optic flow from dynamic anchor point attributes a feasibility study bart janssen

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Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

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Page 1: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Optic flow from dynamic anchor point attributes

a feasibility study

Bart Janssen

Page 2: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Optic Flow• Medical Image Registration

• Video Processing / Coding

• Robotics

Page 3: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

The notion of scale:Objects live at different scales

Solution?Look at all scales

simultaniously

Page 4: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Scale Space in Human Vision

• The human visual system is a multi-scale sampling device

• The retina contains receptive fields; groups of receptors assembled in such a way that they form a set of apertures of widely varying size.

Page 5: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Gaussian Scale SpaceScale

x

y

Page 6: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

The Aperture problem:Constant brightness assumption is insufficient

Page 7: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

The Aperture problem:Constant brightness assumption is insufficient

Solution?Use points were the apperture problem is

non-existent

Page 8: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Proposed Method

Page 9: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Outline

• Introduction• Anchor Points• Stationary Reconstruction• Flow Reconstruction

Page 10: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Anchor pointsSingular Points of a

Gaussian scale space image

Fold catastrophe

Page 11: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Static PropertiesDifferential structure at the location of a Singular Point by innerproduct of theimage with derivatives of the Gaussian

Page 12: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Dynamic Properties

Page 13: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Outline

• Introduction• Anchor Points• Stationary Reconstruction• Flow Reconstruction

Page 14: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Stationary reconstruction

Page 15: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Stationary reconstruction

Page 16: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Optic flow reconstruction

Page 17: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Conclusions

Page 18: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Differential Structure

Page 19: Optic flow from dynamic anchor point attributes a feasibility study Bart Janssen

Error Measure