VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4...
Transcript of VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4...
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VIRTUAL STUDIES IN GRATING-BASED PHASE-CONTRAST IMAGING
Janne Vignero
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Transmission Image
INTRODUCTION
Differential phase Image Dark Field Image
Talbot-Lau Interferometry (TLI)
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪ ▫ ▫ ▫ ▫ ▫
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Transmission Image
INTRODUCTION
Differential phase Image Dark Field Image
CalcificationsSoft tissue contrast
TLI for mammography
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪ ▫ ▫ ▫ ▫ ▫
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Transmission Image
INTRODUCTION
Dark Field Image
Calcifications
TLI for mammography
Comparison via contrast-to-noise ratios
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪ ▫ ▫ ▫ ▫ ▫
![Page 5: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/5.jpg)
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Transmission Image
INTRODUCTION
Differential phase Image
Soft tissue contrast
TLI for mammography
Comparison via contrast-to-noise ratios
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪ ▫ ▫ ▫ ▫ ▫
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Transmission Image
INTRODUCTION
Differential phase Image
Soft tissue contrast
TLI for mammography
Comparison via contrast-to-noise ratios
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪ ▫ ▫ ▫ ▫ ▫
How to quantitatively compare Tr and dP imaging?
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― Talbot-Lau interferometry
― A hybrid simulation framework
– generate ‘realistic’ imagines that match those
of a TLI scanner
― A detectability study
– a task-based study
– human reader studies (4-AFC)
― Application: mammography
OUTLINE
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪ ▫ ▫ ▫ ▫ ▫
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― Talbot-Lau interferometry
― A hybrid simulation framework
– generate ‘realistic’ imagines that match those
of a TLI scanner
― A detectability study
– a task-based study
– human reader studies (4-AFC)
― Application: mammography
OUTLINE
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪ ▫ ▫ ▫ ▫ ▫
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Illumination by a homogeneous x-ray field
TALBOT-LAU INTERFEROMETRY (TLI)
objectreference
Creates intensity disturbances at the edges
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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Illumination by a homogeneous x-ray field
TALBOT-LAU INTERFEROMETRY (TLI)
objectreference
Creates intensity disturbances at the edges
Illumination by a periodic x-ray field
objectreference
Allows to measure the intensity shifts in addition to the edges
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
TALBOT-LAU INTERFEROMETRY (TLI)
4 μm
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
TALBOT-LAU INTERFEROMETRY (TLI)
4 μm 100 μm
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
TALBOT-LAU INTERFEROMETRY (TLI)
4 μm 100 μm
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
TALBOT-LAU INTERFEROMETRY (TLI)
4 μm 100 μm
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 15: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/15.jpg)
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Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
TALBOT-LAU INTERFEROMETRY (TLI)
4 μm 100 μm
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 16: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/16.jpg)
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Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
TALBOT-LAU INTERFEROMETRY (TLI)
4 μm 100 μm
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 17: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/17.jpg)
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TALBOT-LAU INTERFEROMETRY (TLI)
Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 18: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/18.jpg)
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TALBOT-LAU INTERFEROMETRY (TLI)
Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 19: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/19.jpg)
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TALBOT-LAU INTERFEROMETRY (TLI)
Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 20: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/20.jpg)
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TALBOT-LAU INTERFEROMETRY (TLI)
Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
For each pixel we measure an average intensity pattern
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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TALBOT-LAU INTERFEROMETRY (TLI)
Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
Conventional x-ray tubes are not coherent
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 22: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/22.jpg)
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TALBOT-LAU INTERFEROMETRY (TLI)
Conventional x-ray tubes are not coherent
Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 23: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/23.jpg)
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TALBOT-LAU INTERFEROMETRY (TLI)
Conventional x-ray tubes are not coherent
Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
Pseudo coherent beam created by grating
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 24: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/24.jpg)
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TALBOT-LAU INTERFEROMETRY (TLI)
Conventional x-ray tubes are not coherent
Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
Pseudo coherent beam created by grating
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 25: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/25.jpg)
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TALBOT-LAU INTERFEROMETRY (TLI)
Conventional x-ray tubes are not coherent
Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
Pseudo coherent beam created by grating
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 26: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/26.jpg)
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TALBOT-LAU INTERFEROMETRY (TLI)
Conventional x-ray tubes are not coherent
Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
Pseudo coherent beam created by grating
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 27: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/27.jpg)
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TALBOT-LAU INTERFEROMETRY (TLI)
Conventional x-ray tubes are not coherent
Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
Pseudo coherent beam created by grating
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 28: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/28.jpg)
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TALBOT-LAU INTERFEROMETRY (TLI)
Conventional x-ray tubes are not coherent
Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
Pseudo coherent beam created by grating
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 29: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/29.jpg)
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TALBOT-LAU INTERFEROMETRY (TLI)
Conventional x-ray tubes are not coherent
Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
Pseudo coherent beam created by grating
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 30: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/30.jpg)
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TALBOT-LAU INTERFEROMETRY (TLI)
Conventional x-ray tubes are not coherent
Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
Pseudo coherent beam created by grating
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 31: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/31.jpg)
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TALBOT-LAU INTERFEROMETRY (TLI)
Conventional x-ray tubes are not coherent
Also referred to as ‘grating-based’ phase-contrast imaging
Periodic x-ray field is created by a grating; ‘the Talbot effect’
Periodic x-ray field is measured by a grating
Pseudo coherent beam created by grating
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
![Page 32: VIRTUAL STUDIES IN GRATING- BASED PHASE ...people.na.infn.it/~mettivie/MaXIMA Video/presentation...4 Transmission Image INTRODUCTION Dark Field Image Calcifications TLI for mammography](https://reader036.fdocuments.in/reader036/viewer/2022081618/608900c2dd2d7b31a323f32c/html5/thumbnails/32.jpg)
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TALBOT-LAU INTERFEROMETRY (TLI)
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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For each pixel we measure an average intensity pattern with and without object
TALBOT-LAU INTERFEROMETRY (TLI)
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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TALBOT-LAU INTERFEROMETRY (TLI)
For each pixel we measure 3 parameters 3 images can be constructed
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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TALBOT-LAU INTERFEROMETRY (TLI)
Transmission Image Differential phase Image Dark Field Image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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TALBOT-LAU INTERFEROMETRY (TLI)
Transmission Image Differential phase Image
STr = exp −𝜇𝑡= exp −2𝑘𝛽𝑡 𝑆𝑑𝑃 =
2𝜋𝑑
𝑝2tan
𝜕𝛿𝑡
𝜕𝑥
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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How to quantitatively compare Tr and dP imaging?
RESEARCH QUESTION
Transmission Image Differential phase Image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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TRANSMISSION VERSUS DIFFERENTIAL PHASE IMAGING
Transmission (Tr) Differential phase (dP)
Signal
Noise 𝜎𝑇𝑟 ∝1
𝑃𝑉𝜎𝑑𝑃 ∝
1
𝑃𝑉⋅1
𝑣
STr = exp −𝜇𝑡= exp −2𝑘𝛽𝑡
𝑆𝑑𝑃 =2𝜋𝑑
𝑝2tan
𝜕𝛿𝑡
𝜕𝑥
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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TRANSMISSION VERSUS DIFFERENTIAL PHASE IMAGING
Transmission (Tr) Differential phase (dP)
Signal
Noise 𝜎𝑇𝑟 ∝1
𝑃𝑉𝜎𝑑𝑃 ∝
1
𝑃𝑉⋅1
𝑣
STr = exp −𝜇𝑡= exp −2𝑘𝛽𝑡
𝑆𝑑𝑃 =2𝜋𝑑
𝑝2tan
𝜕𝛿𝑡
𝜕𝑥
1. Beta versus delta
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1. BETA VERSUS DELTA
𝜹
𝜷
(H20, 30 keV)
≠ 1000 times better performanceof dP in comparison to Tr
For soft tissues 𝛿 ≈ 1000 ⋅ 𝛽
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TRANSMISSION VERSUS DIFFERENTIAL PHASE IMAGING
Transmission (Tr) Differential phase (dP)
Signal
Noise 𝜎𝑇𝑟 ∝1
𝑃𝑉𝜎𝑑𝑃 ∝
1
𝑃𝑉⋅1
𝑣
STr = exp −𝜇𝑡= exp −2𝑘𝛽𝑡
𝑆𝑑𝑃 =2𝜋𝑑
𝑝2tan
𝜕𝛿𝑡
𝜕𝑥
1. Beta versus delta
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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TRANSMISSION VERSUS DIFFERENTIAL PHASE IMAGING
Transmission (Tr) Differential phase (dP)
Signal
Noise 𝜎𝑇𝑟 ∝1
𝑃𝑉𝜎𝑑𝑃 ∝
1
𝑃𝑉⋅1
𝑣
STr = exp −𝜇𝑡= exp −2𝑘𝛽𝑡
𝑆𝑑𝑃 =2𝜋𝑑
𝑝2tan
𝜕𝛿𝑡
𝜕𝑥
1. Beta versus delta
2. ‘𝒅, 𝒑𝟐’ the sensitivity
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3. THE SYSTEM SENSITIVITY
STr = exp −𝜇𝑡= exp −2𝑘𝛽𝑡
𝑆𝑑𝑃 =2𝜋𝑑
𝑝2tan
𝜕𝛿𝑡
𝜕𝑥
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3. THE SYSTEM SENSITIVITY
The G1-to-G2 distance ‘d’
The system sensitivity
2𝜋𝑑
𝑝2
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3. THE SYSTEM SENSITIVITY
The G1-to-G2 distance ‘d’
The system sensitivity
2𝜋𝑑
𝑝2
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3. THE SYSTEM SENSITIVITY
The G1-to-G2 distance ‘d’ The period of the interference pattern ‘p2’
The system sensitivity
2𝜋𝑑
𝑝2
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TRANSMISSION VERSUS DIFFERENTIAL PHASE IMAGING
Transmission (Tr) Differential phase (dP)
Signal
Noise 𝜎𝑇𝑟 ∝1
𝑃𝑉𝜎𝑑𝑃 ∝
1
𝑃𝑉⋅1
𝑣
STr = exp −𝜇𝑡= exp −2𝑘𝛽𝑡
𝑆𝑑𝑃 =2𝜋𝑑
𝑝2tan
𝜕𝛿𝑡
𝜕𝑥
1. Beta versus delta
2. ‘𝑑, 𝑝2’ the system sensitivity
3. ‘𝒗’, the system visibility
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3. THE SYSTEM VISIBILITY
The visibility
𝑎0
𝑎1
𝑣 = 𝑎1/𝑎0 Decreased by
- Polychromatic source- Finite width G0 slits- Finite height G2 grating- Beam divergence
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3. THE SYSTEM VISIBILITY
The visibility
𝑎0
𝑎1
𝑣 = 𝑎1/𝑎0 Determines noise in dP image
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3. THE SYSTEM VISIBILITY
The visibility
𝑎0
𝑎1
𝑣 = 𝑎1/𝑎0 Determines noise in dP image
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3. THE SYSTEM VISIBILITY
The visibility
𝑎0
𝑎1
𝑣 = 𝑎1/𝑎0 Determines noise in dP image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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3. THE SYSTEM VISIBILITY
The visibility
𝑎0
𝑎1
𝑣 = 𝑎1/𝑎0 Determines noise in dP image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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TRANSMISSION VERSUS DIFFERENTIAL PHASE IMAGING
1. Beta versus delta
2. ‘𝑑, 𝑝2’ the system sensitivity
3. ‘𝑣’, the system visibility
Benchmarking the CH-TLI setup
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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TRANSMISSION VERSUS DIFFERENTIAL PHASE IMAGING
Transmission (Tr) Differential phase (dP)
Signal
Noise 𝜎𝑇𝑟 ∝1
𝑃𝑉𝜎𝑑𝑃 ∝
1
𝑃𝑉⋅1
𝑣
STr = exp −𝜇𝑡= exp −2𝑘𝛽𝑡
𝑆𝑑𝑃 =2𝜋𝑑
𝑝2tan
𝜕𝛿𝑡
𝜕𝑥
1. Beta versus delta
2. ‘𝑑, 𝑝2’ the system sensitivity
3. ‘𝑣’, the system visibility
4. Projection vs differential
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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2. PROJECTION VERSUS DIFFERENTIAL IMAGING
Transmission
Differential phase
STr = exp −𝜇𝑡= exp −2𝑘𝛽𝑡
𝑆𝑑𝑃 =2𝜋𝑑
𝑝2tan
𝜕𝛿𝑡
𝜕𝑥
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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2. PROJECTION VERSUS DIFFERENTIAL IMAGING
Transmission
Differential phase
STr = exp −𝜇𝑡= exp −2𝑘𝛽𝑡
𝑆𝑑𝑃 =2𝜋𝑑
𝑝2tan
𝜕𝛿𝑡
𝜕𝑥
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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2. PROJECTION VERSUS DIFFERENTIAL IMAGING
Transmission
Differential phase
STr = exp −𝜇𝑡= exp −2𝑘𝛽𝑡
𝑆𝑑𝑃 =2𝜋𝑑
𝑝2tan
𝜕𝛿𝑡
𝜕𝑥
Contrast-to-noise metrics are not applicableSo, even theoretically, how to compare Trand dP?
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TRANSMISSION VERSUS DIFFERENTIAL PHASE IMAGING
Transmission (Tr) Differential phase (dP)
Signal
Noise 𝜎𝑇𝑟 ∝1
𝑃𝑉𝜎𝑑𝑃 ∝
1
𝑃𝑉⋅1
𝑣
STr = exp −𝜇𝑡= exp −2𝑘𝛽𝑡
𝑆𝑑𝑃 =2𝜋𝑑
𝑝2tan
𝜕𝛿𝑡
𝜕𝑥
1. Beta versus delta
2. ‘𝑑, 𝑝2’ the system sensitivity
3. ‘𝑣’, the system visibility
4. Projection vs differential
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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How to quantitatively compare Tr and dP imaging?
RESEARCH QUESTION
Transmission Image Differential phase Image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Comparing experimental data will be very hard, but even for theoretical data (where the ground truth is known) there is no approach available as we cannot compare 𝑆𝑇𝑟 with 𝑆𝑑𝑃.
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How to quantitatively compare Tr and dP imaging?
RESEARCH QUESTION
Use virtual studies to benchmark the dP performance against the Tr performance
Requires a simulation platform to produce rapidly ‘realistic’ dP and Tr images
Performance metric:
Relative dose required for a lesion to be detectable in Tr and dP
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪ ▫ ▫ ▫ ▫ ▫
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― Talbot-Lau interferometry
― A hybrid simulation framework
– generate ‘realistic’ imagines that match those
of a TLI scanner
― A detectability study
– a task-based study
– human reader studies (4-AFC)
― Application: mammography
OUTLINE
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Numerical wave propagation
Computationally expensive, not practical for virtual studies where you need a lot of data and large fields of view.
HYBRID IMAGE MODELLING
Hybrid image modelling
Combining analytical equations with experimentally measured metrics
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
4 𝜇m
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Expected signal
HYBRID IMAGE MODELLING
Expected noise level
Chabior et al. [2012]
STr = exp −𝜇𝑡= exp −2𝑘𝛽𝑡
𝑆𝑑𝑃 =2𝜋𝑑
𝑝2tan
𝜕𝛿𝑡
𝜕𝑥
𝜎𝑇𝑟 =𝑆𝑇𝑟
𝑃𝑉1 +
1
𝑆𝑇𝑟
𝜎𝑑𝑃 =1
𝑃𝑉
2
𝑣21 +
1
𝑆𝑇𝑟1 +
1
𝑆𝑇𝑟𝐷2
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𝑆𝑇𝑟
HYBRID IMAGE MODELLING
ℱ−1 ℱ 𝑆 ⋅ 𝑀𝑇𝐹 ⋅ 𝐺𝐹𝑆
𝜎𝑇𝑟 ℱ−1 ℱ 𝑅 ⋅ 𝑁𝑃𝑆 ⋅ 𝜎
Detector and focal spot blurExpected signal
Expected noise Correlate and scale noise𝑆 + 𝑁
Image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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𝑆𝑇𝑟
HYBRID IMAGE MODELLING
ℱ−1 ℱ 𝑆 ⋅ 𝑀𝑇𝐹 ⋅ 𝐺𝐹𝑆
𝜎𝑇𝑟 ℱ−1 ℱ 𝑅 ⋅ 𝑁𝑃𝑆 ⋅ 𝜎
Detector and focal spot blurExpected signal
Expected noise Correlate and scale noise𝑆 + 𝑁
Image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
STr = exp −𝜇𝑡= exp −2𝑘𝛽𝑡
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𝑆𝑇𝑟
HYBRID IMAGE MODELLING
ℱ−1 ℱ 𝑆 ⋅ 𝑀𝑇𝐹 ⋅ 𝐺𝐹𝑆
𝜎𝑇𝑟 ℱ−1 ℱ 𝑅 ⋅ 𝑁𝑃𝑆 ⋅ 𝜎
Detector and focal spot blurExpected signal
Expected noise Correlate and scale noise𝑆 + 𝑁
Image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
MTF : measuredGFS: analytical
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𝑆𝑇𝑟
HYBRID IMAGE MODELLING
ℱ−1 ℱ 𝑆 ⋅ 𝑀𝑇𝐹 ⋅ 𝐺𝐹𝑆
𝜎𝑇𝑟 ℱ−1 ℱ 𝑅 ⋅ 𝑁𝑃𝑆 ⋅ 𝜎
Detector and focal spot blurExpected signal
Expected noise Correlate and scale noise𝑆 + 𝑁
Image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
R = random generated values with a zero mean and a unit variance
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𝑆𝑇𝑟
HYBRID IMAGE MODELLING
ℱ−1 ℱ 𝑆 ⋅ 𝑀𝑇𝐹 ⋅ 𝐺𝐹𝑆
𝜎𝑇𝑟 ℱ−1 ℱ 𝑅 ⋅ 𝑁𝑃𝑆 ⋅ 𝜎
Detector and focal spot blurExpected signal
Expected noise Correlate and scale noise𝑆 + 𝑁
Image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
NPS : measuredPV: measured𝜎𝑇𝑟 =
𝑆𝑇𝑟
𝑃𝑉1 +
1
𝑆𝑇𝑟
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𝑆𝑇𝑟
HYBRID IMAGE MODELLING
ℱ−1 ℱ 𝑆 ⋅ 𝑀𝑇𝐹 ⋅ 𝐺𝐹𝑆
𝜎𝑇𝑟 ℱ−1 ℱ 𝑅 ⋅ 𝑁𝑃𝑆 ⋅ 𝜎
Detector and focal spot blurExpected signal
Expected noise Correlate and scale noise𝑆 + 𝑁
Image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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𝑆𝑇𝑟
HYBRID IMAGE MODELLING
ℱ−1 ℱ 𝑆 ⋅ 𝑀𝑇𝐹 ⋅ 𝐺𝐹𝑆
𝜎𝑇𝑟 ℱ−1 ℱ 𝑅 ⋅ 𝑁𝑃𝑆 ⋅ 𝜎
Detector and focal spot blurExpected signal
Expected noise Correlate and scale noise𝑆 + 𝑁
Image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
− log()
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71
𝑆𝑑𝑃
HYBRID IMAGE MODELLING
ℱ−1 ℱ 𝑆 ⋅ 𝑀𝑇𝐹 ⋅ 𝐺𝐹𝑆
𝜎𝑑𝑃 ℱ−1 ℱ 𝑅 ⋅ 𝑁𝑃𝑆 ⋅ 𝜎
Detector and focal spot blurExpected signal
Expected noise Correlate and scale noise𝑆 + 𝑁
Image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
𝑆𝑑𝑃 =𝟐𝝅𝒅
𝒑𝟐tan
𝜕𝛿𝑡
𝜕𝑥
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𝑆𝑑𝑃
HYBRID IMAGE MODELLING
ℱ−1 ℱ 𝑆 ⋅ 𝑀𝑇𝐹 ⋅ 𝐺𝐹𝑆
𝜎𝑑𝑃 ℱ−1 ℱ 𝑅 ⋅ 𝑁𝑃𝑆 ⋅ 𝜎
Detector and focal spot blurExpected signal
Expected noise Correlate and scale noise𝑆 + 𝑁
Image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
MTF : measuredGFS: analytical
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𝑆𝑑𝑃
HYBRID IMAGE MODELLING
ℱ−1 ℱ 𝑆 ⋅ 𝑀𝑇𝐹 ⋅ 𝐺𝐹𝑆
𝜎𝑑𝑃 ℱ−1 ℱ 𝑅 ⋅ 𝑁𝑃𝑆 ⋅ 𝜎
Detector and focal spot blurExpected signal
Expected noise Correlate and scale noise𝑆 + 𝑁
Image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
R = random generated values with a zero mean and a unit variance
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𝑆𝑑𝑃
HYBRID IMAGE MODELLING
ℱ−1 ℱ 𝑆 ⋅ 𝑀𝑇𝐹 ⋅ 𝐺𝐹𝑆
𝜎𝑑𝑃 ℱ−1 ℱ 𝑅 ⋅ 𝑁𝑃𝑆 ⋅ 𝜎
Detector and focal spot blurExpected signal
Expected noise Correlate and scale noise𝑆 + 𝑁
Image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
NPS : measuredPV: measured𝑣 : measured
𝜎𝑑𝑃 =𝑆𝑇𝑟
𝑷𝑽
2
𝒗21 +
1
𝑆𝑇𝑟1 +
1
𝑆𝑇𝑟𝐷2
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𝑆𝑑𝑃
HYBRID IMAGE MODELLING
ℱ−1 ℱ 𝑆 ⋅ 𝑀𝑇𝐹 ⋅ 𝐺𝐹𝑆
𝜎𝑑𝑃 ℱ−1 ℱ 𝑅 ⋅ 𝑁𝑃𝑆 ⋅ 𝜎
Detector and focal spot blurExpected signal
Expected noise Correlate and scale noise𝑆 + 𝑁
Image
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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HYBRID IMAGE MODELLING
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
PMMA sphere
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HYBRID IMAGE MODELLING
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
In vivo scan mouse
Model is based on segmented uCTdata
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Transmission Image
RESEARCH QUESTION
Differential phase Image
How to quantitatively compare Tr and dP imaging?
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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― Talbot-Lau interferometry
― A hybrid simulation framework
– generate ‘realistic’ imagines that match those
of a TLI scanner
― A detectability study
– a task-based study
– human reader studies (4-AFC)
― Application: mammography
OUTLINE
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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Relative dose required for a lesion to be detectable
= measure of relative performance
Via a four alternative forced choice study
TASK BASED DETECTABILITY STUDY
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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Four alternative forced choice (4-AFC)
4-AFC
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Zhang et al., SPIE proceedings (2016)
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Four alternative forced choice (4-AFC)
4-AFC
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Zhang et al., SPIE proceedings (2016)
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Four alternative forced choice (4-AFC)
4-AFC
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Zhang et al., SPIE proceedings (2016)
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Four alternative forced choice (4-AFC)
4-AFC
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Zhang et al., SPIE proceedings (2016)
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Four alternative forced choice (4-AFC)
4-AFC
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Zhang et al., SPIE proceedings (2016)
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Four alternative forced choice (4-AFC)
4-AFC
%𝐶𝑜𝑟𝑟 = 1 − 0.75 ⋅ exp −𝑑𝑜𝑠𝑒
𝑎
𝑏
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Zhang et al., SPIE proceedings (2016)
Psychometric curve fit
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Four alternative forced choice (4-AFC)
4-AFC
%𝐶𝑜𝑟𝑟 = 1 − 0.75 ⋅ exp −𝑑𝑜𝑠𝑒
𝑎
𝑏
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Zhang et al., SPIE proceedings (2016)
Psychometric curve fit – threshold at 62.5%
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Four alternative forced choice (4-AFC)
4-AFC
%𝐶𝑜𝑟𝑟 = 1 − 0.75 ⋅ exp −𝑑𝑜𝑠𝑒
𝑎
𝑏
If you want to do this for every task it is very time consuming. Make it more general.
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Zhang et al., SPIE proceedings (2016)
Psychometric curve fit – threshold at 62.5%
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Definitions FOM
Should scale with detectability
GENERALIZED TASK BASED DETECTABILITY STUDY
𝐹𝑂𝑀𝑇𝑟 =min 𝐼𝑇𝑟 −max 𝐼𝑇𝑟
𝜎𝑇𝑟
𝐹𝑂𝑀𝑑𝑃 =max(∫ |𝑆𝑑𝑃|𝑑𝑥)
𝜎𝑑𝑃
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Liver in adipose bg with radiation dose of x
blood in muscle bg with radiation dose of y
Liver in adipose bg with radiation dose of w
blood in muscle bg with radiation dose of z
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Definitions FOM
Should scale with detectability
Only valid for same task shape!
GENERALIZED TASK BASED DETECTABILITY STUDY
𝐹𝑂𝑀𝑇𝑟 =min 𝐼𝑇𝑟 −max 𝐼𝑇𝑟
𝜎𝑇𝑟
𝐹𝑂𝑀𝑑𝑃 =max(∫ |𝑆𝑑𝑃|𝑑𝑥)
𝜎𝑑𝑃
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Liver in adipose bg with radiation dose of x
Liver in adipose bg with radiation dose of w
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1. Simulate. Simulate set of Tr and dP images (bg and obj) with
signal and noise combinations ranging between undetectable to
detectable
2. FOM.
3. 4AFC.
4. Thresholds.
5. EAK(62.5%).
6. RP.
GENERALIZED TASK BASED DETECTABILITY STUDYFor a certain task shape
Transmission Diff. Phase
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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1. Simulate. Simulate set of Tr and dP images (bg and obj) with
signal and noise combinations ranging between undetectable to
detectable
2. FOM. Calculate the FOM of each of the images.
3. 4AFC.
4. Thresholds.
5. EAK(62.5%).
6. RP.
GENERALIZED TASK BASED DETECTABILITY STUDYFor a certain task shape
Transmission Diff. Phase
𝐹𝑂𝑀𝑇𝑟 =min 𝐼𝑇𝑟 −max 𝐼𝑇𝑟
𝜎𝑇𝑟
𝐹𝑂𝑀𝑑𝑃 =max(∫ |𝑆𝑑𝑃|𝑑𝑥)
𝜎𝑑𝑃
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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1. Simulate. Simulate set of Tr and dP images (bg and obj) with
signal and noise combinations ranging between undetectable to
detectable
2. FOM. Calculate the FOM of each of the images.
3. 4AFC. Use these images in a 4afc human reader study (one for Tr
and one for dP) as a function of the FOM
4. Thresholds.
5. EAK(62.5%).
6. RP.
GENERALIZED TASK BASED DETECTABILITY STUDYFor a certain task shape
Transmission Diff. Phase
𝐹𝑂𝑀𝑇𝑟 =min 𝐼𝑇𝑟 −max 𝐼𝑇𝑟
𝜎𝑇𝑟
𝐹𝑂𝑀𝑑𝑃 =max(∫ |𝑆𝑑𝑃|𝑑𝑥)
𝜎𝑑𝑃
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
FOMFOM
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1. Simulate. Simulate set of Tr and dP images (bg and obj) with
signal and noise combinations ranging between undetectable to
detectable
2. FOM. Calculate the FOM of each of the images.
3. 4AFC. Use these images in a 4afc human reader study (one for Tr
and one for dP) as a function of the FOM
4. Thresholds. Calculate the threshold FOMTr and FOMdP
5. EAK(62.5%).
6. RP.
GENERALIZED TASK BASED DETECTABILITY STUDYFor a certain task shape
Transmission Diff. Phase
𝐹𝑂𝑀𝑇𝑟 =min 𝐼𝑇𝑟 −max 𝐼𝑇𝑟
𝜎𝑇𝑟
𝐹𝑂𝑀𝑑𝑃 =max(∫ |𝑆𝑑𝑃|𝑑𝑥)
𝜎𝑑𝑃
FOM FOM
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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1. Simulate. Simulate set of Tr and dP images (bg and obj) with
signal and noise combinations ranging between undetectable to
detectable
2. FOM. Calculate the FOM of each of the images.
3. 4AFC. Use these images in a 4afc human reader study (one for Tr
and one for dP) as a function of the FOM
4. Thresholds. Calculate the threshold FOMTr and FOMdP
5. EAK(62.5%). Calculate the EAKTr and EAKdP for a given
application (combination of bg and obj materials) to reach
respectively the FOMTr and FOMdP
6. RP.
GENERALIZED TASK BASED DETECTABILITY STUDYFor a certain task shape
Transmission Diff. Phase
𝐹𝑂𝑀𝑇𝑟 =min 𝐼𝑇𝑟 −max 𝐼𝑇𝑟
𝜎𝑇𝑟
𝐹𝑂𝑀𝑑𝑃 =max(∫ |𝑆𝑑𝑃|𝑑𝑥)
𝜎𝑑𝑃
FOM FOM
e.g. for tumor lesion in adipose tissue which EAK required to reach FOMTr = FOMTr62.5%
e.g. for tumor lesion in adipose tissue which EAK required to reach FOMdP = FOMdP62.5%
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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1. Simulate. Simulate set of Tr and dP images (bg and obj) with
signal and noise combinations ranging between undetectable to
detectable
2. FOM. Calculate the FOM of each of the images.
3. 4AFC. Use these images in a 4afc human reader study (one for Tr
and one for dP) as a function of the FOM
4. Thresholds. Calculate the threshold FOMTr and FOMdP
5. EAK(62.5%). Calculate the EAKTr and EAKdP for a given
application (combination of bg and obj materials) to reach
respectively the FOMTr and FOMdP
6. RP. The relative performance of an application = EAKTr/EAKdP
GENERALIZED TASK BASED DETECTABILITY STUDYFor a certain task shape
Transmission Diff. Phase
𝐹𝑂𝑀𝑇𝑟 =min 𝐼𝑇𝑟 −max 𝐼𝑇𝑟
𝜎𝑇𝑟
𝐹𝑂𝑀𝑑𝑃 =max(∫ |𝑆𝑑𝑃|𝑑𝑥)
𝜎𝑑𝑃
FOM FOM
e.g. for tumor lesion in adipose tissue which EAK required to reach FOMTr = FOMTr62.5%
e.g. for tumor lesion in adipose tissue which EAK required to reach FOMdP = FOMdP62.5%
𝑅𝑃 =𝐸𝐴𝐾𝑇𝑟 62.5%
𝐸𝐴𝐾𝑑𝑃 62.5%
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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― Talbot-Lau interferometry
― A hybrid simulation framework
– generate ‘realistic’ imagines that match those
of a TLI scanner
― A detectability study
– a task-based study
– human reader studies (4-AFC)
― Application: mammography
OUTLINE
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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Application 1. Sphere/lesions of different sizes
APPLICATIONS
5.3 mm diam 2.6 mm diam 1.3 mm diam
Lesion
Shaheen E. et al. , Med. Phys. 41(8), 2014
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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Application 1. Sphere/lesions of different sizes
APPLICATIONS
5.3 mm diam
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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APPLICATIONS: HOMOGENEOUS BG
Application 1. Sphere/lesions of different sizes
1. Simulate.
2. FOM.
3. 4AFC.
4. Thresholds.
5. EAK(62.5%).
6. RP.
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
8 different FOM values15 signal present & 45 signal absent per dose
8 different FOM values15 signal present & 45 signal absent per dose
Transmission Differential phase
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APPLICATIONS: HOMOGENEOUS BG
Application 1. Sphere/lesions of different sizes
1. Simulate.
2. FOM.
3. 4AFC.
4. Thresholds.
5. EAK(62.5%).
6. RP.
= 0.53= 0.37 = 0.7= 0.2 = 1.45 = 3.03 = 4.61 = 6.2
FOMTr FOMdP
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Transmission Differential phase
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APPLICATIONS: HOMOGENEOUS BG
Application 1. Sphere/lesions of different sizes
1. Simulate.
2. FOM.
3. 4AFC.
4. Thresholds.
5. EAK(62.5%).
6. RP.
c
c
c
c
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Transmission Differential phase
7 trained readers 7 trained readers
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APPLICATIONS: HOMOGENEOUS BG
Application 1. Sphere/lesions of different sizes
1. Simulate.
2. FOM.
3. 4AFC.
4. Thresholds.
5. EAK(62.5%).
6. RP.
c
c
c
c
FOMTr(62.5%) = 0.34 FOMdP(62.5%) = 2.16
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Transmission Differential phase
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APPLICATIONS: HOMOGENEOUS BG
Application 1. Sphere/lesions of different sizes
1. Simulate.
2. FOM.
3. 4AFC.
4. Thresholds.
5. EAK(62.5%).
6. RP.
c
c
c
c
FOMTr(62.5%) = 0.34 FOMdP(62.5%) = 2.16
Background lesionEAK(62.5%)
[mGy]
adipose tumour 0.007(1)
Glandular tumour 0.030(4)
Background lesionEAK(62.5%)
[mGy]
adipose tumour 0.71(6)
Glandular tumour 6.7(5)
𝐹𝑂𝑀𝑇𝑟 =min 𝐼𝑇𝑟 −max 𝐼𝑇𝑟
𝜎𝑇𝑟𝐹𝑂𝑀𝑑𝑃 =
max(∫ |𝑆𝑑𝑃|𝑑𝑥)
𝜎𝑑𝑃
Compositions
Hammerstein G. et al., Rad., 130, 1979
Johns P.C., Yaffe M.J. , Phys. Med. Biol. 32(675), 1987
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Transmission Differential phase
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105
APPLICATIONS: HOMOGENEOUS BG
Application 1. Sphere/lesions of different sizes
1. Simulate.
2. FOM.
3. 4AFC.
4. Thresholds.
5. EAK(62.5%).
6. RP.
c
c
c
c
Background lesionEAK(62.5%)
[mGy]
adipose tumour 0.007(1)
Glandular tumour 0.030(4)
Background lesionEAK(62.5%)
[mGy]
adipose tumour 0.71(6)
Glandular tumour 6.7(5)
Background lesion RP
adipose tumour 0.0010(2)
Glandular tumour 0.0045(7)
5.3 mm diam
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Transmission Differential phase
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Adipose
APPLICATIONS: HOMOGENEOUS BG
Glandular
Application 1. Sphere/lesions of different sizes
5.3 mm diam 2.6 mm diam 1.3 mm diam
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
For our system, we do not expect dP to outperform Tr imaging for these tasks
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Adipose
APPLICATIONS: HOMOGENEOUS BG
Glandular
Application 1. Sphere/lesions of different sizes
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
For our system, we do not expect dP to outperform Tr imaging for these tasks
Tr Image dPImage
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APPLICATIONS
Application 2. Mammo
5.3 mm diam glandular adipose mammographic
Mammographic background
1. μCT data of mastectomy
2. Thresholding glandular and adipose tissue
3. Selecting appropriate ROI’s
Tr dP Tr dP
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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APPLICATIONS
Application 2. Mammo
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
EAKdP
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APPLICATIONS
Application 1 & 2. Discussion
AdiposeGlandular 5.3 mm lesion
But our system is not the state of the art system
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Diff Phase imaging does not outperform Tr imaging for our system setup.
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APPLICATIONS
Application 1 & 2. Discussion
Adipose
But our system is not the state of the art system
𝑅𝑃 ∝𝑑
𝑝2⋅ 𝑣
2
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Diff Phase imaging does not outperform Tr imaging for our system setup.
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112
APPLICATIONS
Application 1 & 2. Discussion
Diff Phase imaging does not outperform Tr imaging for our system setup.
But our system is not the state of the art system
𝑅𝑃 ∝𝑑
𝑝2⋅ 𝑣
2
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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APPLICATIONS
Application 1 & 2. Discussion
AdiposeGlandular 5.3 mm lesion
With reasonable system optimization dP outperforms Tr for some tasks!
Diff phase is specifically promising to detect small lesions in a complex background
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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APPLICATIONS
Application 1 & 2. Discussion
With reasonable system optimization dP outperforms Tr for some tasks! However, this is only an approximation
Magnification, different detector and source properties,…
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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APPLICATIONS
Application 1 & 2. Discussion
Orientation background affects dP performance
Horizontal structures are not detected in dP
Vertical oriented bgHorizontal oriented bg
Tr dP Tr dP
𝑆𝑑𝑃 =2𝜋𝑑
𝑝2tan
𝜕𝛿𝑡
𝜕𝑥
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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APPLICATIONS
Application 1 & 2. Discussion
Orientation background affects dP performance
Exploit this feature when developing TLI mammo systems because human breast has inherent orientation?
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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APPLICATIONS
Application 1 & 2. Conclusion
CH-TLI system not good enough, but other systems in the literature might have sufficient system quality for dP to outperform Tr
But TLI is a promising tool for the detection of small lesions in a complex background
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
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DISCUSSION AND CONCLUSION
Computer simulations can be used to quantitatively estimate the feasibility of applications and/or to estimate the required system quality in TLI
INTRODUCTION TLI SIMULATIONS DETECTABILITY STUDY APPLICATIONS CONCLUSION▪▫ ▫ ▫ ▫ ▫
Tr Image dPImage