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The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

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Page 1: The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

The delta game: a crowd-source approach to delta classification

Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles

Nguyen, Chris Paola

Page 2: The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola
Page 3: The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

•Galloway’s classification divides deltas by dominant process

•Currently, this classification system is qualitative

•Interpretations not observations!

Current classification systems

Page 4: The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

Is there a better way to classify deltas?

Page 5: The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

• Necessary for survival• Recognizing friends and foes• Recognizing potential dangers• Increases predictable behavior• Avoid repetition of costly mistakes• Minimum of a few hundred neurons

Pattern recognition

Page 6: The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

Human vision

Page 7: The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

• Object recognition 30 minutes• Early as 7-8 days old• Coarse to fine analysis• Quickly processes images on

multiple scales• Understand commonplace

transformation

Early development of pattern recognition

Page 8: The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

• Highly constrained systems • Distractor patterns• Common transformations• Need more complex analysis

than pixel value

Humans vs Machines

Page 9: The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

Humans vs. machines

Page 10: The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

Woody Allen Bill Clinton Saddam Hussein Richard Nixon

Humans vs. machines

Page 11: The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

Solve a series of differential equations and probabilities?

Too much information?

Page 12: The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

Solve a series of differential equations and probabilities?

Too much information?

Page 13: The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

Solve a series of differential equations and probabilities?

Too much information?

Page 14: The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

Proposed system

•Give participants random images•Images free of color, scale and orientation•Observation before interpretation!•Is there some fundamental detail we are overlooking?

Page 15: The delta game: a crowd-source approach to delta classification Antoinette Abeyta, Sarah Baumgardner, Danny Im, Charles Nguyen, Chris Paola

DeltaShuffle.UMN.edu

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