CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person...

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CVPR Tutorial: First Person Vision

Transcript of CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person...

Page 1: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

CVPR Tutorial: First Person Vision

Page 2: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

Understanding her behaviors

Page 3: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

Understanding her behaviors

Page 4: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

Understanding her behaviors

Page 5: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

What can first person cameras tell us about me?

Page 6: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

What can first person cameras tell us about me?

• Attention • Personal attention • Social attention

Page 7: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

What can first person cameras tell us about me?

• Attention • Personal attention • Social attention

Page 8: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

• Attention • Personal attention • Social attention

• Kinematics • Pose/object • Actions

What can first person cameras tell us about me?

Page 9: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

• Attention • Personal attention • Social attention

• Kinematics • Pose/object • Actions

What can first person cameras tell us about me?

Page 10: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

What can first person cameras tell us about me?

• Attention • Personal attention • Social attention

• Kinematics • Pose/object • Actions

• Control (attention kinematics) • Egomotion • Force

Page 11: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

What can first person cameras tell us about me?

• Attention • Personal attention • Social attention

• Kinematics • Pose/object • Actions

• Control (attention kinematics) • Egomotion • Force

Page 12: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

Broader Impact of First Person Vision

Page 13: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

Sensorimotor Behaviors

Children can learn riding bicycle in two week. How do they learn?

• Motor skill learning • Hand-eye coordination

Page 14: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

Personalized AI: Machines that learn for me

• Personal preference • Personal memory • Personal relationship • Personal space

Page 15: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

What are they looking at? What are they collaboratively building?

What are the key objects?

Computational Behavioral Science

Page 16: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

Sport Analytics

• Kinematics to visual sensation

Page 17: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

Sport Analytics

Coach’s note Basketball game in third person view

Page 18: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

Ball holder

Ball requesting

Page 19: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

Ball holder

Page 20: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

Specialized Tasks

Page 21: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

“First person vision is an embedded human-system symbiosis.”

- Takeo Kanade

Page 22: CVPR Tutorial: First Person Vision - University of Minnesotahspark... · What can first person cameras tell us about me? • Attention • Personal attention • Social attention

“First person vision is an embedded human-system symbiosis.”

- Takeo Kanade

First person vision is all about me.