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Dr. Maria Chait, UCL Ear Institute Auditory Scene Analysis

Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

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Page 1: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Dr. Maria Chait, UCL Ear Institute

Auditory Scene Analysis

Page 2: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Expected learning outcomes:

• Understand the tasks faced by the auditory system during everyday listening.

• Know the major Gestalt principles.

• Understand the major principles of ‘auditory scene analysis’.

Page 3: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Suggested reading

Page 4: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping
Page 5: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Auditory Scene Analysis

• The auditory system needs to make sense of the superposition of component sounds – the auditory scene.

• It needs to segregate the components of the sound that come from different sound sources.

• It needs to group the components of the sound that come from the same sound source.

(slide from: Stuart Rosen)

Page 6: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Hz

ms

2000 4000 6000 8000 10000 12000 14000

6129

3467

1919

1020

497

193

Hz

ms

2000 4000 6000 8000 10000 12000 14000

6129

3467

1919

1020

497

193

Hz

ms

2000 4000 6000 8000 10000 12000 14000

6129

3467

1919

1020

497

193

Auditory Scene

Cat Birds

Page 7: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Mixture of two speakers:

Page 8: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

(“binding problem”)

• segregate the components of the sound that come from different sound sources.

• group the components of the sound that come from the same sound source.

Page 9: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Auditory Scene Analysis

• The auditory system needs to make sense of the superposition of component sounds – the auditory scene.

• It needs to segregate the components of the sound that come from different sound sources.

• It needs to group the components of the sound that come from the same sound source.

The percept of a group of sequential

and/or simultaneous sounds as a

coherent whole appearing to come

from a single sound source is known

as a stream or auditory stream.

(slide from: Stuart Rosen)

Page 10: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Similar problem in Vision?

Page 11: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

• The principles of auditory scene analysis are similar to those for visual scenes.

• How do we know what parts of the visual scene correspond a single object?

Visual scene analysis

How do we know what parts of

a visual scene correspond to

different objects?

(slide from: Stuart Rosen)

Page 12: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

• The principles of auditory scene analysis are similar to those for visual scenes.

• How do we know what parts of the visual scene correspond a single object?

Visual scene analysis

How do we know what parts of

a visual scene correspond to

different objects?

(slide from: Stuart Rosen)

Page 13: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Features that make up visual objects

• Color

• Shape

• Location

• Texture

• ….

The system extracts these features then decides which ones group together.

Page 14: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Visual Scene Analysis

Page 15: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

• Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century.

• A set of Gestalt grouping rules that describe which elements in an image belong together to form an object.

• Aim of the rules: To organise our perceptual world into the simplest pattern consistent with sensory information and experience.

• Application of these principles together generally results in a grouping of the parts of an image that come from the same object and segregating those that don’t.

Visual scene analysis

(slide from: Stuart Rosen)

Page 16: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Visual examples of Gestalt principles

http://psychology.about.com/od/sensationandperception/ss/gestaltlaws.htm

Prägnanz

(slide from: Stuart Rosen)

Page 17: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Visual grouping by similarity • Similar things are perceived as one group.

Perceived as

6 vertical

objects

Perceived as

6 horizontal

objects

(slide from: Stuart Rosen)

Page 18: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Visual completion by closure • We tend to see completed or closed figures from

contours, even when they are incomplete or open.

Perceived as an

obscured disc

Not…

(slide from: Stuart Rosen)

Page 19: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Visual completion by closure • Perception is a constructive process – an interaction of

stored knowledge and incoming sensory information.

We perceive a

pentagon. Our

mind fills in familiar

shapes.

(slide from: Stuart Rosen)

Page 20: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Visual completion by closure • A whole cat and not disconnected shapes

(slide from: Stuart Rosen)

Page 21: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Visual examples of Gestalt principles

http://psychology.about.com/od/sensationandperception/ss/gestaltlaws.htm

(slide from: Stuart Rosen)

Page 22: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Visual grouping by proximity • Things close together are perceived as one

group.

Perceived as

5 vertical

objects

Perceived as

5 horizontal

objects

(slide from: Stuart Rosen)

Page 23: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Visual grouping by continuity • Lines are seen as following the smoothest path.

Seen as...

Not...

(slide from: Stuart Rosen)

Page 24: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Visual grouping by common fate

• We tend to group things that are moving in the same direction and with the same velocity.

(slide from: Stuart Rosen)

Page 25: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Separation in figure and ground • We tend to organize our perceptions by distinguishing between a figure

and a ground. • Attention is generally focussed on the figure.

Page 26: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

• Proximity

• Similarity

• Continuity

• Closure

• Common fate

• Disjoint allocation

– An element of a visual scene must belong to a single object.

• Figure/ground

Gestalt principles

Page 27: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Auditory Scene Analysis

Page 28: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Features that make up Auditory objects

• Pitch • Timbre • Loudness • Location • … The system extracts these features then decides which

ones group together.

Page 29: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Mixture of two speakers:

In order to be able to follow the speech signal we need to integrate within time (across frequency) and across time

Page 30: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Across-frequency grouping

Page 31: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Fusion based on common Frequency modulation:

Freq

uen

cy

Time

Bregman, 1990 demo

Page 32: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

• Proximity

• Similarity

• Continuity

• Closure

• Common fate

• Disjoint allocation

– An element of a visual scene must belong to a single object.

• Figure/ground

Gestalt principles

Page 33: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping
Page 34: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Purwins et al, 2000

Page 35: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Mixture of two speakers:

In order to be able to follow the speech signal we need to integrate within time and across time

Page 36: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Across-time grouping

Page 37: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

The continuity Illusion

Vision

Audition

From Schnupp et al (2011) https://mustelid.physiol.ox.ac.uk/drupal/?q=continuityIllusion

Page 38: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

• Proximity

• Similarity

• Continuity

• Closure

• Common fate

• Disjoint allocation

– An element of a visual scene must belong to a single object.

• Figure/ground

Gestalt principles

Page 39: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Another example of continuity Illusion (picket fence effect in speech)

Page 40: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Auditory scenes: closure • We actively use our stored knowledge of sounds

to complete segments that have been masked.

The auditory system isn’t simply filling in the sound with

what was there before the noise burst.

Time

Fre

qu

en

cy

Time

Fre

qu

en

cy

Demonstration of gliding

tones in background noise

http://webpages.mcgill.ca/staff/Group2/abregm1/web/downloadstoc.htm#29

Page 41: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

D I SMTERLAOCDTYORS D I S T A C T O RS

Page 42: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

• Proximity

• Similarity

• Continuity

• Closure

• Common fate

• Disjoint allocation

– An element of a visual scene must belong to a single object.

• Figure/ground

Gestalt principles

Page 43: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Streaming

Page 44: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Time

A

B

Streaming

Page 45: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Time

A

Streaming

Freq

uen

cy

Page 47: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

• Proximity

• Similarity

• Continuity

• Closure

• Common fate

• Disjoint allocation

– An element of a visual scene must belong to a single object.

• Figure/ground

Gestalt principles

Page 48: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping
Page 49: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping
Page 50: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

• Proximity

• Similarity

• Continuity

• Closure

• Common fate

• Disjoint allocation

– An element of a visual scene must belong to a single object.

• Figure/ground

Gestalt principles

Page 51: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Whole auditory scene

Time

Fre

qu

en

cy

Auditory scene analysis

= + Time

Fre

qu

en

cy

Time

Fre

qu

en

cy

Cat

Birds

Together, these principles enable a separation of the

two auditory streams.

(slide from: Stuart Rosen)

Page 52: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Visual information aids auditory segregation

Page 53: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Audio-Visual binding

• http://www.cns.atr.jp/~kmtn/audiovisualRabbit/

Page 54: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Making sense of the

Acoustic environment

Page 55: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Time

A

B

Page 56: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Time

A

B

Page 57: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Bi-Stable auditory perception

Time

A

B

Page 58: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping
Page 59: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping
Page 60: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Bi-stable perception

Page 61: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Bi-Stable auditory perception

Time

A

B

Page 62: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

We learn the world by forming internal models of the expected behaviour of sources in the environment and testing those against the input In certain cases the input is consistent with 2 interpretations (that are mutually exclusive) and we then randomly shift between them.

Page 63: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Expected learning outcomes:

• Understand the tasks faced by the auditory system during everyday listening.

• Know the major Gestalt principles.

• Understand the major principles of ‘auditory scene analysis’.

Page 64: Auditory Scene Analysis - phon.ucl.ac.uk · • Main principles proposed by Gestalt psychologists (gestalt = form or pattern) in the early 20th century. • A set of Gestalt grouping

Image: 'Human Brain' by Luke James.

FIN

I