Testing Principal Component Representations for Faces View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

1998

AUTHORS

Peter J. B. Hancock , Vicki Bruce , A. Mike Burton

ABSTRACT

A variety of experimental results indicate that the human visual system processes faces at least to some extent holistically, rather than by analysing individual features such as nose and eyes. Principal Components Analysis (PCA) of face images, which is widely used in engineering approaches to face identification, produces an inherently global representation. We investigate the psychological plausibility of this representation, looking at correlations with human perceptions of memorability and similarity. We show that transformation of faces to an average shape prior to PCA improves correlations with human ratings More... »

PAGES

84-97

Book

TITLE

4th Neural Computation and Psychology Workshop, London, 9–11 April 1997

ISBN

978-3-540-76208-9
978-1-4471-1546-5

Identifiers

URI

http://scigraph.springernature.com/pub.10.1007/978-1-4471-1546-5_8

DOI

http://dx.doi.org/10.1007/978-1-4471-1546-5_8

DIMENSIONS

https://app.dimensions.ai/details/publication/pub.1022087224


Indexing Status Check whether this publication has been indexed by Scopus and Web Of Science using the SN Indexing Status Tool
Incoming Citations Browse incoming citations for this publication using opencitations.net

JSON-LD is the canonical representation for SciGraph data.

TIP: You can open this SciGraph record using an external JSON-LD service: JSON-LD Playground Google SDTT

[
  {
    "@context": "https://springernature.github.io/scigraph/jsonld/sgcontext.json", 
    "about": [
      {
        "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/17", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Psychology and Cognitive Sciences", 
        "type": "DefinedTerm"
      }, 
      {
        "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/1701", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Psychology", 
        "type": "DefinedTerm"
      }
    ], 
    "author": [
      {
        "affiliation": {
          "alternateName": "Department of Psychology, University of Stirling, UK", 
          "id": "http://www.grid.ac/institutes/grid.11918.30", 
          "name": [
            "Department of Psychology, University of Stirling, UK"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Hancock", 
        "givenName": "Peter J. B.", 
        "id": "sg:person.012352566236.75", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012352566236.75"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Department of Psychology, University of Stirling, UK", 
          "id": "http://www.grid.ac/institutes/grid.11918.30", 
          "name": [
            "Department of Psychology, University of Stirling, UK"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Bruce", 
        "givenName": "Vicki", 
        "id": "sg:person.0775026766.00", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0775026766.00"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Department of Psychology, University of Glasgow, UK", 
          "id": "http://www.grid.ac/institutes/grid.8756.c", 
          "name": [
            "Department of Psychology, University of Glasgow, UK"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Burton", 
        "givenName": "A. Mike", 
        "id": "sg:person.01261533174.87", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01261533174.87"
        ], 
        "type": "Person"
      }
    ], 
    "datePublished": "1998", 
    "datePublishedReg": "1998-01-01", 
    "description": "A variety of experimental results indicate that the human visual system processes faces at least to some extent holistically, rather than by analysing individual features such as nose and eyes. Principal Components Analysis (PCA) of face images, which is widely used in engineering approaches to face identification, produces an inherently global representation. We investigate the psychological plausibility of this representation, looking at correlations with human perceptions of memorability and similarity. We show that transformation of faces to an average shape prior to PCA improves correlations with human ratings", 
    "editor": [
      {
        "familyName": "Bullinaria", 
        "givenName": "John A.", 
        "type": "Person"
      }, 
      {
        "familyName": "Glasspool", 
        "givenName": "David W.", 
        "type": "Person"
      }, 
      {
        "familyName": "Houghton", 
        "givenName": "George", 
        "type": "Person"
      }
    ], 
    "genre": "chapter", 
    "id": "sg:pub.10.1007/978-1-4471-1546-5_8", 
    "inLanguage": "en", 
    "isAccessibleForFree": false, 
    "isPartOf": {
      "isbn": [
        "978-3-540-76208-9", 
        "978-1-4471-1546-5"
      ], 
      "name": "4th Neural Computation and Psychology Workshop, London, 9\u201311 April 1997", 
      "type": "Book"
    }, 
    "keywords": [
      "visual system processes", 
      "transformation of face", 
      "psychological plausibility", 
      "human perception", 
      "human ratings", 
      "face images", 
      "individual features", 
      "global representation", 
      "component representation", 
      "representation", 
      "face", 
      "memorability", 
      "principal component analysis", 
      "perception", 
      "ratings", 
      "principal component representation", 
      "plausibility", 
      "system processes", 
      "component analysis", 
      "similarity", 
      "correlation", 
      "extent", 
      "process", 
      "images", 
      "eyes", 
      "features", 
      "variety", 
      "results", 
      "approach", 
      "identification", 
      "analysis", 
      "experimental results", 
      "shape", 
      "average shape", 
      "engineering approach", 
      "nose", 
      "transformation"
    ], 
    "name": "Testing Principal Component Representations for Faces", 
    "pagination": "84-97", 
    "productId": [
      {
        "name": "dimensions_id", 
        "type": "PropertyValue", 
        "value": [
          "pub.1022087224"
        ]
      }, 
      {
        "name": "doi", 
        "type": "PropertyValue", 
        "value": [
          "10.1007/978-1-4471-1546-5_8"
        ]
      }
    ], 
    "publisher": {
      "name": "Springer Nature", 
      "type": "Organisation"
    }, 
    "sameAs": [
      "https://doi.org/10.1007/978-1-4471-1546-5_8", 
      "https://app.dimensions.ai/details/publication/pub.1022087224"
    ], 
    "sdDataset": "chapters", 
    "sdDatePublished": "2022-05-10T10:39", 
    "sdLicense": "https://scigraph.springernature.com/explorer/license/", 
    "sdPublisher": {
      "name": "Springer Nature - SN SciGraph project", 
      "type": "Organization"
    }, 
    "sdSource": "s3://com-springernature-scigraph/baseset/20220509/entities/gbq_results/chapter/chapter_162.jsonl", 
    "type": "Chapter", 
    "url": "https://doi.org/10.1007/978-1-4471-1546-5_8"
  }
]
 

Download the RDF metadata as:  json-ld nt turtle xml License info

HOW TO GET THIS DATA PROGRAMMATICALLY:

JSON-LD is a popular format for linked data which is fully compatible with JSON.

curl -H 'Accept: application/ld+json' 'https://scigraph.springernature.com/pub.10.1007/978-1-4471-1546-5_8'

N-Triples is a line-based linked data format ideal for batch operations.

curl -H 'Accept: application/n-triples' 'https://scigraph.springernature.com/pub.10.1007/978-1-4471-1546-5_8'

Turtle is a human-readable linked data format.

curl -H 'Accept: text/turtle' 'https://scigraph.springernature.com/pub.10.1007/978-1-4471-1546-5_8'

RDF/XML is a standard XML format for linked data.

curl -H 'Accept: application/rdf+xml' 'https://scigraph.springernature.com/pub.10.1007/978-1-4471-1546-5_8'


 

This table displays all metadata directly associated to this object as RDF triples.

124 TRIPLES      23 PREDICATES      63 URIs      56 LITERALS      7 BLANK NODES

Subject Predicate Object
1 sg:pub.10.1007/978-1-4471-1546-5_8 schema:about anzsrc-for:17
2 anzsrc-for:1701
3 schema:author Na0bceef3db9e48eb8a6f4f4bfbc3c1e7
4 schema:datePublished 1998
5 schema:datePublishedReg 1998-01-01
6 schema:description A variety of experimental results indicate that the human visual system processes faces at least to some extent holistically, rather than by analysing individual features such as nose and eyes. Principal Components Analysis (PCA) of face images, which is widely used in engineering approaches to face identification, produces an inherently global representation. We investigate the psychological plausibility of this representation, looking at correlations with human perceptions of memorability and similarity. We show that transformation of faces to an average shape prior to PCA improves correlations with human ratings
7 schema:editor N673aea415a5f415295f4e9fb92371f29
8 schema:genre chapter
9 schema:inLanguage en
10 schema:isAccessibleForFree false
11 schema:isPartOf Necac9b81c88d4623ac3fb15dd6a274f8
12 schema:keywords analysis
13 approach
14 average shape
15 component analysis
16 component representation
17 correlation
18 engineering approach
19 experimental results
20 extent
21 eyes
22 face
23 face images
24 features
25 global representation
26 human perception
27 human ratings
28 identification
29 images
30 individual features
31 memorability
32 nose
33 perception
34 plausibility
35 principal component analysis
36 principal component representation
37 process
38 psychological plausibility
39 ratings
40 representation
41 results
42 shape
43 similarity
44 system processes
45 transformation
46 transformation of face
47 variety
48 visual system processes
49 schema:name Testing Principal Component Representations for Faces
50 schema:pagination 84-97
51 schema:productId Nc04635fdc39b474f88ed62b34d8e13fc
52 Nfefb7d8abb0c4256a882254ec7ecd79c
53 schema:publisher Nea9528761585444ea007c46f4ece559c
54 schema:sameAs https://app.dimensions.ai/details/publication/pub.1022087224
55 https://doi.org/10.1007/978-1-4471-1546-5_8
56 schema:sdDatePublished 2022-05-10T10:39
57 schema:sdLicense https://scigraph.springernature.com/explorer/license/
58 schema:sdPublisher N55759cbdf39f4b84b6d822b24675164b
59 schema:url https://doi.org/10.1007/978-1-4471-1546-5_8
60 sgo:license sg:explorer/license/
61 sgo:sdDataset chapters
62 rdf:type schema:Chapter
63 N017e5d88bf3f4c17965db0b5d65954dd schema:familyName Bullinaria
64 schema:givenName John A.
65 rdf:type schema:Person
66 N090fd9b017514ce59fd85c0629e3a3ce schema:familyName Glasspool
67 schema:givenName David W.
68 rdf:type schema:Person
69 N394a538abeca4717b442d36807203af7 rdf:first sg:person.01261533174.87
70 rdf:rest rdf:nil
71 N55759cbdf39f4b84b6d822b24675164b schema:name Springer Nature - SN SciGraph project
72 rdf:type schema:Organization
73 N673aea415a5f415295f4e9fb92371f29 rdf:first N017e5d88bf3f4c17965db0b5d65954dd
74 rdf:rest Neafe9a01675f432884ffedbf2aac50f5
75 N7a085b88e9d14d358614bdbf2e9de47e schema:familyName Houghton
76 schema:givenName George
77 rdf:type schema:Person
78 Na0bceef3db9e48eb8a6f4f4bfbc3c1e7 rdf:first sg:person.012352566236.75
79 rdf:rest Nc477e5cf47214ceab26b5e0376d6d05d
80 Nb88ae58e7457451489e255ee42d454d3 rdf:first N7a085b88e9d14d358614bdbf2e9de47e
81 rdf:rest rdf:nil
82 Nc04635fdc39b474f88ed62b34d8e13fc schema:name doi
83 schema:value 10.1007/978-1-4471-1546-5_8
84 rdf:type schema:PropertyValue
85 Nc477e5cf47214ceab26b5e0376d6d05d rdf:first sg:person.0775026766.00
86 rdf:rest N394a538abeca4717b442d36807203af7
87 Nea9528761585444ea007c46f4ece559c schema:name Springer Nature
88 rdf:type schema:Organisation
89 Neafe9a01675f432884ffedbf2aac50f5 rdf:first N090fd9b017514ce59fd85c0629e3a3ce
90 rdf:rest Nb88ae58e7457451489e255ee42d454d3
91 Necac9b81c88d4623ac3fb15dd6a274f8 schema:isbn 978-1-4471-1546-5
92 978-3-540-76208-9
93 schema:name 4th Neural Computation and Psychology Workshop, London, 9–11 April 1997
94 rdf:type schema:Book
95 Nfefb7d8abb0c4256a882254ec7ecd79c schema:name dimensions_id
96 schema:value pub.1022087224
97 rdf:type schema:PropertyValue
98 anzsrc-for:17 schema:inDefinedTermSet anzsrc-for:
99 schema:name Psychology and Cognitive Sciences
100 rdf:type schema:DefinedTerm
101 anzsrc-for:1701 schema:inDefinedTermSet anzsrc-for:
102 schema:name Psychology
103 rdf:type schema:DefinedTerm
104 sg:person.012352566236.75 schema:affiliation grid-institutes:grid.11918.30
105 schema:familyName Hancock
106 schema:givenName Peter J. B.
107 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012352566236.75
108 rdf:type schema:Person
109 sg:person.01261533174.87 schema:affiliation grid-institutes:grid.8756.c
110 schema:familyName Burton
111 schema:givenName A. Mike
112 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01261533174.87
113 rdf:type schema:Person
114 sg:person.0775026766.00 schema:affiliation grid-institutes:grid.11918.30
115 schema:familyName Bruce
116 schema:givenName Vicki
117 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0775026766.00
118 rdf:type schema:Person
119 grid-institutes:grid.11918.30 schema:alternateName Department of Psychology, University of Stirling, UK
120 schema:name Department of Psychology, University of Stirling, UK
121 rdf:type schema:Organization
122 grid-institutes:grid.8756.c schema:alternateName Department of Psychology, University of Glasgow, UK
123 schema:name Department of Psychology, University of Glasgow, UK
124 rdf:type schema:Organization
 




Preview window. Press ESC to close (or click here)


...