Project 1226: Andrea Cirranello,Nancy Simmons,Paul Velazco. AVAToL Annotated Bat Skull Matrix for Computer Vision Research. MorphoBank Exclusive.
Specimen: Molossus molossus 263275 (AMNH/Mammalogy:263275)
View: Skull - lateral annotated angle

Abstract

Biologists collect and analyze phenomic (e.g., anatomical or non-genomic) data to discover relationships among species in the Tree of Life. Can computer vision techniques be applied to automate the scoring of characters - currently a time-consuming and largely manual process? We began exploring this question by assembling a matrix of characters, each character illustrated by images and scored by an expert. We then identified the computer vision problems to be solved, and developed and applied computer vision methods to these problems.

After assembling a data base that comprised characters from the entire skull, the team decided to concentrate on the identification of tooth loci (see MorphoBank project P834). However, the entire matrix had been expertly scored and annotated for 20 specimens each per 8 species. This project is archived here, available to other computer science teams for use in their research. Annotated skull images appear in the first row for each species. Questions concerning characters can be addressed to: simmons@amnh.org

This project was funded by an NSF grant (DEB-1208306) to Simmons, Cirranello, and Velazco.



Read the article »

Project DOI: 10.7934/P1226, http://dx.doi.org/10.7934/P1226
This project containsMatrices
  • 1068 Media
  • 1 Matrix
  • 317 Taxa
  • 318 Specimens
  • 43 Characters
Total size of project's media files: 2048 MB

Download Project SDD File
Total scored cells: 6880
Total media associated with cells: 9214
Total labels associated with cell media: 9497
Characters
Total characters: 43
Total characters with associated media: 0
Total characters with media with labels: 0
Total character states: 94
Total character states with associated media: 89
Total character states with media with labels:89
Total unordered/ordered characters:43/0
Currently Viewing:
MorphoBank Project 1226

    This research
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    Members

    member name taxa specimens media media
    notes
    chars character
    notes  media
    labels
    cell scorings
    (scored, NPA, "-")
    cell
    notes  medialabels
    rules
    Andrea Cirranello
    Project Administrator
    Last logged in 05/01/15
    3173181068443431791896880
    (6381, 87, 412)
    0921494970
    Shell Hu
    Observer
    Last logged in Never
    000000000
    (0, 0, 0)
    0000
    Maureen O'Leary
    Full membership
    Last logged in Never
    000000000
    (0, 0, 0)
    0000
    Nancy Simmons
    Full membership
    Last logged in Never
    000000000
    (0, 0, 0)
    0000
    Paul Velazco
    Full membership
    Last logged in 03/29/15
    000000000
    (0, 0, 0)
    0000


    Taxonomic Overview for Matrix 'M2791' (160 Taxa)

    taxon unscored
    cells
    scored
    cells
    no cell
    support
    NPA
    cells
    "-" cellscell images labels on
    cell images
    member
    access
    [1] Artibeus jamaicensis 209619
    Last Modified in 07/12/14
    0420011031085
    [2] Artibeus jamaicensis 209627
    Last Modified in 07/17/14
    04200158585
    [3] Artibeus jamaicensis 209628
    Last Modified in 07/17/14
    04200158585
    [4] Artibeus jamaicensis 248133
    Last Modified in 07/17/14
    04200159615
    [5] Artibeus jamaicensis 248132
    Last Modified in 07/17/14
    04200159625
    [6] Artibeus jamaicensis 210923
    Last Modified in 07/17/14
    04200159635
    [7] Artibeus jamaicensis 210892
    Last Modified in 07/17/14
    04200159615
    [8] Artibeus jamaicensis 248130
    Last Modified in 07/17/14
    04200159615
    [9] Artibeus jamaicensis 210888
    Last Modified in 07/17/14
    04200159615
    [10] Artibeus jamaicensis 210871
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    [11] Artibeus jamaicensis 210847
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    [12] Artibeus jamaicensis 209711
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    04200159615
    [13] Artibeus jamaicensis 209710
    Last Modified in 07/17/14
    04200159615
    [14] Artibeus jamaicensis 209708
    Last Modified in 07/17/14
    04002154565
    [15] Artibeus jamaicensis 209706
    Last Modified in 07/17/14
    04200159615
    [16] Artibeus jamaicensis 209702
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    [17] Artibeus jamaicensis 209647
    Last Modified in 07/17/14
    04200159605
    [18] Artibeus jamaicensis 209643
    Last Modified in 07/17/14
    04200159615
    [19] Artibeus jamaicensis 209642
    Last Modified in 07/17/14
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    [20] Artibeus jamaicensis 210891
    Last Modified in 07/17/14
    04200159615
    [21] Desmodus rotundus 172294
    Last Modified in 12/05/13
    03700689915
    [22] Desmodus rotundus 172304
    Last Modified in 07/17/14
    03700649495
    [23] Desmodus rotundus 172303
    Last Modified in 07/17/14
    03700649495
    [24] Desmodus rotundus 172306
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    03700650525
    [25] Desmodus rotundus 177836
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    [26] Desmodus rotundus 177835
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    03700650525
    [27] Desmodus rotundus 172392
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    03700650535
    [28] Desmodus rotundus 172389
    Last Modified in 07/17/14
    03700650525
    [29] Desmodus rotundus 172388
    Last Modified in 07/17/14
    03700650525
    [30] Desmodus rotundus 172387
    Last Modified in 07/17/14
    03700650535
    [31] Desmodus rotundus 172379
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    [32] Desmodus rotundus 172377
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    [33] Desmodus rotundus 172349
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    [34] Desmodus rotundus 172342
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    [35] Desmodus rotundus 172339
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    [36] Desmodus rotundus 172327
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    [37] Desmodus rotundus 172323
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    [38] Desmodus rotundus 172320
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    [39] Desmodus rotundus 172312
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    [40] Desmodus rotundus 172311
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    03700650525
    [41] Glossophaga soricina 247926
    Last Modified in 12/05/13
    0410201011055
    [42] Glossophaga soricina 247927
    Last Modified in 07/17/14
    04102057575
    [43] Glossophaga soricina 247948
    Last Modified in 07/17/14
    04102057575
    [44] Glossophaga soricina 248750
    Last Modified in 07/17/14
    04102058605
    [45] Glossophaga soricina 264594
    Last Modified in 07/17/14
    04300060625
    [46] Glossophaga soricina 264592
    Last Modified in 07/17/14
    04102058605
    [47] Glossophaga soricina 264591
    Last Modified in 07/17/14
    04102058605
    [48] Glossophaga soricina 264590
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    04102058605
    [49] Glossophaga soricina 264586
    Last Modified in 07/17/14
    04300060625
    [50] Glossophaga soricina 248758
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    04102058605
    [51] Glossophaga soricina 248757
    Last Modified in 07/17/14
    04102058605
    [52] Glossophaga soricina 248755
    Last Modified in 07/17/14
    04102058605
    [53] Glossophaga soricina 248753
    Last Modified in 07/17/14
    04300060625
    [54] Glossophaga soricina 248751
    Last Modified in 07/17/14
    04102058605
    [55] Glossophaga soricina 248749
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    04102058605
    [56] Glossophaga soricina 248747
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    04300060625
    [57] Glossophaga soricina 247959
    Last Modified in 07/17/14
    04300060625
    [58] Glossophaga soricina 247958
    Last Modified in 07/17/14
    04102058605
    [59] Glossophaga soricina 247953
    Last Modified in 07/17/14
    04102058595
    [60] Glossophaga soricina 247951
    Last Modified in 07/17/14
    04102058605
    [61] Noctilio albiventris 209242
    Last Modified in 12/05/13
    04000398995
    [62] Noctilio albiventris 209243
    Last Modified in 07/17/14
    04000355555
    [63] Noctilio albiventris 209244
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    04000355555
    [64] Noctilio albiventris 210665
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    [65] Noctilio albiventris 210664
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    [66] Noctilio albiventris 210663
    Last Modified in 07/17/14
    04000356585
    [67] Noctilio albiventris 210593
    Last Modified in 07/17/14
    04000356575
    [68] Noctilio albiventris 210592
    Last Modified in 07/17/14
    03901355575
    [69] Noctilio albiventris 210591
    Last Modified in 07/17/14
    04000356585
    [70] Noctilio albiventris 210589
    Last Modified in 07/17/14
    04000356585
    [71] Noctilio albiventris 210587
    Last Modified in 07/17/14
    04000356585
    [72] Noctilio albiventris 210586
    Last Modified in 07/17/14
    04000356585
    [73] Noctilio albiventris 210583
    Last Modified in 07/17/14
    04000356585
    [74] Noctilio albiventris 210579
    Last Modified in 07/17/14
    03803254575
    [75] Noctilio albiventris 210578
    Last Modified in 07/17/14
    04000356575
    [76] Noctilio albiventris 210577
    Last Modified in 07/17/14
    04001256575
    [77] Noctilio albiventris 210575
    Last Modified in 07/17/14
    04000356575
    [78] Noctilio albiventris 210574
    Last Modified in 07/17/14
    04000356585
    [79] Noctilio albiventris 209252
    Last Modified in 07/17/14
    04000356585
    [80] Noctilio albiventris 209247
    Last Modified in 07/17/14
    04000356585
    [81] Molossus molossus 263275
    Last Modified in 12/05/13
    03800592945
    [82] Molossus molossus 263276
    Last Modified in 07/17/14
    03800551515
    [83] Molossus molossus 263277
    Last Modified in 07/17/14
    03800552525
    [84] Molossus molossus 264100
    Last Modified in 07/17/14
    03800552545
    [85] Molossus molossus 267250
    Last Modified in 07/17/14
    03800552555
    [86] Molossus molossus 264703
    Last Modified in 07/17/14
    03701549515
    [87] Molossus molossus 264702
    Last Modified in 07/17/14
    03602550535
    [88] Molossus molossus 264701
    Last Modified in 07/17/14
    03800552545
    [89] Molossus molossus 264700
    Last Modified in 07/17/14
    03800552545
    [90] Molossus molossus 264699
    Last Modified in 07/17/14
    03800552545
    [91] Molossus molossus 264698
    Last Modified in 07/17/14
    03800552545
    [92] Molossus molossus 264697
    Last Modified in 07/17/14
    03800552545
    [93] Molossus molossus 264102
    Last Modified in 07/17/14
    03602547475
    [94] Molossus molossus 264099
    Last Modified in 07/17/14
    03800552545
    [95] Molossus molossus 264098
    Last Modified in 07/17/14
    03800552545
    [96] Molossus molossus 263284
    Last Modified in 07/17/14
    03800552545
    [97] Molossus molossus 263281
    Last Modified in 07/17/14
    03800552545
    [98] Molossus molossus 263280
    Last Modified in 07/17/14
    03800552545
    [99] Molossus molossus 263279
    Last Modified in 07/17/14
    03800552545
    [100] Molossus molossus 263278
    Last Modified in 07/17/14
    03800552555
    [101] Mormoops megalophylla 25093
    Last Modified in 12/05/13
    042010113945
    [102] Mormoops megalophylla 25124
    Last Modified in 07/17/14
    04102057575
    [103] Mormoops megalophylla 27300
    Last Modified in 07/17/14
    04201058585
    [104] Mormoops megalophylla 204473
    Last Modified in 07/17/14
    04300060635
    [105] Mormoops megalophylla 205347
    Last Modified in 07/17/14
    04201059615
    [106] Mormoops megalophylla 205346
    Last Modified in 07/17/14
    04300060625
    [107] Mormoops megalophylla 205345
    Last Modified in 07/17/14
    03904056585
    [108] Mormoops megalophylla 205344
    Last Modified in 07/17/14
    04300060625
    [109] Mormoops megalophylla 205343
    Last Modified in 07/17/14
    04300060635
    [110] Mormoops megalophylla 205342
    Last Modified in 07/17/14
    04201059615
    [111] Mormoops megalophylla 205341
    Last Modified in 07/17/14
    04003057595
    [112] Mormoops megalophylla 204472
    Last Modified in 07/17/14
    04201059615
    [113] Mormoops megalophylla 190139
    Last Modified in 07/17/14
    04201059615
    [114] Mormoops megalophylla 190138
    Last Modified in 07/17/14
    04300060625
    [115] Mormoops megalophylla 177424
    Last Modified in 07/17/14
    04300060625
    [116] Mormoops megalophylla 177423
    Last Modified in 07/17/14
    04102058605
    [117] Mormoops megalophylla 145008
    Last Modified in 07/17/14
    04003057605
    [118] Mormoops megalophylla 145007
    Last Modified in 07/17/14
    04201058605
    [119] Mormoops megalophylla 144994
    Last Modified in 07/17/14
    04300060625
    [120] Mormoops megalophylla 27305
    Last Modified in 07/17/14
    04300060625
    [121] Saccopteryx bilineata 209222
    Last Modified in 12/05/13
    03700691925
    [122] Saccopteryx bilineata 209219
    Last Modified in 07/17/14
    03107542415
    [123] Saccopteryx bilineata 209220
    Last Modified in 07/17/14
    03305543425
    [124] Saccopteryx bilineata 210488
    Last Modified in 07/17/14
    03700652555
    [125] Saccopteryx bilineata 267378
    Last Modified in 07/17/14
    03700652545
    [126] Saccopteryx bilineata 267057
    Last Modified in 07/17/14
    03700652545
    [127] Saccopteryx bilineata 265966
    Last Modified in 07/17/14
    03700652555
    [128] Saccopteryx bilineata 262419
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    03700652545
    [129] Saccopteryx bilineata 210496
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    03700652545
    [130] Saccopteryx bilineata 210494
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    03700652545
    [131] Saccopteryx bilineata 210487
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    03700652545
    [132] Saccopteryx bilineata 210485
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    03700652545
    [133] Saccopteryx bilineata 210484
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    03700652545
    [134] Saccopteryx bilineata 210472
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    03700652545
    [135] Saccopteryx bilineata 210469
    Last Modified in 07/17/14
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    [136] Saccopteryx bilineata 210468
    Last Modified in 07/17/14
    03700652545
    [137] Saccopteryx bilineata 210467
    Last Modified in 07/17/14
    03700652545
    [138] Saccopteryx bilineata 210466
    Last Modified in 07/17/14
    03700652545
    [139] Saccopteryx bilineata 210465
    Last Modified in 07/17/14
    03700652545
    [140] Saccopteryx bilineata 210464
    Last Modified in 07/17/14
    029012241435
    [141] Trachops cirrhosus 13278
    Last Modified in 12/05/13
    0430001051105
    [142] Trachops cirrhosus 13280
    Last Modified in 07/17/14
    04300059605
    [143] Trachops cirrhosus 15286
    Last Modified in 07/17/14
    04300059595
    [144] Trachops cirrhosus 272820
    Last Modified in 07/17/14
    04300060625
    [145] Trachops cirrhosus 267936
    Last Modified in 07/17/14
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    [146] Trachops cirrhosus 267933
    Last Modified in 07/17/14
    04300060625
    [147] Trachops cirrhosus 267930
    Last Modified in 07/17/14
    04300060635
    [148] Trachops cirrhosus 267929
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    04300060635
    [149] Trachops cirrhosus 267928
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    04300060625
    [150] Trachops cirrhosus 267926
    Last Modified in 07/17/14
    04300060625
    [151] Trachops cirrhosus 267442
    Last Modified in 07/17/14
    04300060625
    [152] Trachops cirrhosus 266084
    Last Modified in 07/17/14
    04300060625
    [153] Trachops cirrhosus 266081
    Last Modified in 07/17/14
    04300060625
    [154] Trachops cirrhosus 266079
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    04300060625
    [155] Trachops cirrhosus 261378
    Last Modified in 07/17/14
    04300060625
    [156] Trachops cirrhosus 210681
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    04300060625
    [157] Trachops cirrhosus 210680
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    04300060625
    [158] Trachops cirrhosus 210679
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    04300060625
    [159] Trachops cirrhosus 209351
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    04300060635
    [160] Trachops cirrhosus 15287
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    04300061635


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    Total project views134490
    Project overview2841
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M335343 (107 views); M335344 (126 views); M335347 (98 views); M335348 (140 views); M335349 (160 views); M335350 (134 views); M335351 (96 views); M335352 (140 views); M335353 (164 views); M335354 (115 views); M335355 (101 views); M335356 (142 views); M335357 (150 views); M335358 (131 views); M335359 (142 views); M335360 (144 views); M335361 (188 views); M335335 (154 views); M335337 (138 views); M335338 (113 views); M335339 (102 views); M335345 (156 views); M335346 (144 views); M335237 (163 views); M335239 (122 views); M335240 (131 views); M335241 (149 views); M335243 (103 views); M335246 (104 views); M335329 (148 views); M335330 (134 views); M335331 (168 views); M335332 (125 views); M335333 (148 views); M335334 (146 views); M335841 (3 views); M336014 (2 views); M335978 (2 views); M335804 (2 views); M335367 (2 views); M335704 (4 views); M335640 (2 views); M335921 (3 views); M335916 (3 views); M335437 (3 views); M335790 (3 views); M335379 (3 views); M335450 (4 views); M335970 (2 views); M336065 (9 views); 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M335745 (4 views); M335836 (3 views); M335741 (2 views); M335766 (2 views); M335788 (8 views); M335758 (3 views); M335773 (3 views); M335826 (3 views); M335763 (3 views); M335754 (3 views); M335798 (2 views); M335761 (4 views); M335803 (3 views); M335816 (2 views); M335832 (2 views); M335755 (2 views); M335784 (2 views); M335823 (5 views); M335833 (2 views); M335743 (2 views); M335767 (2 views); M335806 (2 views); M335787 (3 views); M335858 (2 views); M335888 (1 view); M335835 (2 views); M335794 (2 views); M335811 (4 views); M335829 (2 views); M335748 (2 views); M335744 (2 views); M335749 (2 views); M335802 (3 views); M335780 (3 views); M335752 (4 views); M335789 (2 views); M335765 (2 views); M335768 (2 views); M335813 (3 views); M335808 (2 views); M335770 (2 views); M335793 (2 views); M335764 (3 views); M335818 (4 views); M335796 (2 views); M335824 (3 views); M335772 (2 views); M335737 (2 views); M335738 (2 views); M335800 (4 views); M335760 (4 views); M335944 (4 views); M335771 (2 views); M335746 (1 view); M335805 (3 views); M335831 (2 views); M335809 (2 views); M335759 (1 view); M335799 (4 views); M335814 (3 views); M335777 (2 views); M335830 (1 view); M335795 (2 views); M335783 (2 views); M335785 (1 view); M335769 (2 views); M335739 (1 view); M335827 (2 views); M335757 (1 view); M335834 (3 views); M335742 (1 view); M335864 (3 views); M335913 (4 views); M335872 (2 views); M335859 (2 views); M335896 (13 views); M335878 (5 views); M335870 (1 view); M335911 (3 views); M335860 (4 views); M335854 (3 views); M335891 (2 views); M335879 (2 views); M335912 (2 views); M335866 (3 views); M335919 (3 views); M335967 (5 views); M335861 (4 views); M335951 (3 views); M335840 (1 view); M335846 (2 views); M335856 (2 views); M335844 (3 views); M335863 (9 views); M335922 (2 views); M335876 (16 views); M335875 (3 views); M335903 (2 views); M335865 (1 view); M335908 (1 view); M335881 (2 views); M335932 (2 views); M335926 (1 view); M336004 (6 views); M335887 (4 views); M335850 (2 views); M335930 (2 views); 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M335959 (15 views); M336031 (4 views); M335993 (3 views); M335975 (4 views); M335995 (14 views); M335997 (3 views); M336029 (2 views); M335960 (4 views); M335965 (3 views); M336021 (15 views); M335971 (2 views); M335940 (2 views); M335968 (3 views); M335979 (4 views); M335982 (3 views); M335984 (3 views); M336026 (4 views); M335961 (4 views); M336012 (5 views); M335992 (3 views); M336019 (4 views); M336011 (3 views); M335948 (13 views); M335937 (3 views); M336017 (3 views); M336025 (2 views); M335963 (4 views); M336015 (3 views); M336034 (2 views); M335989 (2 views); M336022 (2 views); M335958 (2 views); M336005 (4 views); M335973 (3 views); M336028 (4 views); M335962 (3 views); M336027 (3 views); M336001 (3 views); M336007 (2 views); M335945 (2 views); M335941 (3 views); M335952 (3 views); M335983 (3 views); M336018 (3 views); M335972 (2 views); M335977 (3 views); M335996 (4 views); M336003 (3 views); M335980 (3 views); M335974 (3 views); M335938 (2 views); M335942 (5 views); M336035 (3 views); M335955 (3 views); M335954 (4 views); M335985 (3 views); M336002 (3 views); M336030 (4 views); M336023 (3 views); M335953 (4 views); M335946 (6 views); M335939 (4 views); M335949 (3 views); M335999 (16 views); M336006 (3 views); M336093 (1 view); M336120 (3 views); M336052 (2 views); M336123 (3 views); M336039 (2 views); M336095 (2 views); M335994 (5 views); M335966 (4 views); M335950 (4 views); M335976 (2 views); M335943 (3 views); M336016 (3 views); M336032 (2 views); M336010 (5 views); M335956 (3 views); M336013 (3 views); M336024 (3 views); M335947 (13 views); M335981 (3 views); M335988 (3 views); M335998 (3 views); M336033 (3 views); M335991 (3 views); M336132 (4 views); M336053 (1 view); M336056 (4 views); M336111 (1 view); M336087 (1 view); M336092 (2 views); M336114 (6 views); M336121 (2 views); M336049 (1 view); M336103 (2 views); M336085 (1 view); M336096 (1 view); M336058 (2 views); M336070 (13 views); M336107 (2 views); M336119 (2 views); M336080 (1 view); M336130 (2 views); M336072 (1 view); M336079 (2 views); M336064 (2 views); M336042 (12 views); M336066 (2 views); M336050 (2 views); M336101 (2 views); M336045 (2 views); M336124 (1 view); M336084 (1 view); M336113 (1 view); M336061 (3 views); M336076 (1 view); M336041 (2 views); M336043 (2 views); M336122 (2 views); M336078 (1 view); M336125 (3 views); M336127 (1 view); M336106 (2 views); M336104 (3 views); M336083 (1 view); M336134 (1 view); M336077 (2 views); M336062 (1 view); M336074 (1 view); M336117 (2 views); M336126 (3 views); M336090 (2 views); M336048 (2 views); M336038 (1 view); M336081 (2 views); M336115 (2 views); M336075 (1 view); M336068 (1 view); M336060 (2 views); M336100 (1 view); M336046 (1 view); M336057 (2 views); M336097 (1 view); M336047 (2 views); M336129 (1 view); M336073 (2 views); M336069 (1 view); M336094 (2 views); M336054 (1 view); M336131 (1 view); M336037 (2 views); M336067 (1 view); M336118 (1 view); M336110 (1 view); M336059 (1 view); M336102 (5 views); M336098 (2 views); M336088 (1 view); M336105 (1 view); M336116 (2 views); M336108 (1 view); M336099 (1 view); M336055 (2 views); M336063 (2 views); M336128 (4 views); M336112 (1 view); M336135 (4 views); M336082 (1 view); M336071 (5 views); M336133 (1 view); M336091 (1 view); M336086 (1 view); M336109 (1 view); M336040 (1 view); M336180 (2 views); M336145 (2 views); M336186 (3 views); M336178 (2 views); M336203 (2 views); M336194 (2 views); M336151 (2 views); M336158 (2 views); M336155 (6 views); M336174 (18 views); M336177 (2 views); M336170 (2 views); M336187 (5 views); M336157 (2 views); M336185 (2 views); M336143 (2 views); M336154 (4 views); M336191 (2 views); M336175 (2 views); M336195 (2 views); M336163 (2 views); M336164 (2 views); M336149 (2 views); M336148 (2 views); M336160 (2 views); M336165 (2 views); M336190 (2 views); M336137 (2 views); M336147 (2 views); M336167 (2 views); M336197 (2 views); M336189 (5 views); M336200 (3 views); M336138 (2 views); M336166 (2 views); M336172 (2 views); M336202 (2 views); M336181 (2 views); M336152 (2 views); M336153 (6 views); M336176 (2 views); M336196 (2 views); M336146 (9 views); M336182 (3 views); M336140 (3 views); M336162 (2 views); M336192 (2 views); M336179 (2 views); M336161 (2 views); M336199 (2 views); M336169 (2 views); M336139 (2 views); M336141 (3 views); M336150 (3 views); M336193 (2 views); M336201 (2 views); M336168 (3 views); M336183 (5 views); M336156 (2 views); M336204 (2 views); M336144 (2 views); M336159 (2 views); M336142 (2 views); M336184 (2 views); M336198 (2 views); M336173 (2 views);
    Taxon list5318
    Matrix views1770Matrix landing page (1579 views); AVAToL Computer Vision Matrix (191 views);
    Specimen list68012
    Views for media list830




    Project downloads

    type number of downloads Individual items downloaded (where applicable)
    Total downloads from project310
    Project downloads245
    Media downloads58M335996 (1 download); M336012 (1 download); M335995 (1 download); M335139 (1 download); M335142 (1 download); M335145 (1 download); M335148 (1 download); M335151 (1 download); M335154 (1 download); M335157 (1 download); M335160 (2 downloads); M335169 (1 download); M335170 (1 download); M335171 (1 download); M335172 (1 download); M335173 (1 download); M335175 (1 download); M335176 (1 download); M335320 (2 downloads); M335280 (1 download); M335245 (1 download); M335247 (1 download); M335274 (1 download); M335283 (1 download); M335287 (1 download); M335292 (1 download); M335297 (1 download); M335300 (1 download); M335301 (1 download); M335306 (1 download); M335309 (1 download); M335311 (1 download); M335314 (1 download); M335316 (1 download); M335325 (1 download); M335330 (1 download); M335333 (1 download); M335336 (1 download); M335338 (1 download); M335340 (1 download); M335343 (1 download); M335347 (1 download); M335350 (1 download); M335354 (1 download); M335356 (1 download); M335360 (1 download); M335362 (1 download); M335186 (1 download); M335161 (1 download); M335162 (1 download); M335163 (1 download); M335164 (1 download); M335165 (1 download); M335166 (1 download); M335167 (1 download); M335168 (1 download);
    Matrix downloads7AVAToL Computer Vision Matrix (7 downloads);