Search is not available for this dataset
photo_id
int64
16
387M
scientificName
stringlengths
7
42
kingdom
stringclasses
2 values
phylum
stringclasses
11 values
class
stringclasses
35 values
order
stringclasses
263 values
family
stringlengths
6
22
βŒ€
genus
stringlengths
2
21
βŒ€
species
stringlengths
1
26
common_name
stringlengths
2
68
taxonRank
stringclasses
3 values
photo_url
stringlengths
66
74
22,295
Steatoda grossa
Animalia
Arthropoda
Arachnida
Araneae
Theridiidae
Steatoda
grossa
False Black Widow
species
http://inaturalist-open-data.s3.amazonaws.com/photos/22295/medium.JPG
22,296
Steatoda grossa
Animalia
Arthropoda
Arachnida
Araneae
Theridiidae
Steatoda
grossa
False Black Widow
species
http://inaturalist-open-data.s3.amazonaws.com/photos/22296/medium.jpg
22,617
Uroctonus mordax
Animalia
Arthropoda
Arachnida
Scorpiones
Vaejovidae
Uroctonus
mordax
Western Forest Scorpion
species
http://inaturalist-open-data.s3.amazonaws.com/photos/22617/medium.jpg
22,618
Alopecosa kochi
Animalia
Arthropoda
Arachnida
Araneae
Lycosidae
Alopecosa
kochi
Koch's Wolf Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/22618/medium.jpg
22,704
Uroctonus mordax
Animalia
Arthropoda
Arachnida
Scorpiones
Vaejovidae
Uroctonus
mordax
Western Forest Scorpion
species
http://inaturalist-open-data.s3.amazonaws.com/photos/22704/medium.jpg
22,839
Calisoga longitarsis
Animalia
Arthropoda
Arachnida
Araneae
Nemesiidae
Calisoga
longitarsis
False Tarantula
species
http://inaturalist-open-data.s3.amazonaws.com/photos/22839/medium.jpg
22,840
Arctosa littoralis
Animalia
Arthropoda
Arachnida
Araneae
Lycosidae
Arctosa
littoralis
Beach Wolf Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/22840/medium.jpg
22,841
Arctosa littoralis
Animalia
Arthropoda
Arachnida
Araneae
Lycosidae
Arctosa
littoralis
Beach Wolf Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/22841/medium.jpg
23,047
Pholcus phalangioides
Animalia
Arthropoda
Arachnida
Araneae
Pholcidae
Pholcus
phalangioides
Skull Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/23047/medium.jpg
23,048
Pholcus phalangioides
Animalia
Arthropoda
Arachnida
Araneae
Pholcidae
Pholcus
phalangioides
Skull Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/23048/medium.jpg
23,926
Hadrurus arizonensis
Animalia
Arthropoda
Arachnida
Scorpiones
Hadruridae
Hadrurus
arizonensis
Desert Hairy Scorpion
species
http://inaturalist-open-data.s3.amazonaws.com/photos/23926/medium.JPG
24,360
Menemerus bivittatus
Animalia
Arthropoda
Arachnida
Araneae
Salticidae
Menemerus
bivittatus
Gray Wall Jumper
species
http://inaturalist-open-data.s3.amazonaws.com/photos/24360/medium.jpg
24,583
Steatoda triangulosa
Animalia
Arthropoda
Arachnida
Araneae
Theridiidae
Steatoda
triangulosa
Triangulate Comb-foot
species
http://inaturalist-open-data.s3.amazonaws.com/photos/24583/medium.JPG
24,584
Steatoda triangulosa
Animalia
Arthropoda
Arachnida
Araneae
Theridiidae
Steatoda
triangulosa
Triangulate Comb-foot
species
http://inaturalist-open-data.s3.amazonaws.com/photos/24584/medium.JPG
25,153
Argiope argentata
Animalia
Arthropoda
Arachnida
Araneae
Araneidae
Argiope
argentata
Silver Garden Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/25153/medium.jpg
25,154
Argiope argentata
Animalia
Arthropoda
Arachnida
Araneae
Araneidae
Argiope
argentata
Silver Garden Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/25154/medium.jpg
25,227
Lyssomanes viridis
Animalia
Arthropoda
Arachnida
Araneae
Salticidae
Lyssomanes
viridis
Magnolia Green Jumper
species
http://inaturalist-open-data.s3.amazonaws.com/photos/25227/medium.jpg
25,705
Misumena vatia
Animalia
Arthropoda
Arachnida
Araneae
Thomisidae
Misumena
vatia
Goldenrod Crab Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/25705/medium.JPG
25,759
Trichonephila senegalensis
Animalia
Arthropoda
Arachnida
Araneae
Nephilidae
Trichonephila
senegalensis
banded-legged golden orb-web spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/25759/medium.jpg
26,527
Ixodes pacificus
Animalia
Arthropoda
Arachnida
Ixodida
Ixodidae
Ixodes
pacificus
Western Blacklegged Tick
species
http://inaturalist-open-data.s3.amazonaws.com/photos/26527/medium.JPG
27,250
Calisoga longitarsis
Animalia
Arthropoda
Arachnida
Araneae
Nemesiidae
Calisoga
longitarsis
False Tarantula
species
http://inaturalist-open-data.s3.amazonaws.com/photos/27250/medium.jpg
27,251
Calisoga longitarsis
Animalia
Arthropoda
Arachnida
Araneae
Nemesiidae
Calisoga
longitarsis
False Tarantula
species
http://inaturalist-open-data.s3.amazonaws.com/photos/27251/medium.jpg
29,449
Phidippus johnsoni
Animalia
Arthropoda
Arachnida
Araneae
Salticidae
Phidippus
johnsoni
Johnson's Jumping Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/29449/medium.jpg
29,450
Phidippus johnsoni
Animalia
Arthropoda
Arachnida
Araneae
Salticidae
Phidippus
johnsoni
Johnson's Jumping Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/29450/medium.jpg
29,451
Phidippus johnsoni
Animalia
Arthropoda
Arachnida
Araneae
Salticidae
Phidippus
johnsoni
Johnson's Jumping Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/29451/medium.jpg
30,121
Argiope australis
Animalia
Arthropoda
Arachnida
Araneae
Araneidae
Argiope
australis
Common Garden Orbweb Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/30121/medium.jpg
30,124
Argiope australis
Animalia
Arthropoda
Arachnida
Araneae
Araneidae
Argiope
australis
Common Garden Orbweb Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/30124/medium.jpg
30,515
Hyllus diardi
Animalia
Arthropoda
Arachnida
Araneae
Salticidae
Hyllus
diardi
Heavy Jumper
species
http://inaturalist-open-data.s3.amazonaws.com/photos/30515/medium.jpg
30,520
Crossopriza lyoni
Animalia
Arthropoda
Arachnida
Araneae
Pholcidae
Crossopriza
lyoni
Tailed Daddy Longlegs Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/30520/medium.jpg
30,614
Castianeira thalia
Animalia
Arthropoda
Arachnida
Araneae
Corinnidae
Castianeira
thalia
Castianeira thalia
null
http://inaturalist-open-data.s3.amazonaws.com/photos/30614/medium.jpg
30,615
Castianeira thalia
Animalia
Arthropoda
Arachnida
Araneae
Corinnidae
Castianeira
thalia
Castianeira thalia
null
http://inaturalist-open-data.s3.amazonaws.com/photos/30615/medium.jpg
30,616
Castianeira thalia
Animalia
Arthropoda
Arachnida
Araneae
Corinnidae
Castianeira
thalia
Castianeira thalia
null
http://inaturalist-open-data.s3.amazonaws.com/photos/30616/medium.jpg
30,652
Dermacentor occidentalis
Animalia
Arthropoda
Arachnida
Ixodida
Ixodidae
Dermacentor
occidentalis
Pacific Coast Tick
species
http://inaturalist-open-data.s3.amazonaws.com/photos/30652/medium.jpg
31,149
Pelegrina aeneola
Animalia
Arthropoda
Arachnida
Araneae
Salticidae
Pelegrina
aeneola
Coppered White-cheeked Jumping Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/31149/medium.JPG
33,183
Platycryptus undatus
Animalia
Arthropoda
Arachnida
Araneae
Salticidae
Platycryptus
undatus
Tan Jumping Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/33183/medium.jpg
34,568
Araneus diadematus
Animalia
Arthropoda
Arachnida
Araneae
Araneidae
Araneus
diadematus
Cross Orbweaver
species
http://inaturalist-open-data.s3.amazonaws.com/photos/34568/medium.jpg
34,585
Misumena vatia
Animalia
Arthropoda
Arachnida
Araneae
Thomisidae
Misumena
vatia
Goldenrod Crab Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/34585/medium.jpg
34,590
Araniella displicata
Animalia
Arthropoda
Arachnida
Araneae
Araneidae
Araniella
displicata
Six-spotted Orbweaver
species
http://inaturalist-open-data.s3.amazonaws.com/photos/34590/medium.jpg
34,636
Argiope aemula
Animalia
Arthropoda
Arachnida
Araneae
Araneidae
Argiope
aemula
Oval St. Andrew's Cross Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/34636/medium.jpg
34,676
Diplocentrus spitzeri
Animalia
Arthropoda
Arachnida
Scorpiones
Diplocentridae
Diplocentrus
spitzeri
Spitzer's Scorpion
species
http://inaturalist-open-data.s3.amazonaws.com/photos/34676/medium.jpg
34,711
Phidippus johnsoni
Animalia
Arthropoda
Arachnida
Araneae
Salticidae
Phidippus
johnsoni
Johnson's Jumping Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/34711/medium.jpg
34,798
Opisthacanthus elatus
Animalia
Arthropoda
Arachnida
Scorpiones
Hormuridae
Opisthacanthus
elatus
Opisthacanthus elatus
null
http://inaturalist-open-data.s3.amazonaws.com/photos/34798/medium.jpg
34,834
Paraphrynus laevifrons
Animalia
Arthropoda
Arachnida
Amblypygi
Phrynidae
Paraphrynus
laevifrons
Paraphrynus laevifrons
null
http://inaturalist-open-data.s3.amazonaws.com/photos/34834/medium.jpg
35,035
Pisaurina mira
Animalia
Arthropoda
Arachnida
Araneae
Pisauridae
Pisaurina
mira
American Nursery Web Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/35035/medium.jpg
35,036
Pisaurina mira
Animalia
Arthropoda
Arachnida
Araneae
Pisauridae
Pisaurina
mira
American Nursery Web Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/35036/medium.jpg
35,043
Dolomedes tenebrosus
Animalia
Arthropoda
Arachnida
Araneae
Pisauridae
Dolomedes
tenebrosus
Dark Fishing Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/35043/medium.jpg
38,926
Dermacentor variabilis
Animalia
Arthropoda
Arachnida
Ixodida
Ixodidae
Dermacentor
variabilis
American Dog Tick
species
http://inaturalist-open-data.s3.amazonaws.com/photos/38926/medium.jpg
36,014
Ixodes pacificus
Animalia
Arthropoda
Arachnida
Ixodida
Ixodidae
Ixodes
pacificus
Western Blacklegged Tick
species
http://inaturalist-open-data.s3.amazonaws.com/photos/36014/medium.JPG
90,585,250
Phalangium opilio
Animalia
Arthropoda
Arachnida
Opiliones
Phalangiidae
Phalangium
opilio
European Harvestman
species
http://inaturalist-open-data.s3.amazonaws.com/photos/90585250/medium.jpeg
90,585,265
Phalangium opilio
Animalia
Arthropoda
Arachnida
Opiliones
Phalangiidae
Phalangium
opilio
European Harvestman
species
http://inaturalist-open-data.s3.amazonaws.com/photos/90585265/medium.jpeg
36,587
Dermacentor variabilis
Animalia
Arthropoda
Arachnida
Ixodida
Ixodidae
Dermacentor
variabilis
American Dog Tick
species
http://inaturalist-open-data.s3.amazonaws.com/photos/36587/medium.jpg
37,726
Dermacentor variabilis
Animalia
Arthropoda
Arachnida
Ixodida
Ixodidae
Dermacentor
variabilis
American Dog Tick
species
http://inaturalist-open-data.s3.amazonaws.com/photos/37726/medium.jpg
37,727
Dermacentor variabilis
Animalia
Arthropoda
Arachnida
Ixodida
Ixodidae
Dermacentor
variabilis
American Dog Tick
species
http://inaturalist-open-data.s3.amazonaws.com/photos/37727/medium.jpg
38,219
Argiope argentata
Animalia
Arthropoda
Arachnida
Araneae
Araneidae
Argiope
argentata
Silver Garden Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/38219/medium.jpg
38,241
Lycosa erythrognatha
Animalia
Arthropoda
Arachnida
Araneae
Lycosidae
Lycosa
erythrognatha
Lycosa erythrognatha
null
http://inaturalist-open-data.s3.amazonaws.com/photos/38241/medium.jpg
38,242
Trechona venosa
Animalia
Arthropoda
Arachnida
Araneae
Dipluridae
Trechona
venosa
Trechona venosa
null
http://inaturalist-open-data.s3.amazonaws.com/photos/38242/medium.jpg
42,054
Peucetia rubrolineata
Animalia
Arthropoda
Arachnida
Araneae
Oxyopidae
Peucetia
rubrolineata
Peucetia rubrolineata
null
http://inaturalist-open-data.s3.amazonaws.com/photos/42054/medium.jpg
42,874
Tetragnatha quasimodo
Animalia
Arthropoda
Arachnida
Araneae
Tetragnathidae
Tetragnatha
quasimodo
Tetragnatha quasimodo
null
http://inaturalist-open-data.s3.amazonaws.com/photos/42874/medium.jpg
43,161
Misumena vatia
Animalia
Arthropoda
Arachnida
Araneae
Thomisidae
Misumena
vatia
Goldenrod Crab Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/43161/medium.jpg
43,162
Misumena vatia
Animalia
Arthropoda
Arachnida
Araneae
Thomisidae
Misumena
vatia
Goldenrod Crab Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/43162/medium.jpg
43,564
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43564/medium.jpg
43,565
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43565/medium.jpg
43,566
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43566/medium.jpg
43,567
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43567/medium.jpg
43,568
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43568/medium.jpg
43,569
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43569/medium.jpg
43,570
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43570/medium.jpg
43,571
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43571/medium.jpg
43,572
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43572/medium.jpg
43,573
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43573/medium.jpg
43,574
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43574/medium.jpg
43,575
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43575/medium.jpg
43,576
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43576/medium.jpg
43,577
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43577/medium.jpg
43,578
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43578/medium.jpg
43,579
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43579/medium.jpg
43,580
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43580/medium.jpg
43,581
Trachelopachys gracilis
Animalia
Arthropoda
Arachnida
Araneae
Trachelidae
Trachelopachys
gracilis
Trachelopachys gracilis
null
http://inaturalist-open-data.s3.amazonaws.com/photos/43581/medium.jpg
44,015
Leiobunum vittatum
Animalia
Arthropoda
Arachnida
Opiliones
Sclerosomatidae
Leiobunum
vittatum
Eastern Harvestman
species
http://inaturalist-open-data.s3.amazonaws.com/photos/44015/medium.jpg
44,016
Leiobunum vittatum
Animalia
Arthropoda
Arachnida
Opiliones
Sclerosomatidae
Leiobunum
vittatum
Eastern Harvestman
species
http://inaturalist-open-data.s3.amazonaws.com/photos/44016/medium.jpg
47,899
Philodromus rufus
Animalia
Arthropoda
Arachnida
Araneae
Philodromidae
Philodromus
rufus
Red Running Crab Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/47899/medium.jpg
47,900
Philodromus rufus
Animalia
Arthropoda
Arachnida
Araneae
Philodromidae
Philodromus
rufus
Red Running Crab Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/47900/medium.jpg
45,125
Paraphidippus aurantius
Animalia
Arthropoda
Arachnida
Araneae
Salticidae
Paraphidippus
aurantius
Golden Jumping Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/45125/medium.jpg
45,118
Paraphidippus aurantius
Animalia
Arthropoda
Arachnida
Araneae
Salticidae
Paraphidippus
aurantius
Golden Jumping Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/45118/medium.jpg
45,126
Paraphidippus aurantius
Animalia
Arthropoda
Arachnida
Araneae
Salticidae
Paraphidippus
aurantius
Golden Jumping Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/45126/medium.jpg
46,232
Misumena vatia
Animalia
Arthropoda
Arachnida
Araneae
Thomisidae
Misumena
vatia
Goldenrod Crab Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/46232/medium.JPG
46,233
Misumena vatia
Animalia
Arthropoda
Arachnida
Araneae
Thomisidae
Misumena
vatia
Goldenrod Crab Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/46233/medium.JPG
46,265
Argiope aurantia
Animalia
Arthropoda
Arachnida
Araneae
Araneidae
Argiope
aurantia
Yellow Garden Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/46265/medium.jpg
46,276
Argiope aurantia
Animalia
Arthropoda
Arachnida
Araneae
Araneidae
Argiope
aurantia
Yellow Garden Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/46276/medium.jpg
46,664
Parabuthus raudus
Animalia
Arthropoda
Arachnida
Scorpiones
Buthidae
Parabuthus
raudus
Rough Thick-tailed Scorpion
species
http://inaturalist-open-data.s3.amazonaws.com/photos/46664/medium.jpg
46,665
Zeria monteiri
Animalia
Arthropoda
Arachnida
Solifugae
Solpugidae
Zeria
monteiri
Pale Moon Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/46665/medium.jpg
46,666
Zeria monteiri
Animalia
Arthropoda
Arachnida
Solifugae
Solpugidae
Zeria
monteiri
Pale Moon Spider
species
http://inaturalist-open-data.s3.amazonaws.com/photos/46666/medium.jpg
46,965
Aceria brachytarsa
Animalia
Arthropoda
Arachnida
Sarcoptiformes
Eriophyidae
Aceria
brachytarsa
California Black Walnut Pouch Gall Mite
species
http://inaturalist-open-data.s3.amazonaws.com/photos/46965/medium.JPG
46,966
Aceria brachytarsa
Animalia
Arthropoda
Arachnida
Sarcoptiformes
Eriophyidae
Aceria
brachytarsa
California Black Walnut Pouch Gall Mite
species
http://inaturalist-open-data.s3.amazonaws.com/photos/46966/medium.JPG
46,967
Aceria brachytarsa
Animalia
Arthropoda
Arachnida
Sarcoptiformes
Eriophyidae
Aceria
brachytarsa
California Black Walnut Pouch Gall Mite
species
http://inaturalist-open-data.s3.amazonaws.com/photos/46967/medium.JPG
46,968
Aceria brachytarsa
Animalia
Arthropoda
Arachnida
Sarcoptiformes
Eriophyidae
Aceria
brachytarsa
California Black Walnut Pouch Gall Mite
species
http://inaturalist-open-data.s3.amazonaws.com/photos/46968/medium.JPG
47,681
Avicularia rufa
Animalia
Arthropoda
Arachnida
Araneae
Theraphosidae
Avicularia
rufa
Yellow-banded Pinktoe Tarantula
species
http://inaturalist-open-data.s3.amazonaws.com/photos/47681/medium.jpg
47,682
Avicularia rufa
Animalia
Arthropoda
Arachnida
Araneae
Theraphosidae
Avicularia
rufa
Yellow-banded Pinktoe Tarantula
species
http://inaturalist-open-data.s3.amazonaws.com/photos/47682/medium.jpg
48,151
Neoscona crucifera
Animalia
Arthropoda
Arachnida
Araneae
Araneidae
Neoscona
crucifera
Hentz's Orbweaver
species
http://inaturalist-open-data.s3.amazonaws.com/photos/48151/medium.jpg
48,156
Neoscona crucifera
Animalia
Arthropoda
Arachnida
Araneae
Araneidae
Neoscona
crucifera
Hentz's Orbweaver
species
http://inaturalist-open-data.s3.amazonaws.com/photos/48156/medium.jpg

BioTrove: A Large Curated Image Dataset Enabling AI for Biodiversity

Description

See the BioTrove dataset card on HuggingFace to access the main BioTrove dataset (161.9M)

BioTrove comprises well-processed metadata with full taxa information and URLs pointing to image files. The metadata can be used to filter specific categories, visualize data distribution, and manage imbalance effectively. We provide a collection of software tools that enable users to easily download, access, and manipulate the dataset.

BioTrove-Train Dataset (40M)

BioTrove-Train comprises over 40M image samples and 33K species across 7 taxonomic groups- seven taxonomic categories: Aves, Arachnida, Insecta, Plantae, Fungi, Mollusca, and Reptilia.
These taxonomic categories were chosen due to their significant impact on biodiversity and agricultural ecosystems, as well as their relative underrepresentation in standard image recognition models/foundation models.
Overall, this dataset nearly matches the state-of-the-art curated dataset (TREEOFLIFE-10M) in terms of species diversity, while comfortably exceeding it in terms of scale by a factor of nearly 4 times.

New Benchmark Datasets

We created three new benchmark datasets for fine-grained image classification. In addition, we provide a new benchmark dataset for species recognition across various developmental Life-stages.

BioTrove-Balanced

For balanced species distribution across the 7 categories, we curated BioTrove-Balanced. Each category includes up to 500 species, with 50 images per species, totaling of ~112K image samples.

BioTrove-Unseen

To provide a robust benchmark for evaluating the generalization capability of models on unseen species, we curated BioTrove-Unseen. The test dataset was constructed by identifying species with fewer than 30 instances in BioTrove, ensuring that the dataset contains species that were unseen by BioTrove-CLIP. Each species contained 10 images, totaling of ~11.9K image samples.

BioTrove-LifeStages

To assess the model’s ability to recognize species across various developmental stages, we curated BioTrove-LifeStages. This dataset has 20 labels in total and focuses on insects, since these species often exhibit significant visual differences across their lifespan. BioTrove-LifeStages contains five insect species and utilized the observation export feature on the iNaturalist platform to collect data from Feb 1, 2024 to May 20, 2024 to ensure no overlap with the training dataset. For each species, life stage filters (egg, larva, pupa, or adult) were applied.

Dataset Information

  • Full Taxa Information: Detailed metadata, including taxonomic hierarchy and image URLs.
  • Comprehensive Metadata: Enables filtering, visualization, and effective management of data imbalance.
  • Software Tools: Collection of tools for easy dataset access, download, and manipulation.
  • Balanced Species Distribution: Up to 500 species per category with 50 images per species.
  • Unseen Species Benchmark: Includes species with fewer than 30 instances to evaluate generalization capability.
  • Life Stages Dataset: Focuses on insects across various developmental stages.

BioTrove-CLIP Models

See the BioTrove-CLIP model card on HuggingFace to download the trained model checkpoints

We released three trained model checkpoints in the BioTrove-CLIP model card on HuggingFace. These CLIP-style models were trained on BioTrove-Train for the following configurations:

  • BioTrove-CLIP-O: Trained a ViT-B/16 backbone initialized from the OpenCLIP's checkpoint. The training was conducted for 40 epochs.
  • BioTrove-CLIP-B: Trained a ViT-B/16 backbone initialized from the BioCLIP's checkpoint. The training was conducted for 8 epochs.
  • BioTrove-CLIP-M: Trained a ViT-L/14 backbone initialized from the MetaCLIP's checkpoint. The training was conducted for 12 epochs.

Usage

To start using the BioTrove dataset, follow the instructions provided in the GitHub. Model checkpoints are shared in the BioTrove-CLIP HuggingFace Model card. Metadata files are included in the Directory. Please download the metadata from the Directory and pre-process the data using the biotrove_process PyPI library. The instructions to use the library can be found in here. The Readme file contains the detailed description of data preparation steps.

Directory

main/
β”œβ”€β”€ BioTrove/
β”‚   β”œβ”€β”€ chunk_0.csv
β”‚   β”œβ”€β”€ chunk_0.parquet
β”‚   β”œβ”€β”€ chunk_1.parquet
β”‚   β”œβ”€β”€ .
β”‚   β”œβ”€β”€ .
β”‚   β”œβ”€β”€ .
β”‚   └── chunk_2692.parquet
β”œβ”€β”€ BioTrove-benchmark/
β”‚   β”œβ”€β”€ BioTrove-Balanced.csv
β”‚   β”œβ”€β”€ BioTrove-Balanced.parquet
β”‚   β”œβ”€β”€ BioTrove-Lifestages.csv
β”‚   β”œβ”€β”€ BioTrove-Lifestages.parquet
β”‚   β”œβ”€β”€ BioTrove-Unseen.csv
β”‚   └──BioTrove-Unseen.parquet
β”œβ”€β”€README.md
└──.gitignore

Acknowledgements

This work was supported by the AI Research Institutes program supported by the NSF and USDA-NIFA under AI Institute: for Resilient Agriculture, Award No. 2021-67021-35329. This was also partly supported by the NSF under CPS Frontier grant CNS-1954556. Also, we gratefully acknowledge the support of NYU IT High Performance Computing resources, services, and staff expertise.

Citation

If you find this dataset useful in your research, please consider citing our paper:
@misc{yang2024BioTrovelargemultimodaldataset,
        title={BioTrove: A Large Multimodal Dataset Enabling AI for Biodiversity}, 
        author={Chih-Hsuan Yang, Benjamin Feuer, Zaki Jubery, Zi K. Deng, Andre Nakkab,
           Md Zahid Hasan, Shivani Chiranjeevi, Kelly Marshall, Nirmal Baishnab, Asheesh K Singh,
            Arti Singh, Soumik Sarkar, Nirav Merchant, Chinmay Hegde, Baskar Ganapathysubramanian},
        year={2024},
        eprint={2406.17720},
        archivePrefix={arXiv},
        primaryClass={cs.CV},
        url={https://arxiv.org/abs/2406.17720}, 
  }

For more details and access to the dataset, please visit the Project Page.

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Models trained or fine-tuned on BGLab/BioTrove-Train