SlideShare ist ein Scribd-Unternehmen logo
1 von 34
Downloaden Sie, um offline zu lesen
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




          Deep Accessibility
   Adapting Interfaces to Suit Our
               Senses


              Simon Harper
         University of Manchester


             07 September, 2012


         Deep Accessibility                                                   1 / 31
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




The Story...
   Sensory Translation
   Transcoding
      Content Driven Transcoding
      Experience Driven Transcoding
      Modality Driven Transcoding
   Auditory Perception
      Cocktail Party Problem
      Properties of Sound
      Multi-Talker Display
      The Ear
   Neurophysiology
      Signal Transmission
      The Auditory Cortex
                                                        http://goo.gl/VT5BE
      Neuro Plasticity
   Next?
         Deep Accessibility                                                   2 / 31
Sensory Translation           Transcoding       Auditory Perception   Neurophysiology      Next?




Adapting Interfaces to Suit Our Senses



       Disabled people typically use methods of ‘sensory translation’ to
       access a Web-page via assistive technology. These technologies
       conventionally render screen content under the direction of the
       user into a form that can be perceived by that user – in effect the
       interface and content are adapted to suit their sensory
       requirements – but simple sensory translation is not enough.
       Why is this – and how can things be better?




         Deep Accessibility                 Sensory Translation                   3 / 31
Sensory Translation           Transcoding    Auditory Perception   Neurophysiology      Next?




Transcoding
       “A category of technologies to transform inaccessible content
       to accessible content on the fly”

   To Accomplish                            Approaches

          Text Magnification;                 Syntactic: such as removing images;
          Colour Scheme                       Semantic: rearrangements and
          Changes;                                      fragmentation;
          Serialisation;                    Annotation: created by a reader; and
          Text Insertion;                   Generated: annotations by CMS.
          Page Rearrangement;
          and
          Simplification.

         Deep Accessibility                 Transcoding                        4 / 31
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




Content Driven Transcoding
       Screen-Scraping - 1990’s
       Originally content was ‘made accessible’ via a method called
       screen-scraping which used the visual rendering to create
       accessible content, by creating an off-screen model (a
       representation of the GUI). Screen-scraping was problematic
       because it was often wrong, did not take account of structure,
       and could not form accurate semantics between elements of the
       content.
       DOM Analysis - 2000’s
       Document Object Model analysis took over from screen-scraping
       and enables accurate structural semantics to be created as all
       elements and attribute values are available to the assitive
       technology.

         Deep Accessibility                 Transcoding                       5 / 31
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




IBM Homepage Reader (HTML Annotation - 2000)




      Before
                                                     After


         Deep Accessibility                 Transcoding                       6 / 31
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




Structural-Semantics for Accessibility and Device
Independence (CSS Annotation - 2008)




                                   SADIe Transcoding Method

         Deep Accessibility                 Transcoding                       7 / 31
Sensory Translation           Transcoding         Auditory Perception      Neurophysiology         Next?




Structural-Semantics for Accessibility and Device
Independence (CSS Annotation)


       . c n n C e i l n a v , d i v . cnnHeaderNav
       {uom− s t r u c t u r a l − r o l e : L i n k L i s t ; }

       input . cnnInput
       {uom− s t r u c t u r a l − r o l e : S e a r c h E n g i n e ; }

       d i v . CNNhomeBox , o l . c n n M o s t P o p u l a r , d i v#c n n T o p S t o r i e s . . .
       {uom− s t r u c t u r a l − r o l e : Chunk ; }

       d i v#c n n H e a d e r R i g h t C o l u l
       {uom− s t r u c t u r a l − r o l e : PageSummary ; }




         Deep Accessibility                      Transcoding                           8 / 31
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




SaaS Transcoding (Code Analysis) - 2011




                         WIMWAT / SCWeb2 - Subtle Transcoding

         Deep Accessibility                 Transcoding                       9 / 31
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




Readability - 2011




      Before
                                                     After
         Deep Accessibility                 Transcoding                      10 / 31
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




Evernote Clearly - 2012




      Before
                                                     After

         Deep Accessibility                 Transcoding                      11 / 31
Sensory Translation           Transcoding   Auditory Perception         Neurophysiology      Next?




Experience Driven Transcoding - 2010

      ‘Content Driven Transcoding’ is
      focused on transforming the content
      based on its representation in the
      DOM; however ‘Experience Driven
      Transcoding’ goes a step further
      and attempts to transform the
      content based on both its
      representation, and the predicted
      experience of the user into an
      equivalent sensory experience .



                                                                  BBC News with AoI’s
         Deep Accessibility                 Transcoding                            12 / 31
Sensory Translation           Transcoding   Auditory Perception        Neurophysiology          Next?




Example – Order

                 Table: Areas of Interest (AoI) – BBC News (s = Seconds)

         ID      Area of Interest           Vis. Order         Mean Fix. Time       Linear Order
          1      Header                                    1            0.7   s                  1
          2      BBC Ticker Static                         3            8.3   s          (Lost) 11
          3      BBC One Boss                              2            1.9   s                  4
          4      LHS Menu Top                              6           11.9   s                  2
          5      Other Top Stories                         4            9.1   s                  5
          6      LHS Menu Bottom                           8           14.7   s                  3
          7      Features Views Analysis1                  5           11.3   s                  6
          8      Video and Audio                           9           15.3   s                  7
          9      Have Your Say                             7           13.1   s                  9
         10      Around the World                         10           17.7   s                  8
         11      Features Views Analysis2                 11           28.2   s                 10


         Deep Accessibility                 Transcoding                           13 / 31
Sensory Translation           Transcoding    Auditory Perception   Neurophysiology      Next?




Example – Graph




                                    Ranked Order Comparison
         Deep Accessibility                 Transcoding                       14 / 31
Sensory Translation           Transcoding     Auditory Perception   Neurophysiology      Next?




SASWAT 2010




                                       http://goo.gl/ty7OR

         Deep Accessibility                  Transcoding                       15 / 31
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




IBM aiBrowser - 2010




       IBMs aiBrowser
         Deep Accessibility                 Transcoding                      16 / 31
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




VICRAM & EIVAA - 2011
       Visual Complexity Rankings & Visual Aesthetics Rankings




                          VICRAM Heat Map of Visual Complexity

         Deep Accessibility                 Transcoding                      17 / 31
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




Modality Driven Transcoding
       ‘What the HECK?’
           ‘Content Driven Transcoding’ is focused on transforming the
                                        content based on its
                                        representation in the DOM;
       ‘Experience Driven Transcoding’ attempts to transform the
                                       content based on both its
                                       representation, and the
                                       predicted equivalent experience
                                       of the user;
          ‘Modality Driven Transcoding’ adds another step, attempting
                                        to transform the content based
                                        on its representation, the
                                        predicted equivalent UX, and
                                        tailored to the sensory modality
                                        of the user;
         Deep Accessibility                 Transcoding                      18 / 31
Sensory Translation           Transcoding             Auditory Perception             Neurophysiology             Next?




Auditory Perception – ‘Cocktail Party Problem’

       Been talking about translating parallel visual experience into a
       serial auditory one. BUT auditory perception is parallel too.


       ‘The separation of two simultaneously spoken messages’, in
       which Cherry first poses the question ‘how do we recognise
       what one person is saying when others are speaking at the
       same time (the ‘cocktail party problem’)?’ is key.

       This can only be useful work in the domain of blindness, situation
       impairment, and accessibility in that it may be possible to convey
       limited Web page information much faster because of the ability
       to comprehend highly parallel speech.
 Cherry, E. (1953). Some Experiments on the Recognition of Speech, with One and with Two Ears The Journal of the Acoustical
                                                                        Society of America, 25 (5) DOI: 10.1121/1.1907229


         Deep Accessibility                       Auditory Perception                             19 / 31
Sensory Translation           Transcoding       Auditory Perception   Neurophysiology      Next?




Properties of Sound




         Deep Accessibility                 Auditory Perception                  20 / 31
Sensory Translation              Transcoding              Auditory Perception               Neurophysiology              Next?




Multi-Talker Display – Brungart



       We now have between seven and nine people intelligibly
       multi-talking at the same time based on spatial location and
       voicing. This can only be useful work in the domain of
       blindness, situation impairment, and accessibility in that it
       may be possible to convey limited Web page information
       spatially, dynamically, and with a high degree of
       comprehension at seven (or nine) times faster because of the
       ability to comprehend highly parallel speech.



  Brungart, D., & Simpson, B. (2005). Optimizing the spatial configuration of a seven-talker speech display ACM Transactions on
                                                            Applied Perception, 2 (4), 430-436 DOI: 10.1145/1101530.1101538
A. W. Bronkhorst. The cocktail party phenomenon: A review of research on speech intelligibility in multiple-talker conditions. Acta
                                                      Acustica united with Acustica, 86:117–128(12), January/February 2000.
         Deep Accessibility                        Auditory Perception                                  21 / 31
Sensory Translation           Transcoding       Auditory Perception            Neurophysiology              Next?


                                                                      M. F. Bear, B. W. Connors, and M. A. Paradiso.
The Ear                                       Neuroscience: Exploring the Brain. Lippincott Williams & Wilkins, 2006.




         Deep Accessibility                 Auditory Perception                            22 / 31
Sensory Translation            Transcoding             Auditory Perception             Neurophysiology              Next?




Frequency Detection




      M. F. Bear, B. W. Connors, and M. A. Paradiso. Neuroscience: Exploring the Brain. Lippincott Williams & Wilkins, 2006.



         Deep Accessibility                        Auditory Perception                             23 / 31
Sensory Translation            Transcoding             Auditory Perception             Neurophysiology              Next?




Neurophysiology - Signal Transmission




      M. F. Bear, B. W. Connors, and M. A. Paradiso. Neuroscience: Exploring the Brain. Lippincott Williams & Wilkins, 2006.



         Deep Accessibility                         Neurophysiology                                24 / 31
Sensory Translation            Transcoding             Auditory Perception             Neurophysiology              Next?




The Auditory Cortex




      M. F. Bear, B. W. Connors, and M. A. Paradiso. Neuroscience: Exploring the Brain. Lippincott Williams & Wilkins, 2006.



         Deep Accessibility                         Neurophysiology                                25 / 31
Sensory Translation            Transcoding             Auditory Perception             Neurophysiology              Next?




Language - Positron Emission Tomography




      M. F. Bear, B. W. Connors, and M. A. Paradiso. Neuroscience: Exploring the Brain. Lippincott Williams & Wilkins, 2006.



         Deep Accessibility                         Neurophysiology                                26 / 31
Sensory Translation           Transcoding     Auditory Perception   Neurophysiology      Next?




So What?



       Why Does this Matter

              Under used areas of the Brain develop differently;
              Repurposed for different effect;
              Occurs as Brain develops upto 18–21; called
              ‘Neuro Plasticity’.




         Deep Accessibility                 Neurophysiology                    27 / 31
Sensory Translation             Transcoding              Auditory Perception              Neurophysiology               Next?




Neuro Plasticity




          H. Burton. Visual cortex activity in early and late blind people. Journal of Neuroscience, 23(10):4005-4011, May 2003.



         Deep Accessibility                           Neurophysiology                                  28 / 31
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




Modality Driven Transcoding Revisited

       More Work
         1. Can frequency bounding to Auditory Cortex’s tonotopy
            enhance parallelisation –and therefore distinguishability– of
            both talkers and sonified interfaces?




         Deep Accessibility                   Next?                          29 / 31
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




Modality Driven Transcoding Revisited

       More Work
         1. Can frequency bounding to Auditory Cortex’s tonotopy
            enhance parallelisation –and therefore distinguishability– of
            both talkers and sonified interfaces?
         2. Can congenitally blind users, and blind users who have
            became advantageously blind up to 18, perceive more talkers
            –in a multi-talker system– than sighted users?




         Deep Accessibility                   Next?                          29 / 31
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




Modality Driven Transcoding Revisited

       More Work
         1. Can frequency bounding to Auditory Cortex’s tonotopy
            enhance parallelisation –and therefore distinguishability– of
            both talkers and sonified interfaces?
         2. Can congenitally blind users, and blind users who have
            became advantageously blind up to 18, perceive more talkers
            –in a multi-talker system– than sighted users?
         3. Is any of this practically applicable in a Web engineering
            setting; will the User Agent support these modal transcodes
            and how?



         Deep Accessibility                   Next?                          29 / 31
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




Deep Accessibility



       Not Just
              Not just about the technology;
              Not just about Vague UX;
              Not HCI as Psychology or Sociology




         Deep Accessibility                   Next?                          30 / 31
Sensory Translation           Transcoding   Auditory Perception   Neurophysiology      Next?




Deep Accessibility



       Is Also About
              It’s about Accessibility as Science
              About Accessibility as Physiology
              Accessibility as Neuroscience




         Deep Accessibility                   Next?                          30 / 31
Sensory Translation           Transcoding   Auditory Perception     Neurophysiology      Next?




Any Questions?
   Contact (vCard)                                    Citations (BibTex)




             http://goo.gl/yzJFx                             http://goo.gl/ny2pD

         Deep Accessibility                   Next?                            31 / 31

Weitere ähnliche Inhalte

Andere mochten auch

Auditory perception- How sounds are received and interpreted by human beings
Auditory  perception- How sounds are received and interpreted by human beingsAuditory  perception- How sounds are received and interpreted by human beings
Auditory perception- How sounds are received and interpreted by human beingsBabu Appat
 
Auditory pathways of the brain
Auditory pathways of the brainAuditory pathways of the brain
Auditory pathways of the brainLynn Royer
 
Auditory, visual, and auditory visual perception of emotions by individuals w...
Auditory, visual, and auditory visual perception of emotions by individuals w...Auditory, visual, and auditory visual perception of emotions by individuals w...
Auditory, visual, and auditory visual perception of emotions by individuals w...Yi-Cheng Tsai
 
1.4. basics of visual perception
1.4. basics of visual perception1.4. basics of visual perception
1.4. basics of visual perceptionrfarinas
 
LinkedIn SlideShare: Knowledge, Well-Presented
LinkedIn SlideShare: Knowledge, Well-PresentedLinkedIn SlideShare: Knowledge, Well-Presented
LinkedIn SlideShare: Knowledge, Well-PresentedSlideShare
 

Andere mochten auch (8)

Auditory perception- How sounds are received and interpreted by human beings
Auditory  perception- How sounds are received and interpreted by human beingsAuditory  perception- How sounds are received and interpreted by human beings
Auditory perception- How sounds are received and interpreted by human beings
 
Auditory perception
Auditory perception Auditory perception
Auditory perception
 
Auditory pathways
Auditory pathwaysAuditory pathways
Auditory pathways
 
Auditory pathways of the brain
Auditory pathways of the brainAuditory pathways of the brain
Auditory pathways of the brain
 
Auditory, visual, and auditory visual perception of emotions by individuals w...
Auditory, visual, and auditory visual perception of emotions by individuals w...Auditory, visual, and auditory visual perception of emotions by individuals w...
Auditory, visual, and auditory visual perception of emotions by individuals w...
 
Perception of sounds
Perception of soundsPerception of sounds
Perception of sounds
 
1.4. basics of visual perception
1.4. basics of visual perception1.4. basics of visual perception
1.4. basics of visual perception
 
LinkedIn SlideShare: Knowledge, Well-Presented
LinkedIn SlideShare: Knowledge, Well-PresentedLinkedIn SlideShare: Knowledge, Well-Presented
LinkedIn SlideShare: Knowledge, Well-Presented
 

Ähnlich wie Deep Accessibility: Adapting Interfaces to Suit Our Senses

Considerations about Eye Gaze interfaces for people with disabilities: from t...
Considerations about Eye Gaze interfaces for people with disabilities: from t...Considerations about Eye Gaze interfaces for people with disabilities: from t...
Considerations about Eye Gaze interfaces for people with disabilities: from t...Jacques Chueke
 
A Translation Device for the Vision Based Sign Language
A Translation Device for the Vision Based Sign LanguageA Translation Device for the Vision Based Sign Language
A Translation Device for the Vision Based Sign Languageijsrd.com
 
LIP READING: VISUAL SPEECH RECOGNITION USING LIP READING
LIP READING: VISUAL SPEECH RECOGNITION USING LIP READINGLIP READING: VISUAL SPEECH RECOGNITION USING LIP READING
LIP READING: VISUAL SPEECH RECOGNITION USING LIP READINGIRJET Journal
 
LIP READING - AN EFFICIENT CROSS AUDIO-VIDEO RECOGNITION USING 3D CONVOLUTION...
LIP READING - AN EFFICIENT CROSS AUDIO-VIDEO RECOGNITION USING 3D CONVOLUTION...LIP READING - AN EFFICIENT CROSS AUDIO-VIDEO RECOGNITION USING 3D CONVOLUTION...
LIP READING - AN EFFICIENT CROSS AUDIO-VIDEO RECOGNITION USING 3D CONVOLUTION...IRJET Journal
 
INDIAN SIGN LANGUAGE TRANSLATION FOR HARD-OF-HEARING AND HARD-OF-SPEAKING COM...
INDIAN SIGN LANGUAGE TRANSLATION FOR HARD-OF-HEARING AND HARD-OF-SPEAKING COM...INDIAN SIGN LANGUAGE TRANSLATION FOR HARD-OF-HEARING AND HARD-OF-SPEAKING COM...
INDIAN SIGN LANGUAGE TRANSLATION FOR HARD-OF-HEARING AND HARD-OF-SPEAKING COM...IRJET Journal
 
Incremental Difference as Feature for Lipreading
Incremental Difference as Feature for LipreadingIncremental Difference as Feature for Lipreading
Incremental Difference as Feature for LipreadingIDES Editor
 
lalalalla bababb ppto doquudnousqjpisjpojpox
lalalalla bababb ppto doquudnousqjpisjpojpoxlalalalla bababb ppto doquudnousqjpisjpojpox
lalalalla bababb ppto doquudnousqjpisjpojpoxArushiSthapak
 
Sign Language Recognition using Deep Learning
Sign Language Recognition using Deep LearningSign Language Recognition using Deep Learning
Sign Language Recognition using Deep LearningIRJET Journal
 
A survey on Enhancements in Speech Recognition
A survey on Enhancements in Speech RecognitionA survey on Enhancements in Speech Recognition
A survey on Enhancements in Speech RecognitionIRJET Journal
 
Pakistan sign language to Urdu translator using Kinect
Pakistan sign language to Urdu translator using KinectPakistan sign language to Urdu translator using Kinect
Pakistan sign language to Urdu translator using KinectCSITiaesprime
 
Clare Ramsden - thinking outside the box
Clare Ramsden - thinking outside the box Clare Ramsden - thinking outside the box
Clare Ramsden - thinking outside the box COT SSNP
 
Towards Neuro–Information Science
Towards Neuro–Information ScienceTowards Neuro–Information Science
Towards Neuro–Information Sciencejacekg
 
IRJET - Sign Language Recognition using Neural Network
IRJET - Sign Language Recognition using Neural NetworkIRJET - Sign Language Recognition using Neural Network
IRJET - Sign Language Recognition using Neural NetworkIRJET Journal
 
Early DRS poster
Early DRS posterEarly DRS poster
Early DRS posternottyknight
 
Contribution of Non-Scrambled Chroma Information in Privacy-Protected Face Im...
Contribution of Non-Scrambled Chroma Information in Privacy-Protected Face Im...Contribution of Non-Scrambled Chroma Information in Privacy-Protected Face Im...
Contribution of Non-Scrambled Chroma Information in Privacy-Protected Face Im...Wesley De Neve
 
IRJET- Hand Gesture based Recognition using CNN Methodology
IRJET- Hand Gesture based Recognition using CNN MethodologyIRJET- Hand Gesture based Recognition using CNN Methodology
IRJET- Hand Gesture based Recognition using CNN MethodologyIRJET Journal
 

Ähnlich wie Deep Accessibility: Adapting Interfaces to Suit Our Senses (20)

Considerations about Eye Gaze interfaces for people with disabilities: from t...
Considerations about Eye Gaze interfaces for people with disabilities: from t...Considerations about Eye Gaze interfaces for people with disabilities: from t...
Considerations about Eye Gaze interfaces for people with disabilities: from t...
 
A Translation Device for the Vision Based Sign Language
A Translation Device for the Vision Based Sign LanguageA Translation Device for the Vision Based Sign Language
A Translation Device for the Vision Based Sign Language
 
LIP READING: VISUAL SPEECH RECOGNITION USING LIP READING
LIP READING: VISUAL SPEECH RECOGNITION USING LIP READINGLIP READING: VISUAL SPEECH RECOGNITION USING LIP READING
LIP READING: VISUAL SPEECH RECOGNITION USING LIP READING
 
LIP READING - AN EFFICIENT CROSS AUDIO-VIDEO RECOGNITION USING 3D CONVOLUTION...
LIP READING - AN EFFICIENT CROSS AUDIO-VIDEO RECOGNITION USING 3D CONVOLUTION...LIP READING - AN EFFICIENT CROSS AUDIO-VIDEO RECOGNITION USING 3D CONVOLUTION...
LIP READING - AN EFFICIENT CROSS AUDIO-VIDEO RECOGNITION USING 3D CONVOLUTION...
 
INDIAN SIGN LANGUAGE TRANSLATION FOR HARD-OF-HEARING AND HARD-OF-SPEAKING COM...
INDIAN SIGN LANGUAGE TRANSLATION FOR HARD-OF-HEARING AND HARD-OF-SPEAKING COM...INDIAN SIGN LANGUAGE TRANSLATION FOR HARD-OF-HEARING AND HARD-OF-SPEAKING COM...
INDIAN SIGN LANGUAGE TRANSLATION FOR HARD-OF-HEARING AND HARD-OF-SPEAKING COM...
 
Incremental Difference as Feature for Lipreading
Incremental Difference as Feature for LipreadingIncremental Difference as Feature for Lipreading
Incremental Difference as Feature for Lipreading
 
lalalalla bababb ppto doquudnousqjpisjpojpox
lalalalla bababb ppto doquudnousqjpisjpojpoxlalalalla bababb ppto doquudnousqjpisjpojpox
lalalalla bababb ppto doquudnousqjpisjpojpox
 
Wikimapping for DDD
Wikimapping for DDDWikimapping for DDD
Wikimapping for DDD
 
Sign Language Recognition using Deep Learning
Sign Language Recognition using Deep LearningSign Language Recognition using Deep Learning
Sign Language Recognition using Deep Learning
 
A survey on Enhancements in Speech Recognition
A survey on Enhancements in Speech RecognitionA survey on Enhancements in Speech Recognition
A survey on Enhancements in Speech Recognition
 
Pakistan sign language to Urdu translator using Kinect
Pakistan sign language to Urdu translator using KinectPakistan sign language to Urdu translator using Kinect
Pakistan sign language to Urdu translator using Kinect
 
Clare Ramsden - thinking outside the box
Clare Ramsden - thinking outside the box Clare Ramsden - thinking outside the box
Clare Ramsden - thinking outside the box
 
Usability 101
Usability 101Usability 101
Usability 101
 
Towards Neuro–Information Science
Towards Neuro–Information ScienceTowards Neuro–Information Science
Towards Neuro–Information Science
 
IRJET - Sign Language Recognition using Neural Network
IRJET - Sign Language Recognition using Neural NetworkIRJET - Sign Language Recognition using Neural Network
IRJET - Sign Language Recognition using Neural Network
 
Interface as Score
Interface as ScoreInterface as Score
Interface as Score
 
Early DRS poster
Early DRS posterEarly DRS poster
Early DRS poster
 
Contribution of Non-Scrambled Chroma Information in Privacy-Protected Face Im...
Contribution of Non-Scrambled Chroma Information in Privacy-Protected Face Im...Contribution of Non-Scrambled Chroma Information in Privacy-Protected Face Im...
Contribution of Non-Scrambled Chroma Information in Privacy-Protected Face Im...
 
Maya
MayaMaya
Maya
 
IRJET- Hand Gesture based Recognition using CNN Methodology
IRJET- Hand Gesture based Recognition using CNN MethodologyIRJET- Hand Gesture based Recognition using CNN Methodology
IRJET- Hand Gesture based Recognition using CNN Methodology
 

Mehr von Simon Harper

Accessibility of Big & Broad Data
Accessibility of Big & Broad DataAccessibility of Big & Broad Data
Accessibility of Big & Broad DataSimon Harper
 
UX from 30,000ft - COMP33512 - Lectures 23 & 24 - Week 12 - 2013/2014 Edition...
UX from 30,000ft - COMP33512 - Lectures 23 & 24 - Week 12 - 2013/2014 Edition...UX from 30,000ft - COMP33512 - Lectures 23 & 24 - Week 12 - 2013/2014 Edition...
UX from 30,000ft - COMP33512 - Lectures 23 & 24 - Week 12 - 2013/2014 Edition...Simon Harper
 
UX from 30,000ft - COMP33512 - Lectures 21 & 22 - Week 11 - 2013/2014 Edition...
UX from 30,000ft - COMP33512 - Lectures 21 & 22 - Week 11 - 2013/2014 Edition...UX from 30,000ft - COMP33512 - Lectures 21 & 22 - Week 11 - 2013/2014 Edition...
UX from 30,000ft - COMP33512 - Lectures 21 & 22 - Week 11 - 2013/2014 Edition...Simon Harper
 
UX from 30,000ft - COMP33512 - Lectures 19 & 20 - Week 10 - 2013/2014 Edition...
UX from 30,000ft - COMP33512 - Lectures 19 & 20 - Week 10 - 2013/2014 Edition...UX from 30,000ft - COMP33512 - Lectures 19 & 20 - Week 10 - 2013/2014 Edition...
UX from 30,000ft - COMP33512 - Lectures 19 & 20 - Week 10 - 2013/2014 Edition...Simon Harper
 
UX from 30,000ft - COMP33512 - Lectures 17 & 18 - Week 9 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 17 & 18 - Week 9 - 2013/2014 Edition ...UX from 30,000ft - COMP33512 - Lectures 17 & 18 - Week 9 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 17 & 18 - Week 9 - 2013/2014 Edition ...Simon Harper
 
UX from 30,000ft - COMP33512 - Lectures 15 & 16 - Week 8 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 15 & 16 - Week 8 - 2013/2014 Edition ...UX from 30,000ft - COMP33512 - Lectures 15 & 16 - Week 8 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 15 & 16 - Week 8 - 2013/2014 Edition ...Simon Harper
 
UX from 30,000ft - COMP33512 - Lectures 13 & 14 - Week 7 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 13 & 14 - Week 7 - 2013/2014 Edition ...UX from 30,000ft - COMP33512 - Lectures 13 & 14 - Week 7 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 13 & 14 - Week 7 - 2013/2014 Edition ...Simon Harper
 
UX from 30,000ft - COMP33512 - Lectures 11 & 12 - Week 6 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 11 & 12 - Week 6 - 2013/2014 Edition ...UX from 30,000ft - COMP33512 - Lectures 11 & 12 - Week 6 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 11 & 12 - Week 6 - 2013/2014 Edition ...Simon Harper
 
UX from 30,000ft - COMP33512 - Lectures 9 & 10 - Week 5 - 2013/2014 Edition #...
UX from 30,000ft - COMP33512 - Lectures 9 & 10 - Week 5 - 2013/2014 Edition #...UX from 30,000ft - COMP33512 - Lectures 9 & 10 - Week 5 - 2013/2014 Edition #...
UX from 30,000ft - COMP33512 - Lectures 9 & 10 - Week 5 - 2013/2014 Edition #...Simon Harper
 
UX from 30,000ft - COMP33512 - Lectures 7 & 8 - Week 4 - 2013/2014 Edition #c...
UX from 30,000ft - COMP33512 - Lectures 7 & 8 - Week 4 - 2013/2014 Edition #c...UX from 30,000ft - COMP33512 - Lectures 7 & 8 - Week 4 - 2013/2014 Edition #c...
UX from 30,000ft - COMP33512 - Lectures 7 & 8 - Week 4 - 2013/2014 Edition #c...Simon Harper
 
UX from 30,000ft - COMP33512 - Lectures 3 & 4 - Week 2 - 2013/2014 Edition #c...
UX from 30,000ft - COMP33512 - Lectures 3 & 4 - Week 2 - 2013/2014 Edition #c...UX from 30,000ft - COMP33512 - Lectures 3 & 4 - Week 2 - 2013/2014 Edition #c...
UX from 30,000ft - COMP33512 - Lectures 3 & 4 - Week 2 - 2013/2014 Edition #c...Simon Harper
 
UX from 30,000ft - COMP33512 - Lectures 1 & 2 - Week 1 - 2013/2014 Edition #c...
UX from 30,000ft - COMP33512 - Lectures 1 & 2 - Week 1 - 2013/2014 Edition #c...UX from 30,000ft - COMP33512 - Lectures 1 & 2 - Week 1 - 2013/2014 Edition #c...
UX from 30,000ft - COMP33512 - Lectures 1 & 2 - Week 1 - 2013/2014 Edition #c...Simon Harper
 
Dynamic Injection of WAI-ARIA into Web Content #w4a13
Dynamic Injection of WAI-ARIA into Web Content #w4a13Dynamic Injection of WAI-ARIA into Web Content #w4a13
Dynamic Injection of WAI-ARIA into Web Content #w4a13Simon Harper
 
UX from 30,000ft (Lectures 21/22)
UX from 30,000ft (Lectures 21/22)UX from 30,000ft (Lectures 21/22)
UX from 30,000ft (Lectures 21/22)Simon Harper
 
UX from 30,000ft (COMP33512 - Lecture 19 & 20 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 19 & 20 - 2012/2013)UX from 30,000ft (COMP33512 - Lecture 19 & 20 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 19 & 20 - 2012/2013)Simon Harper
 
UX from 30,000ft (COMP33512 - Lecture 13 & 14 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 13 & 14 - 2012/2013)UX from 30,000ft (COMP33512 - Lecture 13 & 14 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 13 & 14 - 2012/2013)Simon Harper
 
UX from 30,000ft (COMP33512 - Lecture 11 & 12 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 11 & 12 - 2012/2013)UX from 30,000ft (COMP33512 - Lecture 11 & 12 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 11 & 12 - 2012/2013)Simon Harper
 
UX from 30,000ft (COMP33512 - Lecture 9 & 10 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 9 & 10 - 2012/2013)UX from 30,000ft (COMP33512 - Lecture 9 & 10 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 9 & 10 - 2012/2013)Simon Harper
 
UX from 30,000ft (COMP33512 - Lecture 7 & 8 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 7 & 8 - 2012/2013)UX from 30,000ft (COMP33512 - Lecture 7 & 8 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 7 & 8 - 2012/2013)Simon Harper
 
Bonus Lecture - UX from 30,000ft (Lecture 3 Extra - BBC Presentation) #comp3...
 Bonus Lecture - UX from 30,000ft (Lecture 3 Extra - BBC Presentation) #comp3... Bonus Lecture - UX from 30,000ft (Lecture 3 Extra - BBC Presentation) #comp3...
Bonus Lecture - UX from 30,000ft (Lecture 3 Extra - BBC Presentation) #comp3...Simon Harper
 

Mehr von Simon Harper (20)

Accessibility of Big & Broad Data
Accessibility of Big & Broad DataAccessibility of Big & Broad Data
Accessibility of Big & Broad Data
 
UX from 30,000ft - COMP33512 - Lectures 23 & 24 - Week 12 - 2013/2014 Edition...
UX from 30,000ft - COMP33512 - Lectures 23 & 24 - Week 12 - 2013/2014 Edition...UX from 30,000ft - COMP33512 - Lectures 23 & 24 - Week 12 - 2013/2014 Edition...
UX from 30,000ft - COMP33512 - Lectures 23 & 24 - Week 12 - 2013/2014 Edition...
 
UX from 30,000ft - COMP33512 - Lectures 21 & 22 - Week 11 - 2013/2014 Edition...
UX from 30,000ft - COMP33512 - Lectures 21 & 22 - Week 11 - 2013/2014 Edition...UX from 30,000ft - COMP33512 - Lectures 21 & 22 - Week 11 - 2013/2014 Edition...
UX from 30,000ft - COMP33512 - Lectures 21 & 22 - Week 11 - 2013/2014 Edition...
 
UX from 30,000ft - COMP33512 - Lectures 19 & 20 - Week 10 - 2013/2014 Edition...
UX from 30,000ft - COMP33512 - Lectures 19 & 20 - Week 10 - 2013/2014 Edition...UX from 30,000ft - COMP33512 - Lectures 19 & 20 - Week 10 - 2013/2014 Edition...
UX from 30,000ft - COMP33512 - Lectures 19 & 20 - Week 10 - 2013/2014 Edition...
 
UX from 30,000ft - COMP33512 - Lectures 17 & 18 - Week 9 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 17 & 18 - Week 9 - 2013/2014 Edition ...UX from 30,000ft - COMP33512 - Lectures 17 & 18 - Week 9 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 17 & 18 - Week 9 - 2013/2014 Edition ...
 
UX from 30,000ft - COMP33512 - Lectures 15 & 16 - Week 8 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 15 & 16 - Week 8 - 2013/2014 Edition ...UX from 30,000ft - COMP33512 - Lectures 15 & 16 - Week 8 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 15 & 16 - Week 8 - 2013/2014 Edition ...
 
UX from 30,000ft - COMP33512 - Lectures 13 & 14 - Week 7 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 13 & 14 - Week 7 - 2013/2014 Edition ...UX from 30,000ft - COMP33512 - Lectures 13 & 14 - Week 7 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 13 & 14 - Week 7 - 2013/2014 Edition ...
 
UX from 30,000ft - COMP33512 - Lectures 11 & 12 - Week 6 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 11 & 12 - Week 6 - 2013/2014 Edition ...UX from 30,000ft - COMP33512 - Lectures 11 & 12 - Week 6 - 2013/2014 Edition ...
UX from 30,000ft - COMP33512 - Lectures 11 & 12 - Week 6 - 2013/2014 Edition ...
 
UX from 30,000ft - COMP33512 - Lectures 9 & 10 - Week 5 - 2013/2014 Edition #...
UX from 30,000ft - COMP33512 - Lectures 9 & 10 - Week 5 - 2013/2014 Edition #...UX from 30,000ft - COMP33512 - Lectures 9 & 10 - Week 5 - 2013/2014 Edition #...
UX from 30,000ft - COMP33512 - Lectures 9 & 10 - Week 5 - 2013/2014 Edition #...
 
UX from 30,000ft - COMP33512 - Lectures 7 & 8 - Week 4 - 2013/2014 Edition #c...
UX from 30,000ft - COMP33512 - Lectures 7 & 8 - Week 4 - 2013/2014 Edition #c...UX from 30,000ft - COMP33512 - Lectures 7 & 8 - Week 4 - 2013/2014 Edition #c...
UX from 30,000ft - COMP33512 - Lectures 7 & 8 - Week 4 - 2013/2014 Edition #c...
 
UX from 30,000ft - COMP33512 - Lectures 3 & 4 - Week 2 - 2013/2014 Edition #c...
UX from 30,000ft - COMP33512 - Lectures 3 & 4 - Week 2 - 2013/2014 Edition #c...UX from 30,000ft - COMP33512 - Lectures 3 & 4 - Week 2 - 2013/2014 Edition #c...
UX from 30,000ft - COMP33512 - Lectures 3 & 4 - Week 2 - 2013/2014 Edition #c...
 
UX from 30,000ft - COMP33512 - Lectures 1 & 2 - Week 1 - 2013/2014 Edition #c...
UX from 30,000ft - COMP33512 - Lectures 1 & 2 - Week 1 - 2013/2014 Edition #c...UX from 30,000ft - COMP33512 - Lectures 1 & 2 - Week 1 - 2013/2014 Edition #c...
UX from 30,000ft - COMP33512 - Lectures 1 & 2 - Week 1 - 2013/2014 Edition #c...
 
Dynamic Injection of WAI-ARIA into Web Content #w4a13
Dynamic Injection of WAI-ARIA into Web Content #w4a13Dynamic Injection of WAI-ARIA into Web Content #w4a13
Dynamic Injection of WAI-ARIA into Web Content #w4a13
 
UX from 30,000ft (Lectures 21/22)
UX from 30,000ft (Lectures 21/22)UX from 30,000ft (Lectures 21/22)
UX from 30,000ft (Lectures 21/22)
 
UX from 30,000ft (COMP33512 - Lecture 19 & 20 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 19 & 20 - 2012/2013)UX from 30,000ft (COMP33512 - Lecture 19 & 20 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 19 & 20 - 2012/2013)
 
UX from 30,000ft (COMP33512 - Lecture 13 & 14 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 13 & 14 - 2012/2013)UX from 30,000ft (COMP33512 - Lecture 13 & 14 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 13 & 14 - 2012/2013)
 
UX from 30,000ft (COMP33512 - Lecture 11 & 12 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 11 & 12 - 2012/2013)UX from 30,000ft (COMP33512 - Lecture 11 & 12 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 11 & 12 - 2012/2013)
 
UX from 30,000ft (COMP33512 - Lecture 9 & 10 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 9 & 10 - 2012/2013)UX from 30,000ft (COMP33512 - Lecture 9 & 10 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 9 & 10 - 2012/2013)
 
UX from 30,000ft (COMP33512 - Lecture 7 & 8 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 7 & 8 - 2012/2013)UX from 30,000ft (COMP33512 - Lecture 7 & 8 - 2012/2013)
UX from 30,000ft (COMP33512 - Lecture 7 & 8 - 2012/2013)
 
Bonus Lecture - UX from 30,000ft (Lecture 3 Extra - BBC Presentation) #comp3...
 Bonus Lecture - UX from 30,000ft (Lecture 3 Extra - BBC Presentation) #comp3... Bonus Lecture - UX from 30,000ft (Lecture 3 Extra - BBC Presentation) #comp3...
Bonus Lecture - UX from 30,000ft (Lecture 3 Extra - BBC Presentation) #comp3...
 

Kürzlich hochgeladen

Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...HostedbyConfluent
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Google AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAGGoogle AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAGSujit Pal
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Paola De la Torre
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxOnBoard
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slidevu2urc
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Alan Dix
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
The Evolution of Money: Digital Transformation and CBDCs in Central Banking
The Evolution of Money: Digital Transformation and CBDCs in Central BankingThe Evolution of Money: Digital Transformation and CBDCs in Central Banking
The Evolution of Money: Digital Transformation and CBDCs in Central BankingSelcen Ozturkcan
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 

Kürzlich hochgeladen (20)

Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Google AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAGGoogle AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAG
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptx
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
The Evolution of Money: Digital Transformation and CBDCs in Central Banking
The Evolution of Money: Digital Transformation and CBDCs in Central BankingThe Evolution of Money: Digital Transformation and CBDCs in Central Banking
The Evolution of Money: Digital Transformation and CBDCs in Central Banking
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 

Deep Accessibility: Adapting Interfaces to Suit Our Senses

  • 1. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Deep Accessibility Adapting Interfaces to Suit Our Senses Simon Harper University of Manchester 07 September, 2012 Deep Accessibility 1 / 31
  • 2. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? The Story... Sensory Translation Transcoding Content Driven Transcoding Experience Driven Transcoding Modality Driven Transcoding Auditory Perception Cocktail Party Problem Properties of Sound Multi-Talker Display The Ear Neurophysiology Signal Transmission The Auditory Cortex http://goo.gl/VT5BE Neuro Plasticity Next? Deep Accessibility 2 / 31
  • 3. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Adapting Interfaces to Suit Our Senses Disabled people typically use methods of ‘sensory translation’ to access a Web-page via assistive technology. These technologies conventionally render screen content under the direction of the user into a form that can be perceived by that user – in effect the interface and content are adapted to suit their sensory requirements – but simple sensory translation is not enough. Why is this – and how can things be better? Deep Accessibility Sensory Translation 3 / 31
  • 4. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Transcoding “A category of technologies to transform inaccessible content to accessible content on the fly” To Accomplish Approaches Text Magnification; Syntactic: such as removing images; Colour Scheme Semantic: rearrangements and Changes; fragmentation; Serialisation; Annotation: created by a reader; and Text Insertion; Generated: annotations by CMS. Page Rearrangement; and Simplification. Deep Accessibility Transcoding 4 / 31
  • 5. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Content Driven Transcoding Screen-Scraping - 1990’s Originally content was ‘made accessible’ via a method called screen-scraping which used the visual rendering to create accessible content, by creating an off-screen model (a representation of the GUI). Screen-scraping was problematic because it was often wrong, did not take account of structure, and could not form accurate semantics between elements of the content. DOM Analysis - 2000’s Document Object Model analysis took over from screen-scraping and enables accurate structural semantics to be created as all elements and attribute values are available to the assitive technology. Deep Accessibility Transcoding 5 / 31
  • 6. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? IBM Homepage Reader (HTML Annotation - 2000) Before After Deep Accessibility Transcoding 6 / 31
  • 7. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Structural-Semantics for Accessibility and Device Independence (CSS Annotation - 2008) SADIe Transcoding Method Deep Accessibility Transcoding 7 / 31
  • 8. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Structural-Semantics for Accessibility and Device Independence (CSS Annotation) . c n n C e i l n a v , d i v . cnnHeaderNav {uom− s t r u c t u r a l − r o l e : L i n k L i s t ; } input . cnnInput {uom− s t r u c t u r a l − r o l e : S e a r c h E n g i n e ; } d i v . CNNhomeBox , o l . c n n M o s t P o p u l a r , d i v#c n n T o p S t o r i e s . . . {uom− s t r u c t u r a l − r o l e : Chunk ; } d i v#c n n H e a d e r R i g h t C o l u l {uom− s t r u c t u r a l − r o l e : PageSummary ; } Deep Accessibility Transcoding 8 / 31
  • 9. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? SaaS Transcoding (Code Analysis) - 2011 WIMWAT / SCWeb2 - Subtle Transcoding Deep Accessibility Transcoding 9 / 31
  • 10. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Readability - 2011 Before After Deep Accessibility Transcoding 10 / 31
  • 11. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Evernote Clearly - 2012 Before After Deep Accessibility Transcoding 11 / 31
  • 12. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Experience Driven Transcoding - 2010 ‘Content Driven Transcoding’ is focused on transforming the content based on its representation in the DOM; however ‘Experience Driven Transcoding’ goes a step further and attempts to transform the content based on both its representation, and the predicted experience of the user into an equivalent sensory experience . BBC News with AoI’s Deep Accessibility Transcoding 12 / 31
  • 13. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Example – Order Table: Areas of Interest (AoI) – BBC News (s = Seconds) ID Area of Interest Vis. Order Mean Fix. Time Linear Order 1 Header 1 0.7 s 1 2 BBC Ticker Static 3 8.3 s (Lost) 11 3 BBC One Boss 2 1.9 s 4 4 LHS Menu Top 6 11.9 s 2 5 Other Top Stories 4 9.1 s 5 6 LHS Menu Bottom 8 14.7 s 3 7 Features Views Analysis1 5 11.3 s 6 8 Video and Audio 9 15.3 s 7 9 Have Your Say 7 13.1 s 9 10 Around the World 10 17.7 s 8 11 Features Views Analysis2 11 28.2 s 10 Deep Accessibility Transcoding 13 / 31
  • 14. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Example – Graph Ranked Order Comparison Deep Accessibility Transcoding 14 / 31
  • 15. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? SASWAT 2010 http://goo.gl/ty7OR Deep Accessibility Transcoding 15 / 31
  • 16. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? IBM aiBrowser - 2010 IBMs aiBrowser Deep Accessibility Transcoding 16 / 31
  • 17. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? VICRAM & EIVAA - 2011 Visual Complexity Rankings & Visual Aesthetics Rankings VICRAM Heat Map of Visual Complexity Deep Accessibility Transcoding 17 / 31
  • 18. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Modality Driven Transcoding ‘What the HECK?’ ‘Content Driven Transcoding’ is focused on transforming the content based on its representation in the DOM; ‘Experience Driven Transcoding’ attempts to transform the content based on both its representation, and the predicted equivalent experience of the user; ‘Modality Driven Transcoding’ adds another step, attempting to transform the content based on its representation, the predicted equivalent UX, and tailored to the sensory modality of the user; Deep Accessibility Transcoding 18 / 31
  • 19. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Auditory Perception – ‘Cocktail Party Problem’ Been talking about translating parallel visual experience into a serial auditory one. BUT auditory perception is parallel too. ‘The separation of two simultaneously spoken messages’, in which Cherry first poses the question ‘how do we recognise what one person is saying when others are speaking at the same time (the ‘cocktail party problem’)?’ is key. This can only be useful work in the domain of blindness, situation impairment, and accessibility in that it may be possible to convey limited Web page information much faster because of the ability to comprehend highly parallel speech. Cherry, E. (1953). Some Experiments on the Recognition of Speech, with One and with Two Ears The Journal of the Acoustical Society of America, 25 (5) DOI: 10.1121/1.1907229 Deep Accessibility Auditory Perception 19 / 31
  • 20. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Properties of Sound Deep Accessibility Auditory Perception 20 / 31
  • 21. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Multi-Talker Display – Brungart We now have between seven and nine people intelligibly multi-talking at the same time based on spatial location and voicing. This can only be useful work in the domain of blindness, situation impairment, and accessibility in that it may be possible to convey limited Web page information spatially, dynamically, and with a high degree of comprehension at seven (or nine) times faster because of the ability to comprehend highly parallel speech. Brungart, D., & Simpson, B. (2005). Optimizing the spatial configuration of a seven-talker speech display ACM Transactions on Applied Perception, 2 (4), 430-436 DOI: 10.1145/1101530.1101538 A. W. Bronkhorst. The cocktail party phenomenon: A review of research on speech intelligibility in multiple-talker conditions. Acta Acustica united with Acustica, 86:117–128(12), January/February 2000. Deep Accessibility Auditory Perception 21 / 31
  • 22. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? M. F. Bear, B. W. Connors, and M. A. Paradiso. The Ear Neuroscience: Exploring the Brain. Lippincott Williams & Wilkins, 2006. Deep Accessibility Auditory Perception 22 / 31
  • 23. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Frequency Detection M. F. Bear, B. W. Connors, and M. A. Paradiso. Neuroscience: Exploring the Brain. Lippincott Williams & Wilkins, 2006. Deep Accessibility Auditory Perception 23 / 31
  • 24. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Neurophysiology - Signal Transmission M. F. Bear, B. W. Connors, and M. A. Paradiso. Neuroscience: Exploring the Brain. Lippincott Williams & Wilkins, 2006. Deep Accessibility Neurophysiology 24 / 31
  • 25. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? The Auditory Cortex M. F. Bear, B. W. Connors, and M. A. Paradiso. Neuroscience: Exploring the Brain. Lippincott Williams & Wilkins, 2006. Deep Accessibility Neurophysiology 25 / 31
  • 26. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Language - Positron Emission Tomography M. F. Bear, B. W. Connors, and M. A. Paradiso. Neuroscience: Exploring the Brain. Lippincott Williams & Wilkins, 2006. Deep Accessibility Neurophysiology 26 / 31
  • 27. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? So What? Why Does this Matter Under used areas of the Brain develop differently; Repurposed for different effect; Occurs as Brain develops upto 18–21; called ‘Neuro Plasticity’. Deep Accessibility Neurophysiology 27 / 31
  • 28. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Neuro Plasticity H. Burton. Visual cortex activity in early and late blind people. Journal of Neuroscience, 23(10):4005-4011, May 2003. Deep Accessibility Neurophysiology 28 / 31
  • 29. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Modality Driven Transcoding Revisited More Work 1. Can frequency bounding to Auditory Cortex’s tonotopy enhance parallelisation –and therefore distinguishability– of both talkers and sonified interfaces? Deep Accessibility Next? 29 / 31
  • 30. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Modality Driven Transcoding Revisited More Work 1. Can frequency bounding to Auditory Cortex’s tonotopy enhance parallelisation –and therefore distinguishability– of both talkers and sonified interfaces? 2. Can congenitally blind users, and blind users who have became advantageously blind up to 18, perceive more talkers –in a multi-talker system– than sighted users? Deep Accessibility Next? 29 / 31
  • 31. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Modality Driven Transcoding Revisited More Work 1. Can frequency bounding to Auditory Cortex’s tonotopy enhance parallelisation –and therefore distinguishability– of both talkers and sonified interfaces? 2. Can congenitally blind users, and blind users who have became advantageously blind up to 18, perceive more talkers –in a multi-talker system– than sighted users? 3. Is any of this practically applicable in a Web engineering setting; will the User Agent support these modal transcodes and how? Deep Accessibility Next? 29 / 31
  • 32. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Deep Accessibility Not Just Not just about the technology; Not just about Vague UX; Not HCI as Psychology or Sociology Deep Accessibility Next? 30 / 31
  • 33. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Deep Accessibility Is Also About It’s about Accessibility as Science About Accessibility as Physiology Accessibility as Neuroscience Deep Accessibility Next? 30 / 31
  • 34. Sensory Translation Transcoding Auditory Perception Neurophysiology Next? Any Questions? Contact (vCard) Citations (BibTex) http://goo.gl/yzJFx http://goo.gl/ny2pD Deep Accessibility Next? 31 / 31