Problems. Speech Perception Facts and things. Talker Normalization. Lack of Invariance Problem. Why the lack of invariance?

Similar documents
Class 5: Language processing over a noisy channel. Ted Gibson 9.59J/24.905J

Lecture 18: Production & Perception

RECEPTION OF SPOKEN ENGLISH. MISHEARINGS IN THE LANGUAGE OF BUSINESS AND LAW

Automatic Laughter Detection

** All lyrics taken from ** ** Lyrics will be strictly used for educational purposes **

POP Vol. 8 Classic Rock A 200 Songs, sortiert nach Band, Interpret. karaoke.hefti-services.ch. 1 von 5

Three Minute Review. validity of IQ tests some predictive use, but not great. Other types of intelligence

Representations in Deep Neural Nets. Paul Humphreys July

Perceiving Differences and Similarities in Music: Melodic Categorization During the First Years of Life

Prez Mez. February Meeting

ENGLISH FILE Intermediate

Automatic Laughter Detection

With thanks to Seana Coulson and Katherine De Long!

UNFINISHED SYMPATHY MASSIVE ATTACK

Pitch-Synchronous Spectrogram: Principles and Applications

AUD 6306 Speech Science

Can Rock and Roll Save America?

The important musical features used to define this composition are lyrics, tempo, voice,

First 12 Chords for the Guitar (Major Chords then minor)

Speech To Song Classification

Advanced Signal Processing 2

pitch tone languages contrastively phonemic level contour

Rhythm and Melody Aspects of Language and Music

Flying. Fountas-Pinnell Level H Fantasy. by Alex Mason

ESL Helpful Handouts Page 1 of 10. The Present Progessive Tense, Information Questions, Short Answer Questions, Short Answers

ZÁPADOČESKÁ UNIVERZITA V PLZNI

Stewart, Lauren and Walsh, Vincent (2001) Neuropsychology: music of the hemispheres Dispatch, Current Biology Vol.11 No.

I can t write a poem : instant poetry! 14 lines, following a format of excuses, one lined up after another.

New Inside Out Beginner Units Tests

Rain Man. Rain man 1: Childhood MEMORIES

Recording scripts Third edition. for Movers

Write a summary of the text in English, including the most important points, using your own words whenever possible (maximum 50 words,).

Case 1:17-cv Document 1-1 Filed 01/18/17 Page 1 of 21. Exhibit A

Say Sorry. Tiny Conversations. 1. Say Sorry Read the dialogue, and practice with a partner.

Our Story Of How It All Began

Our Story Of How It All Began

Effective Practice Briefings: Robert Sylwester 02 Page 1 of 10

LEITMOTIF (Medley) Being Your Baby There's a Place Only in Dreams Thinking Love is Real Magdalene Wine on the Desert Spring and Fall

Evaluating trained singers tone quality and the effect of changing focus of attention on performance

Linguistics 001 Midterm 1 Fall 2016 October 24, 2016

The MAMI Query-By-Voice Experiment Collecting and annotating vocal queries for music information retrieval

PJJ Programme 1 ST FACE TO FACE SESSION. Date: 25 February 2017

ESL Podcast 227 Describing Symptoms to a Doctor

Contents Starter Unit 1 Unit 2 Unit 3 Review 1 Cross-curricular 1: Math Unit 4 Unit 5 Unit 6 Review 2 Cross-curricular 2: Language Arts Unit 7

Book, Music and Lyrics by Michelle G. Reiff. Sample Script Pages

SALE TODAY All toys half price

1 Unit friendship TEST. Vocabulary. 6. A:... is the party going to start? B: At three.

Musical Forms. Or, organizing music into smaller sections

EFFECT OF REPETITION OF STANDARD AND COMPARISON TONES ON RECOGNITION MEMORY FOR PITCH '

Improving Piano Sight-Reading Skills of College Student. Chian yi Ang. Penn State University

APPLE DPR INTERVISTA CON I BEATLES 1e PARTE / INTERVISTA CON I BEATLES 2e PARTE

Pitch. The perceptual correlate of frequency: the perceptual dimension along which sounds can be ordered from low to high.

Transcriber(s): Yankelewitz, Dina Verifier(s): Lew, Kristen Date Transcribed: Spring 2009 Page: 1 of 5

Introduction to Performance Fundamentals

BBC LEARNING ENGLISH The Grammar Gameshow Present perfect and past simple

10 Steps To Effective Listening

Assessment may include recording to be evaluated by students, teachers, and/or administrators in addition to live performance evaluation.

STORY BY JON SCIESZKA PAINTINGS BY STEVE JOHNSON

Foes just scored a goal, but I m not here eating fries cause what robbed me of my appetite is that different weird stomach growl. Maybe gobblin

Robert Sylwester Music in Our Brain: Music as a Central Cognitive Property

Pgs. Level 1 Questions Level 2 Questions Level 3 Questions Level 4 Questions

THE MATCHMAKER Thornton Wilder

Improving Frame Based Automatic Laughter Detection

Analysis, Synthesis, and Perception of Musical Sounds

Tony, Frank, John Movie Lesson 2 Text

INTERMEDIATE PLUS UNIT 9 (B3)

JET LEVEL 5 WRITING TEST

PSYCHOLOGICAL AND CROSS-CULTURAL EFFECTS ON LAUGHTER SOUND PRODUCTION Marianna De Benedictis Università di Bari

This/These That/Those SINGULAR FORM PLURAL FORM

By Jack Bennett Icanplaydrums.com DVD 12 JAZZ BASICS

Grammar 101: Adjectives, Adverbs, Articles, Prepositions, oh my! For Planners

English as a Second Language Podcast ENGLISH CAFÉ 70

MITOCW ocw f08-lec19_300k

EXIT STRATEGY By Vinay Patel

CARNABY STREET SONG LIST 1

How do scoops influence the perception of singing accuracy?

Speech and Speaker Recognition for the Command of an Industrial Robot

August Acoustics and Psychoacoustics Barbara Crowe Music Therapy Director. Notes from BC s copyrighted materials for IHTP

Audition Pieces. Tip: Your monologue character should have a distinct voice and physical characteristic. What is the character thinking and feeling?

SIMPLE PRESENT PRESENT SIMPLE. Negative. Be informed that there is an 's' for the third person singular. You use the Simple Present to talk about :

COUNTY FAIRS. With in-text citations, place them after each & every sentence of borrowed information

SAMPLE COMPUTER-BASED TEST QUESTIONS ELI 103

How Music Powers STEAM Education and the @vh1savethemusic

Welcome to Vibrationdata

pre-watching Look at these pictures. Talk about the pictures. Which words, feelings come to your mind?

SELECTING AND TEACHING REPERTORY FOR THE SINGERS YOU HAVE AND THE CHOIR YOU WANT TO BUILD

JETSET LEVEL FIVE WRITING TEST SAMPLE PAPER TIME ALLOWED 90 MINUTES

UNIT 2 COMPLETE. Complete the conversation. Look at pages in the textbook to check your answers.

And all that glitters is gold Only shooting stars break the mold. Gonna Be

PATRICK WINSTON: So today we're gonna talk about a few miracles of learning in the context of the theme that we're developing here in the class.

CHAPTER 20.2 SPEECH AND MUSICAL SOUNDS

JEN KIRKMAN TALKS COMEDY AND GROWING INTO YOURSELF

Lauren. the house smells like apple pie thanks to the burning candle on the mantel.

Pre-Advanced 2 Unit 3. Activity 4 Activity 5 Activity 6

The new person. Introductions. Grammar revision. Everyday objects. Verb to be. Possessive adjectives. Dictation

Sonority as a Primitive: Evidence from Phonological Inventories Ivy Hauser University of North Carolina

2018 Fall CTP431: Music and Audio Computing Fundamentals of Musical Acoustics

ENG 101 Lesson My neighbor being a typical businessman who prides himself on his efficiency. - Because there are two computers on his desk.

PRESENT CONTINUOUS AND FUTURE TENSES

The Language Inside Your Brain (plural suffix -s )

Transcription:

Problems Lack of Invariance Problem Speech Perception Facts and things Lack of invariance Talker normalization Segmentation Speech is too fast to hear! There is no unique acoustic pattern associated with the perception of phonemes. Why the lack of invariance? Co-articulation We don t articulate one sound at a time. We articulate more than one in parallel. say key, koala Lack of invariance not unique to speech Talker Normalization Formant patterns for 7 vowels, men vs. children Similar structure, but lots of frequency diffs

Segmentation Oronyms Illustrate the Problem phrases that can be segmented in more than one way Mondegreens As a child, author Sylvia Wright heard the lyrics of The Bonny Earl of Murray (a Scottish llad) as: Ye highlands and ye lowlands Oh where hae you been? Thou hae slay the Earl of Murray And Lady Mondegreen It eventually transpired that Lady Mondegreen existed only in the mind of Sylvia Wright, for the actual lyrics said that they "slay the Earl of Murray and laid him on the green." And to this day Lady Mondegreen's name has been used to describe all mishearings of this type! "Excuse me while I kiss this guy." "Excuse me while I kiss the sky." Purple Haze, Jimi Hendrix "She's got a chicken to ride." "She's got a ticket to ride." Ticket to Ride, The Beatles "You and me and Leslie." "You and me endlessly..." Groovin', The Rascals "Sunday monkey won't play piano song, play piano song." "Sont des mots qui vont tres bien ensemble; tres bien ensemble." Michelle, The Beatles "What a nice surprise when you're out of ice." "What a nice surprise bring your alibis." Hotel California, Eagles "I'm a pool hall ace." "My poor heart aches." Every Step You Take, The Police Manfred Mann Blinded by the Light Manfred Mann Blinded by the Light The case of nuther

Another Another Segmentation problem not unique to speech A nuther A nuther That s a whole nuther thing Segmentation problem not unique to speech Segmentation problem not unique to speech Speech is too fast to hear! (WTF?) 1. A fast sentence: 1 phoneme every 75 msec can you understand it? 2. A fast melody: 1 note every 75 sec can you name that tune? 3. The same melody at normal pace: 1 note every 340 sec 4. A ~normal sentence: 1 phoneme every 110 sec < still very fast!

How can we hear speech that fast? Phenomena Categorical perception 1.2" 1" Parallel transmission of phonemic information (coarticulation) Ganong effect Phonetic context effect 0.8" 0.6" 0.4" mean"%ba" Maybe the units aren t phonemes??? Phonemic restoration 0.2" 0" 1" 2" 3" 4" 5" 6" 7" 8" 9" 10" 11" 12" 13" 14" 15" 16" 17" 18" McGurk-MacDonald 1.2" 1.2" 1.2" 1" 1" 1" 0.8" 0.8" 0.8" 0.6" mean"%ba" 0.6" mean"%ba" 0.6" mean"%ba" 0.4" 0.4" 0.4" 0.2" 0.2" 0.2" 0" 1" 2" 3" 4" 5" 6" 7" 8" 9" 10" 11" 12" 13" 14" 15" 16" 17" 18" Not a linear curve 0" 1" 2" 3" 4" 5" 6" 7" 8" 9" 10" 11" 12" 13" 14" 15" 16" 17" 18" But this isn t surprising: listeners were asked to categorize! 0" 1" 2" 3" 4" 5" 6" 7" 8" 9" 10" 11" 12" 13" 14" 15" 16" 17" 18" Categorical perception is demonstrated by showing that discrimination is better across the category boundary than within it

1.6% 1.4% 1.2% 1% 0.8% 0.6% 0.4% 0.2% 0% 1% 2% 3% 4% 5% 6% 7% 8% 9% 10% 11% 12% 13% 14% 15% 16% 17% 18% mean%d'% 1.6% 1.4% 1.2% 1% 0.8% 0.6% 0.4% 0.2% 0% 1% 2% 3% 4% 5% 6% 7% 8% 9% 10% 11% 12% 13% 14% 15% 16% 17% 18% mean%d'% BUT! If listeners are asked instead to rate how good the syllable is as an exemplar of a category, the functions look more linear (not so categorical).!0.2%!0.4% Categorical perception demonstrated by showing that discrimination is better across the category boundary than within it!0.2%!0.4% Not a flat function! The task is important. Massaro & Cohen 1983 Why Categorize? Imagine a world without categories? How would you manage anything? Why Categorize? Imagine a world without categories? How would you manage anything? Why Categorize? Categories guide our behavior by allowing us to generalize from past experience Same is true for speech

A neural mechanism? Auditory cortex tunes to behaviorally relevant sound frequencies Ganong Effect Named for William Ganong A lexical effect on speech perception Visual Ganongs What s the last sound in these words? Visual Ganongs Phonetic Context Effect Visual Context Effect /al/ +? /ar/ +?? da?

What does it mean? The context matters The brain is not just processing local bits and pieces. It is using surrounding and higher-level information to construct our perceptual experience. Phonemic Restoration There is not a giraffe standing next to me Same sentence with a cough. Phonemic Restoration There is not a giraffe standing next to me Is the sentence complete? Phonemic Restoration There is not a giraffe standing next to me Answer: no. There is p. What sound is missing? Phonemic Restoration There is not a giraffe standing next to me Answer: /f/ in giraffe is gone Visual Restoration

Visual Restoration McGurk-MacDonald Effect McGurk-MacDonald Effect