画立案システムの性能評価インプラント適合性および股関節機能に基づく人工股関節自動手術計画立案システムの性能評価
インプラント適合性および股関節機能に基づく人工股関節自動手術計画立案システムの性能評価Itaru Otomaru
 
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)Itaru Otomaru
 
Components of computer
Components of computerComponents of computer
Components of computerAbhey Goyal
 
Work, energy, and power
Work, energy, and powerWork, energy, and power
Work, energy, and powerAbhey Goyal
 
人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)
人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)
人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)Itaru Otomaru
 
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (博士後期課程研究成果発表会 2011.12.01)
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (博士後期課程研究成果発表会 2011.12.01)人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (博士後期課程研究成果発表会 2011.12.01)
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (博士後期課程研究成果発表会 2011.12.01)Itaru Otomaru
 

Viewers also liked (20)

CT-based Automated Preoperative Planning of Acetabular Cup Size and Position ...
CT-based Automated Preoperative Planning of Acetabular Cup Size and Position ...CT-based Automated Preoperative Planning of Acetabular Cup Size and Position ...
CT-based Automated Preoperative Planning of Acetabular Cup Size and Position ...
 
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)
 
[PRML勉強会資料] パターン認識と機械学習 第3章 線形回帰モデル (章頭-3.1.5)(p.135-145)
[PRML勉強会資料] パターン認識と機械学習 第3章 線形回帰モデル (章頭-3.1.5)(p.135-145)[PRML勉強会資料] パターン認識と機械学習 第3章 線形回帰モデル (章頭-3.1.5)(p.135-145)
[PRML勉強会資料] パターン認識と機械学習 第3章 線形回帰モデル (章頭-3.1.5)(p.135-145)
 
An automated 3D cup planning in total hip arthroplasty from a standard X‑ray ...
An automated 3D cup planning in total hip arthroplasty from a standard X‑ray ...An automated 3D cup planning in total hip arthroplasty from a standard X‑ray ...
An automated 3D cup planning in total hip arthroplasty from a standard X‑ray ...
 
2011.11.22 第20回日本コンピュータ外科学会大会 統計アトラスに基づく単純X線画像からの人工股関節3次元カップ手術計画自動立案
2011.11.22 第20回日本コンピュータ外科学会大会 統計アトラスに基づく単純X線画像からの人工股関節3次元カップ手術計画自動立案2011.11.22 第20回日本コンピュータ外科学会大会 統計アトラスに基づく単純X線画像からの人工股関節3次元カップ手術計画自動立案
2011.11.22 第20回日本コンピュータ外科学会大会 統計アトラスに基づく単純X線画像からの人工股関節3次元カップ手術計画自動立案
 
Animals
AnimalsAnimals
Animals
 
cv litlijst2011
cv litlijst2011cv litlijst2011
cv litlijst2011
 
3次元CT画像に基づく人工股関節術前計画自動立案システム "AutoImPlan"
3次元CT画像に基づく人工股関節術前計画自動立案システム "AutoImPlan"3次元CT画像に基づく人工股関節術前計画自動立案システム "AutoImPlan"
3次元CT画像に基づく人工股関節術前計画自動立案システム "AutoImPlan"
 
Solar system 2
Solar system 2Solar system 2
Solar system 2
 
Healthy living
Healthy livingHealthy living
Healthy living
 
人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)
人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)
人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)
 
Internet
InternetInternet
Internet
 
Solar system
Solar systemSolar system
Solar system
 
インプラント適合性および股関節機能に基づく人工股関節自動手術計画立案システムの性能評価
インプラント適合性および股関節機能に基づく人工股関節自動手術計画立案システムの性能評価インプラント適合性および股関節機能に基づく人工股関節自動手術計画立案システムの性能評価
インプラント適合性および股関節機能に基づく人工股関節自動手術計画立案システムの性能評価
 
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (神戸大学 大学院工学研究科 学位論文公聴会 2012.2.6)
 
Components of computer
Components of computerComponents of computer
Components of computer
 
21.jupiter
21.jupiter21.jupiter
21.jupiter
 
Work, energy, and power
Work, energy, and powerWork, energy, and power
Work, energy, and power
 
人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)
人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)
人工股関節全置換術3次元手術計画自動立案システム "AutoImPlan" (2011.12.24 SI2011@京都大学)
 
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (博士後期課程研究成果発表会 2011.12.01)
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (博士後期課程研究成果発表会 2011.12.01)人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (博士後期課程研究成果発表会 2011.12.01)
人工股関節全置換術における統計アトラスに基づく手術計画自動立案 (博士後期課程研究成果発表会 2011.12.01)
 

Similar to AutoImPlan: An automated system for CT-based THA planning

IRJET - A Review on Segmentation of Chest Radiographs
IRJET - A Review on Segmentation of Chest RadiographsIRJET - A Review on Segmentation of Chest Radiographs
IRJET - A Review on Segmentation of Chest RadiographsIRJET Journal
 
IRJET- Automatic Segmentation and Recognition of Lung Region
IRJET- Automatic Segmentation and Recognition of Lung RegionIRJET- Automatic Segmentation and Recognition of Lung Region
IRJET- Automatic Segmentation and Recognition of Lung RegionIRJET Journal
 
Automatic detection of tb
Automatic detection of tbAutomatic detection of tb
Automatic detection of tbShyama Menon
 
Tomosurgery Presentation
Tomosurgery PresentationTomosurgery Presentation
Tomosurgery Presentationngowdar
 
covid 19 detection using lung x-rays.pptx.pptx
covid 19 detection using lung x-rays.pptx.pptxcovid 19 detection using lung x-rays.pptx.pptx
covid 19 detection using lung x-rays.pptx.pptxDiya940551
 
IRJET - Review on Lung Cancer Detection Techniques
IRJET -  	  Review on Lung Cancer Detection TechniquesIRJET -  	  Review on Lung Cancer Detection Techniques
IRJET - Review on Lung Cancer Detection TechniquesIRJET Journal
 
COMPARISON BETWEEN THE GENETIC ALGORITHMS OPTIMIZATION AND PARTICLE SWARM OPT...
COMPARISON BETWEEN THE GENETIC ALGORITHMS OPTIMIZATION AND PARTICLE SWARM OPT...COMPARISON BETWEEN THE GENETIC ALGORITHMS OPTIMIZATION AND PARTICLE SWARM OPT...
COMPARISON BETWEEN THE GENETIC ALGORITHMS OPTIMIZATION AND PARTICLE SWARM OPT...IAEME Publication
 
Comparison between the genetic algorithms optimization and particle swarm opt...
Comparison between the genetic algorithms optimization and particle swarm opt...Comparison between the genetic algorithms optimization and particle swarm opt...
Comparison between the genetic algorithms optimization and particle swarm opt...IAEME Publication
 
Brain Tumor Detection and Classification using Adaptive Boosting
Brain Tumor Detection and Classification using Adaptive BoostingBrain Tumor Detection and Classification using Adaptive Boosting
Brain Tumor Detection and Classification using Adaptive BoostingIRJET Journal
 
An Exclusive Review of Popular Image Processing Techniques
An Exclusive Review of Popular Image Processing TechniquesAn Exclusive Review of Popular Image Processing Techniques
An Exclusive Review of Popular Image Processing TechniquesChristo Ananth
 
Computer aided detection of pulmonary nodules using genetic programming
Computer aided detection of pulmonary nodules using genetic programmingComputer aided detection of pulmonary nodules using genetic programming
Computer aided detection of pulmonary nodules using genetic programmingWookjin Choi
 
Lung Cancer Detection with Flask Integration
Lung Cancer Detection with Flask IntegrationLung Cancer Detection with Flask Integration
Lung Cancer Detection with Flask IntegrationIRJET Journal
 
Robotics in orthopedics
Robotics in orthopedicsRobotics in orthopedics
Robotics in orthopedicsPratikDhabalia
 
Oncentra® Brachy brochure
Oncentra® Brachy brochureOncentra® Brachy brochure
Oncentra® Brachy brochureRichard Holleman
 
Computer in orthodontics
Computer in orthodonticsComputer in orthodontics
Computer in orthodonticsNehaAgarwal441
 

Similar to AutoImPlan: An automated system for CT-based THA planning (20)

IRJET - A Review on Segmentation of Chest Radiographs
IRJET - A Review on Segmentation of Chest RadiographsIRJET - A Review on Segmentation of Chest Radiographs
IRJET - A Review on Segmentation of Chest Radiographs
 
IRJET- Automatic Segmentation and Recognition of Lung Region
IRJET- Automatic Segmentation and Recognition of Lung RegionIRJET- Automatic Segmentation and Recognition of Lung Region
IRJET- Automatic Segmentation and Recognition of Lung Region
 
Automatic detection of tb
Automatic detection of tbAutomatic detection of tb
Automatic detection of tb
 
Tomosurgery Presentation
Tomosurgery PresentationTomosurgery Presentation
Tomosurgery Presentation
 
covid 19 detection using lung x-rays.pptx.pptx
covid 19 detection using lung x-rays.pptx.pptxcovid 19 detection using lung x-rays.pptx.pptx
covid 19 detection using lung x-rays.pptx.pptx
 
Madhavi tippani
Madhavi tippaniMadhavi tippani
Madhavi tippani
 
IRJET - Review on Lung Cancer Detection Techniques
IRJET -  	  Review on Lung Cancer Detection TechniquesIRJET -  	  Review on Lung Cancer Detection Techniques
IRJET - Review on Lung Cancer Detection Techniques
 
COMPARISON BETWEEN THE GENETIC ALGORITHMS OPTIMIZATION AND PARTICLE SWARM OPT...
COMPARISON BETWEEN THE GENETIC ALGORITHMS OPTIMIZATION AND PARTICLE SWARM OPT...COMPARISON BETWEEN THE GENETIC ALGORITHMS OPTIMIZATION AND PARTICLE SWARM OPT...
COMPARISON BETWEEN THE GENETIC ALGORITHMS OPTIMIZATION AND PARTICLE SWARM OPT...
 
Comparison between the genetic algorithms optimization and particle swarm opt...
Comparison between the genetic algorithms optimization and particle swarm opt...Comparison between the genetic algorithms optimization and particle swarm opt...
Comparison between the genetic algorithms optimization and particle swarm opt...
 
Cass
CassCass
Cass
 
Brain Tumor Detection and Classification using Adaptive Boosting
Brain Tumor Detection and Classification using Adaptive BoostingBrain Tumor Detection and Classification using Adaptive Boosting
Brain Tumor Detection and Classification using Adaptive Boosting
 
An Exclusive Review of Popular Image Processing Techniques
An Exclusive Review of Popular Image Processing TechniquesAn Exclusive Review of Popular Image Processing Techniques
An Exclusive Review of Popular Image Processing Techniques
 
Computer aided detection of pulmonary nodules using genetic programming
Computer aided detection of pulmonary nodules using genetic programmingComputer aided detection of pulmonary nodules using genetic programming
Computer aided detection of pulmonary nodules using genetic programming
 
I045046066
I045046066I045046066
I045046066
 
Lung Cancer Detection with Flask Integration
Lung Cancer Detection with Flask IntegrationLung Cancer Detection with Flask Integration
Lung Cancer Detection with Flask Integration
 
C013141723
C013141723C013141723
C013141723
 
Robotics in orthopedics
Robotics in orthopedicsRobotics in orthopedics
Robotics in orthopedics
 
Oncentra® Brachy brochure
Oncentra® Brachy brochureOncentra® Brachy brochure
Oncentra® Brachy brochure
 
Computer in orthodontics
Computer in orthodonticsComputer in orthodontics
Computer in orthodontics
 
IRJET-V9I1137.pdf
IRJET-V9I1137.pdfIRJET-V9I1137.pdf
IRJET-V9I1137.pdf
 

Recently uploaded

Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksSoftradix Technologies
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 3652toLead Limited
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Patryk Bandurski
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024The Digital Insurer
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsAndrey Dotsenko
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticscarlostorres15106
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Wonjun Hwang
 
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024BookNet Canada
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
costume and set research powerpoint presentation
costume and set research powerpoint presentationcostume and set research powerpoint presentation
costume and set research powerpoint presentationphoebematthew05
 
Unlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power SystemsUnlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power SystemsPrecisely
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Neo4j
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr LapshynFwdays
 

Recently uploaded (20)

E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other Frameworks
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping Elbows
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
 
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
costume and set research powerpoint presentation
costume and set research powerpoint presentationcostume and set research powerpoint presentation
costume and set research powerpoint presentation
 
Unlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power SystemsUnlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power Systems
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
 
DMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special EditionDMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special Edition
 

AutoImPlan: An automated system for CT-based THA planning

  • 1. AutoImPlan : An Automated System for CT-based THA Planning - Planning Optimization Based on Anatomical Compatibility and Joint Function - ○ Itaru OTOMARU a , Masahiko NAKAMOTO b , Masaki TAKAO c , Nobuhiko SUGANO c , Yoshiyuki KAGIYAMA d , Hideki YOSHIKAWA c , Yukio TADA a and Yoshinobu SATO b a Graduate School of Engineering, Kobe University b Department of Radiology, Graduate School of Medicine, Osaka University c Department of Orthopaedics, Osaka University Graduate School of Medicine d The Center for Advanced Medical Engineering and Infomatics, OsakaUniversity
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18. Thank you for your attention This research was supported in part by Stryker Japan K. K. and Med-Solution, Inc.
  • 19.  
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.
  • 25.
  • 26.
  • 27.
  • 28.
  • 29.
  • 30.
  • 31.
  • 32.
  • 33.
  • 34.

Editor's Notes

  1. Total planning is consist of two steps.
  2. We show the expreimental results. ~ The surgeon accepted the automated planning in 31 cases and 14 cases and accepted in small adjustment in 10 cases and 23 cases in the stem planning and cup planning, respectively. Mean leg length discrepancy was 1.8 mm in the automated planning, and 2.5 mm in the surgeon’s plan. Meadn range onf motion was, 41.7 deg. in the automated planning and 47.7 deg. in the surgeon’s plan. LLD and ROM were approximately ~
  3. We show the expreimental results. ~ The surgeon accepted the automated planning in 31 cases and 14 cases and accepted in small adjustment in 10 cases and 23 cases in the stem planning and cup planning, respectively. Mean leg length discrepancy was 1.8 mm in the automated planning, and 2.5 mm in the surgeon’s plan. Meadn range onf motion was, 41.7 deg. in the automated planning and 47.7 deg. in the surgeon’s plan. LLD and ROM were approximately ~
  4. We show the expreimental results. ~ The surgeon accepted the automated planning in 31 cases and 14 cases and accepted in small adjustment in 10 cases and 23 cases in the stem planning and cup planning, respectively. Mean leg length discrepancy was 1.8 mm in the automated planning, and 2.5 mm in the surgeon’s plan. Meadn range onf motion was, 41.7 deg. in the automated planning and 47.7 deg. in the surgeon’s plan. LLD and ROM were approximately ~
  5. We show you the overview of the WEB based preview system
  6. Web preview system visualize the planning results and show the planning information using web browser. Surgeon can select the satisfied solution.
  7. In the cup planning, ~
  8. We show you the planning procedure of each implant. Stem planning is based on the statistical atlas which is constructed from the learning datasets of surgeon’s plan. The statistical atlas represents the average distace map between stem and medullary cavity. Size selection and positioning is performed so that the distance map becomes the same as that of the atlas.
  9. We show you the overview of the WEB based preview system