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: 9.75G

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:88
Total unordered/ordered characters:43/0
Currently Viewing:
MorphoBank Project 1226

    This research
    supported by

    Authors' Institutions

    • American Museum of Natural History



    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
    3173181068443431791896880
    (6381, 87, 412)
    0921494970
    Shell Hu
    Observer
    000000000
    (0, 0, 0)
    0000
    Maureen O'Leary
    Full membership
    000000000
    (0, 0, 0)
    0000
    Nancy Simmons
    Full membership
    000000000
    (0, 0, 0)
    0000
    Paul Velazco
    Full membership
    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
    Last Modified in 07/17/14
    04200159615
    [11] Artibeus jamaicensis 210847
    Last Modified in 07/17/14
    04200159625
    [12] Artibeus jamaicensis 209711
    Last Modified in 07/17/14
    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
    Last Modified in 07/17/14
    04200159615
    [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
    04200159615
    [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
    Last Modified in 07/17/14
    03700650525
    [25] Desmodus rotundus 177836
    Last Modified in 07/17/14
    03700650525
    [26] Desmodus rotundus 177835
    Last Modified in 07/17/14
    03700650525
    [27] Desmodus rotundus 172392
    Last Modified in 07/17/14
    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
    Last Modified in 07/17/14
    03700650525
    [32] Desmodus rotundus 172377
    Last Modified in 07/17/14
    03700650525
    [33] Desmodus rotundus 172349
    Last Modified in 07/17/14
    03700650525
    [34] Desmodus rotundus 172342
    Last Modified in 07/17/14
    03700650525
    [35] Desmodus rotundus 172339
    Last Modified in 07/17/14
    03700650535
    [36] Desmodus rotundus 172327
    Last Modified in 07/17/14
    03700650515
    [37] Desmodus rotundus 172323
    Last Modified in 07/17/14
    03700650525
    [38] Desmodus rotundus 172320
    Last Modified in 07/17/14
    03700650535
    [39] Desmodus rotundus 172312
    Last Modified in 07/17/14
    03700650525
    [40] Desmodus rotundus 172311
    Last Modified in 07/17/14
    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
    Last Modified in 07/17/14
    04102058605
    [49] Glossophaga soricina 264586
    Last Modified in 07/17/14
    04300060625
    [50] Glossophaga soricina 248758
    Last Modified in 07/17/14
    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
    Last Modified in 07/17/14
    04102058605
    [56] Glossophaga soricina 248747
    Last Modified in 07/17/14
    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
    Last Modified in 07/17/14
    04000355555
    [64] Noctilio albiventris 210665
    Last Modified in 07/17/14
    04000356585
    [65] Noctilio albiventris 210664
    Last Modified in 07/17/14
    04000356585
    [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
    Last Modified in 07/17/14
    03700652545
    [129] Saccopteryx bilineata 210496
    Last Modified in 07/17/14
    03700652545
    [130] Saccopteryx bilineata 210494
    Last Modified in 07/17/14
    03700652545
    [131] Saccopteryx bilineata 210487
    Last Modified in 07/17/14
    03700652545
    [132] Saccopteryx bilineata 210485
    Last Modified in 07/17/14
    03700652545
    [133] Saccopteryx bilineata 210484
    Last Modified in 07/17/14
    03700652545
    [134] Saccopteryx bilineata 210472
    Last Modified in 07/17/14
    03700652545
    [135] Saccopteryx bilineata 210469
    Last Modified in 07/17/14
    03700652545
    [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
    04300060625
    [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
    Last Modified in 07/17/14
    04300060635
    [149] Trachops cirrhosus 267928
    Last Modified in 07/17/14
    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
    Last Modified in 07/17/14
    04300060625
    [155] Trachops cirrhosus 261378
    Last Modified in 07/17/14
    04300060625
    [156] Trachops cirrhosus 210681
    Last Modified in 07/17/14
    04300060625
    [157] Trachops cirrhosus 210680
    Last Modified in 07/17/14
    04300060625
    [158] Trachops cirrhosus 210679
    Last Modified in 07/17/14
    04300060625
    [159] Trachops cirrhosus 209351
    Last Modified in 07/17/14
    04300060635
    [160] Trachops cirrhosus 15287
    Last Modified in 07/17/14
    04300061635


    Project views

    type number of views Individual items viewed (where applicable)
    Total project views197779
    Project overview3595
    Media views77247Media search (5258 views); M335227 (428 views); M335265 (216 views); M335268 (198 views); M335180 (459 views); M335273 (238 views); M335257 (176 views); M335174 (460 views); M335228 (405 views); M335244 (207 views); M335231 (412 views); M335234 (426 views); M335198 (371 views); M335211 (446 views); M335242 (194 views); M335219 (435 views); M335178 (430 views); M335238 (224 views); M335166 (409 views); M335215 (378 views); M335168 (481 views); M335160 (481 views); M335226 (422 views); M335258 (204 views); M335232 (409 views); M335229 (439 views); M335203 (431 views); M335271 (204 views); M335171 (503 views); M335206 (438 views); M335201 (434 views); M335274 (200 views); M335176 (493 views); M335173 (445 views); M335172 (516 views); M335225 (396 views); M335222 (426 views); M335179 (428 views); M335181 (451 views); M335218 (440 views); M335202 (389 views); M335164 (404 views); M335148 (423 views); M335195 (444 views); M335189 (431 views); M335143 (473 views); M335140 (420 views); M335152 (450 views); M335154 (454 views); M335138 (455 views); M335139 (454 views); M335155 (448 views); M335151 (451 views); M335145 (417 views); M335147 (411 views); M335157 (455 views); M335141 (463 views); M335150 (455 views); M335158 (579 views); M335144 (428 views); M335153 (475 views); M335146 (408 views); M335236 (496 views); M335142 (475 views); M335149 (472 views); M335233 (428 views); M335169 (470 views); M335137 (542 views); M335156 (435 views); M335159 (457 views); M335161 (462 views); M335162 (466 views); M335163 (447 views); M335165 (438 views); M335167 (431 views); M335170 (483 views); M335175 (452 views); M335177 (416 views); M335182 (412 views); M335183 (399 views); M335184 (431 views); M335185 (444 views); M335186 (442 views); M335187 (429 views); M335188 (423 views); M335190 (442 views); M335191 (412 views); M335192 (396 views); M335193 (406 views); M335194 (445 views); M335196 (399 views); M335197 (409 views); M335199 (407 views); M335200 (447 views); M335204 (429 views); M335205 (410 views); M335207 (472 views); M335208 (475 views); M335209 (371 views); M335210 (419 views); M335212 (482 views); M335213 (373 views); M335214 (412 views); M335216 (453 views); M335217 (370 views); M335220 (401 views); M335221 (438 views); M335223 (399 views); M335224 (450 views); M335230 (367 views); M335235 (413 views); M335266 (242 views); M335245 (219 views); M335247 (190 views); M335248 (238 views); M335249 (224 views); M335250 (246 views); M335251 (215 views); M335252 (172 views); M335253 (227 views); M335254 (214 views); M335255 (206 views); M335256 (222 views); M335259 (196 views); M335260 (258 views); M335261 (213 views); M335262 (261 views); M335263 (250 views); M335264 (201 views); M335267 (213 views); M335269 (210 views); M335270 (179 views); M335272 (227 views); M335275 (176 views); M335276 (204 views); M335277 (213 views); M335278 (212 views); M335279 (196 views); M335280 (187 views); M335281 (202 views); M335282 (192 views); M335283 (177 views); M335284 (235 views); M335285 (206 views); M335286 (205 views); M335287 (244 views); M335288 (203 views); M335289 (190 views); M335290 (211 views); M335291 (186 views); M335292 (190 views); M335293 (230 views); M335294 (238 views); M335295 (202 views); M335296 (208 views); M335297 (181 views); M335298 (188 views); M335299 (211 views); M335300 (190 views); M335301 (201 views); M335302 (259 views); M335303 (177 views); M335304 (216 views); M335305 (171 views); M335306 (194 views); M335307 (184 views); M335308 (195 views); M335309 (165 views); M335310 (199 views); M335311 (211 views); M335312 (235 views); M335313 (208 views); M335314 (216 views); M335315 (172 views); M335316 (199 views); M335317 (195 views); M335318 (190 views); M335319 (182 views); M335320 (195 views); M335321 (161 views); M335322 (209 views); M335323 (202 views); M335324 (208 views); M335325 (212 views); M335326 (181 views); M335327 (191 views); M335328 (214 views); M335336 (203 views); M335340 (200 views); M335341 (191 views); M335342 (184 views); M335343 (177 views); M335344 (191 views); M335347 (161 views); M335348 (209 views); M335349 (226 views); M335350 (205 views); M335351 (160 views); M335352 (206 views); M335353 (229 views); M335354 (181 views); M335355 (163 views); M335356 (210 views); M335357 (220 views); M335358 (198 views); M335359 (205 views); M335360 (208 views); M335361 (252 views); M335335 (208 views); M335337 (209 views); M335338 (181 views); M335339 (166 views); M335345 (219 views); M335346 (218 views); M335237 (234 views); M335239 (190 views); M335240 (207 views); M335241 (206 views); M335243 (174 views); M335246 (175 views); M335329 (214 views); M335330 (204 views); M335331 (238 views); M335332 (198 views); M335333 (210 views); M335334 (212 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); M336044 (2 views); M335868 (2 views); M336089 (2 views); M335623 (2 views); M336136 (2 views); M336051 (2 views); M335454 (6 views); M335580 (3 views); M335452 (3 views); M335461 (4 views); M335619 (3 views); M335899 (3 views); M335729 (2 views); M335456 (4 views); M336171 (2 views); M336188 (3 views); M335969 (2 views); M336020 (3 views); M335964 (3 views); M335987 (2 views); M336000 (2 views); M335986 (2 views); M335957 (3 views); M336036 (2 views); M336009 (2 views); M335527 (4 views); M335871 (2 views); M335410 (3 views); M335422 (3 views); M335406 (2 views); M335404 (3 views); M335383 (2 views); M335363 (4 views); M335472 (4 views); M335431 (3 views); M335400 (3 views); M335421 (4 views); M335428 (3 views); M335447 (4 views); M335374 (8 views); M335465 (4 views); M335448 (5 views); M335392 (5 views); M335394 (5 views); M335458 (10 views); M335443 (3 views); M335429 (2 views); M335385 (3 views); M335391 (3 views); M335393 (3 views); M335425 (2 views); M335418 (4 views); M335439 (6 views); M335388 (5 views); M335384 (3 views); M335403 (3 views); M335471 (5 views); M335381 (5 views); M335442 (4 views); M335424 (3 views); M335412 (3 views); M335468 (3 views); M335441 (3 views); M335469 (5 views); M335436 (3 views); M335432 (4 views); M335382 (3 views); M335453 (5 views); M335434 (3 views); M335417 (3 views); M335435 (2 views); M335371 (3 views); M335455 (5 views); M335395 (4 views); M335460 (3 views); M335420 (3 views); M335408 (2 views); M335474 (8 views); M335463 (4 views); M335370 (2 views); M335415 (3 views); M335397 (2 views); M335419 (3 views); M335411 (11 views); M335375 (4 views); M335362 (3 views); M335438 (4 views); M335466 (4 views); M335414 (2 views); M335396 (3 views); M335467 (3 views); M335524 (4 views); M335478 (4 views); M335518 (4 views); M335512 (4 views); M335530 (5 views); M335482 (4 views); M335449 (5 views); M335364 (3 views); M335445 (5 views); M335399 (2 views); M335407 (2 views); M335433 (3 views); M335368 (3 views); M335473 (5 views); M335446 (7 views); M335369 (3 views); M335462 (5 views); M335426 (3 views); M335365 (2 views); M335373 (6 views); M335470 (4 views); M335386 (3 views); M335413 (3 views); M335409 (2 views); M335440 (4 views); M335427 (3 views); M335377 (8 views); M335376 (3 views); M335459 (5 views); M335380 (3 views); M335475 (4 views); M335457 (4 views); M335389 (3 views); M335401 (3 views); M335402 (3 views); M335378 (3 views); M335372 (5 views); M335405 (5 views); M335451 (7 views); M335387 (2 views); M335423 (3 views); M335464 (4 views); M335398 (2 views); M335390 (3 views); M335430 (2 views); M335366 (5 views); M335416 (2 views); M335444 (12 views); M335531 (3 views); M335498 (9 views); M335523 (4 views); M335492 (4 views); M335493 (6 views); M335510 (4 views); M335501 (4 views); M335487 (5 views); M335533 (4 views); M335536 (4 views); M335534 (5 views); M335486 (4 views); M335494 (5 views); M335495 (7 views); M335499 (4 views); M335508 (4 views); M335485 (5 views); M335502 (4 views); M335528 (3 views); M335532 (4 views); M335505 (4 views); M335481 (4 views); M335511 (5 views); M335529 (5 views); M335488 (4 views); M335507 (4 views); M335496 (3 views); M335476 (4 views); M335514 (6 views); M335489 (4 views); M335513 (3 views); M335520 (5 views); M335521 (5 views); M335515 (4 views); M335506 (4 views); M335480 (4 views); M335525 (4 views); M335503 (4 views); M335522 (4 views); M335517 (5 views); M335484 (5 views); M335483 (3 views); M335504 (6 views); M335516 (5 views); M335490 (4 views); M335500 (7 views); M335479 (5 views); M335497 (4 views); M335491 (3 views); M335519 (3 views); M335603 (5 views); M335634 (4 views); M335563 (3 views); M335556 (2 views); M335598 (3 views); M335620 (3 views); M335579 (3 views); M335544 (4 views); M335605 (3 views); M335549 (3 views); M335630 (3 views); M335547 (4 views); M335575 (2 views); M335567 (3 views); M335553 (4 views); M335587 (3 views); M335543 (3 views); M335636 (2 views); M335611 (4 views); M335548 (11 views); M335590 (4 views); M335628 (4 views); M335576 (4 views); M335624 (3 views); M335609 (4 views); M335545 (4 views); M335552 (8 views); M335593 (2 views); M335539 (3 views); M335592 (3 views); M335584 (3 views); M335626 (4 views); M335570 (4 views); M335631 (5 views); M335565 (5 views); M335550 (6 views); M335591 (4 views); M335569 (2 views); M335542 (18 views); M335615 (3 views); M335597 (5 views); M335526 (5 views); M335535 (4 views); M335477 (4 views); M335509 (4 views); M335558 (3 views); M335566 (2 views); M335608 (2 views); M335602 (3 views); M335568 (3 views); M335595 (3 views); M335551 (3 views); M335586 (5 views); M335635 (3 views); M335588 (3 views); M335561 (9 views); M335571 (3 views); M335572 (3 views); M335607 (3 views); M335582 (4 views); M335616 (3 views); M335557 (4 views); M335610 (4 views); M335614 (2 views); M335627 (4 views); M335541 (2 views); M335562 (3 views); M335583 (2 views); M335560 (2 views); M335600 (2 views); M335554 (2 views); M335625 (5 views); M335578 (7 views); M335589 (3 views); M335537 (3 views); M335606 (3 views); M335581 (5 views); M335573 (3 views); M335564 (3 views); M335633 (2 views); M335594 (3 views); M335599 (4 views); M335538 (3 views); M335629 (3 views); M335577 (4 views); M335596 (3 views); M335707 (3 views); M335654 (4 views); M335555 (4 views); M335612 (3 views); M335632 (2 views); M335618 (2 views); M335546 (3 views); M335585 (3 views); M335621 (3 views); M335540 (2 views); M335622 (3 views); M335559 (3 views); M335613 (3 views); M335617 (2 views); M335574 (3 views); M335604 (2 views); M335601 (4 views); M335708 (10 views); M335686 (3 views); M335681 (3 views); M335658 (4 views); M335668 (2 views); M335671 (4 views); M335647 (2 views); M335710 (3 views); M335667 (4 views); M335711 (3 views); M335644 (3 views); M335709 (2 views); M335649 (3 views); M335727 (3 views); M335733 (3 views); M335694 (4 views); M335732 (3 views); M335652 (2 views); M335664 (4 views); M335670 (2 views); M335723 (2 views); M335730 (3 views); M335683 (2 views); M335734 (2 views); M335676 (3 views); M335713 (3 views); M335725 (3 views); M335695 (3 views); M335660 (5 views); M335672 (4 views); M335653 (2 views); M335715 (11 views); M335696 (6 views); M335736 (3 views); M335712 (3 views); M335643 (3 views); M335700 (4 views); M335722 (4 views); M336008 (4 views); M335655 (14 views); M335656 (3 views); M335705 (3 views); M335719 (2 views); M335990 (7 views); M335651 (3 views); M335661 (2 views); M335735 (3 views); M335726 (3 views); M335679 (3 views); M335669 (3 views); M335701 (4 views); M335728 (4 views); M335673 (2 views); M335687 (3 views); M335642 (3 views); M335657 (1 view); M335684 (4 views); M335692 (1 view); M335648 (3 views); M335720 (2 views); M335646 (4 views); M335706 (3 views); M335638 (2 views); M335699 (2 views); M335680 (5 views); M335688 (2 views); M335678 (2 views); M335682 (3 views); M335639 (3 views); M335691 (3 views); M335703 (3 views); M335659 (4 views); M335666 (1 view); M335721 (1 view); M335693 (4 views); M335716 (3 views); M335665 (4 views); M335650 (3 views); M335717 (3 views); M335674 (4 views); M335637 (4 views); M335690 (2 views); M335714 (1 view); M335698 (2 views); M335731 (2 views); M335689 (3 views); M335677 (3 views); M335753 (2 views); M335740 (2 views); M335662 (1 view); M335724 (3 views); M335675 (3 views); M335702 (3 views); M335641 (2 views); M335663 (2 views); M335645 (4 views); M335685 (4 views); M335718 (3 views); M335697 (2 views); M335756 (2 views); M335786 (3 views); M335797 (2 views); M335819 (2 views); M335747 (2 views); M335782 (3 views); M335821 (2 views); M335762 (2 views); M335776 (2 views); M335779 (2 views); M335817 (2 views); M335807 (3 views); M335774 (4 views); M335810 (4 views); M335812 (2 views); M335822 (3 views); M335825 (2 views); M335815 (2 views); M335750 (2 views); M335828 (4 views); M335751 (3 views); M335801 (3 views); M335820 (4 views); M335778 (3 views); M335792 (2 views); M335791 (2 views); M335857 (2 views); M335843 (1 view); M335936 (1 view); M335898 (1 view); M335884 (2 views); M335781 (2 views); M335775 (2 views); 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 (6 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); M335853 (2 views); M335931 (2 views); M335920 (5 views); M335842 (3 views); M335910 (5 views); M335851 (2 views); M335874 (3 views); M335847 (2 views); M335897 (3 views); M335902 (1 view); M335839 (3 views); M335924 (2 views); M335845 (2 views); M335869 (3 views); M335867 (2 views); M335890 (1 view); M335877 (2 views); M335923 (1 view); M335904 (3 views); M335927 (3 views); M335873 (4 views); M335885 (2 views); M335934 (2 views); M335892 (1 view); M335901 (3 views); M335909 (2 views); M335838 (1 view); M335894 (2 views); M335862 (3 views); M335889 (2 views); M335925 (2 views); M335917 (3 views); M335915 (3 views); M335907 (2 views); M335900 (2 views); M335935 (1 view); M335929 (2 views); M335895 (2 views); M335933 (4 views); M335886 (2 views); M335883 (4 views); M335882 (3 views); M335906 (2 views); M335928 (1 view); M335852 (2 views); M335848 (4 views); M335893 (1 view); M335905 (3 views); M335918 (1 view); M335880 (5 views); M335837 (2 views); M335855 (2 views); M335849 (3 views); M335914 (2 views); M335959 (15 views); M336031 (4 views); M335993 (3 views); M335975 (4 views); M335995 (23 views); M335997 (3 views); M336029 (2 views); M335960 (4 views); M335965 (3 views); M336021 (15 views); M335971 (2 views); M335940 (2 views); M335968 (4 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 (36 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 (3 views); M336070 (14 views); M336107 (2 views); M336119 (2 views); M336080 (1 view); M336130 (2 views); M336072 (2 views); M336079 (3 views); M336064 (3 views); M336042 (12 views); M336066 (2 views); M336050 (2 views); M336101 (2 views); M336045 (2 views); M336124 (1 view); M336084 (2 views); M336113 (1 view); M336061 (4 views); M336076 (1 view); M336041 (2 views); M336043 (2 views); M336122 (2 views); M336078 (2 views); 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 (2 views); 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 (3 views); M336069 (1 view); M336094 (2 views); M336054 (1 view); M336131 (1 view); M336037 (2 views); M336067 (2 views); 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 (3 views); M336063 (2 views); M336128 (4 views); M336112 (1 view); M336135 (4 views); M336082 (2 views); 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 list10453
    Matrix views2345Matrix landing page (2095 views); AVAToL Computer Vision Matrix (250 views);
    Specimen list102924
    Views for media list1215




    Project downloads

    type number of downloads Individual items downloaded (where applicable)
    Total downloads from project465
    Project downloads340
    Media downloads118M335996 (1 download); M336012 (1 download); M335995 (1 download); M335139 (2 downloads); M335142 (2 downloads); M335145 (2 downloads); M335148 (2 downloads); M335151 (1 download); M335154 (2 downloads); M335157 (2 downloads); M335160 (3 downloads); M335169 (1 download); M335170 (1 download); M335171 (1 download); M335172 (1 download); M335173 (1 download); M335175 (2 downloads); M335176 (1 download); M335320 (2 downloads); M335280 (2 downloads); M335245 (2 downloads); M335247 (1 download); M335274 (1 download); M335283 (2 downloads); 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 (3 downloads); M336082 (1 download); M336079 (1 download); M336078 (1 download); M336073 (1 download); M336070 (1 download); M336067 (1 download); M336064 (1 download); M336061 (1 download); M336058 (1 download); M336055 (1 download); M335277 (1 download); M335246 (1 download); M335212 (1 download); M335243 (1 download); M335153 (1 download); M335152 (1 download); M335373 (1 download); M335375 (1 download); M335374 (1 download); M335420 (1 download); M335419 (1 download); M335418 (1 download); M335140 (1 download); M335141 (1 download); M335284 (1 download); M335285 (1 download); M335138 (1 download); M335137 (1 download); M335256 (1 download); M335258 (1 download); M335257 (1 download); M335281 (1 download); M335282 (1 download); M335143 (1 download); M335144 (1 download); M335146 (1 download); M335147 (1 download); M335159 (1 download); M335158 (1 download); M335156 (1 download); M335155 (1 download); M335262 (1 download); M335263 (1 download); M335264 (1 download); M335289 (1 download); M335290 (1 download); M335291 (1 download);
    Matrix downloads7AVAToL Computer Vision Matrix (7 downloads);