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FIGURE 6. A, C, E, G, I, J in On the identity of Sundathelphusa philippina (von Martens, 1868) (Decapoda: Brachyura: Gecarcinucidae) from the Philippines, with descriptions of two new species
FIGURE 6. A, C, E, G, I, J, Sundathelphusa philippina (von Martens, 1868), ♂ (44.9 × 35.9 mm), ZRC 2017.1062, Western Samar; B, D, F, H, K, L, S. cebu sp. nov., holotype ♂ (38.1 × 31.2 mm), ZRC 2017.1254.102, Cebu. A, B, tilted frontal view of dorsal surface of carapace showing striations on anterolateral regions; C, D, lateral view of cephalothorax showing anterolateral margin and curvature of external orbital tooth; E, F, frontal view of cephalothorax showing convexity of gastric and branchial regions; G, H, posterior margin of epistome showing median lobe; I, K, ventral view of left G1; J, L, dorsal view of left G1. Scales = 2.0 mm.
FIGURES 25A–G. A–E, Eurytoma genale. A–D in Exploring insect biodiversity: the parasitic Hymenoptera, chiefly Chalcidoidea, associated with seeds of asphodels (Xanthorrhoeaceae), with the description of nine new species belonging to Eurytomidae and Torymidae
FIGURES 25A–G. A–E, Eurytoma genale. A–D, ♀; E, ♂. A, head in frontal view. B, same in lateral view. C, antenna. D, pro- and mesonotum. E, antenna. F–G. Eurytoma pistaciae Rondani, ♀. F, antenna. G, hind leg and metasoma. All specimens from Vizzini, Monte Iblei, Sicilia, Italy; E. genale ex A. lutea, E. pistaciae from A. ramosus.
elliptical eumelanosomes in the feathers near the skull (b, c), neck (d, e), humerus (f, g), and ulna (h, i, j); and large oval and elliptical eumelanosomes in the feathers near the tibiotarsus (k, l). The subspherical phaeomelanosomes in the sheet-like soft tissue (m) appear to be less densely distributed than the melanosomes in the feathers. in A bizarre Jurassic maniraptoran theropod with preserved evidence of membranous wings
elliptical eumelanosomes in the feathers near the skull (b, c), neck (d, e), humerus (f, g), and ulna (h, i, j); and large oval and elliptical eumelanosomes in the feathers near the tibiotarsus (k, l). The subspherical phaeomelanosomes in the sheet-like soft tissue (m) appear to be less densely distributed than the melanosomes in the feathers.
F I G U R E 3 in Machine learning for image based species identification
F I G U R E 3 Basic architecture of convolutional neural network (CNN). CNNs are comprised of one or more convolutional layers followed by one or more fully connected layers
F I G U R E 4 Top-5 in Machine learning for image based species identification
F I G U R E 4 Top-5 Classification error rates of ImageNet Visual Recognition Challenge. In 2012, for the first time a deep neural network architecture (AlexNet) won the challenge
F I G U R E 1 in Machine learning for image based species identification
F I G U R E 1 Typical human and computer vision pipeline for species identification. The machine learning platform takes in an image and outputs the confidence scores for a predefined set of classes
parts conical pore; B = loculate pore; C = minute sclerotised pore; D = tubular duct of spermatheca; E = hair; F = hairlike seta; G = collared setae; H = satellite setae; L = bifurcated seta; M = abdominal spiracle; N = anal tube; P = part of leg; Q = claw; R = view of part of dorsal derm; S = view or part of ventral derm; T = abdominal tubular duct; Z = spine on eversible endophallus. Also note that, on central drawing, density of setae only shown on one abdominal segment and leg setae only shown on methorax in Morphology of Marchalina hellenica (Gennadius) (Hemiptera: Coccoidea: Marchalinidae) from Greece, with a discussion on the identity of M. caucasica Hadzibeyli from the Caucasus
parts conical pore; B = loculate pore; C = minute sclerotised pore; D = tubular duct of spermatheca; E = hair; F = hairlike seta; G = collared setae; H = satellite setae; L = bifurcated seta; M = abdominal spiracle; N = anal tube; P = part of leg; Q = claw; R = view of part of dorsal derm; S = view or part of ventral derm; T = abdominal tubular duct; Z = spine on eversible endophallus. Also note that, on central drawing, density of setae only shown on one abdominal segment and leg setae only shown on methorax
FIGURE 4. Ditylenchus triformis. A, C, G–E, I, J, L & M in Description of Ditylenchus paraparvus n. sp. from Iran with an updated list of Ditylenchus Filipjev, 1936 (Nematoda: Anguinidae)
FIGURE 4. Ditylenchus triformis. A, C, G–E, I, J, L & M: Female. B, D, H & K: Male. A & B: General morphology; C & D: Head & stylet; E: Pharynx; F–I: Basal pharyngeal bulb; J: Post-vulval uterine sac; K & L: Tail; M: Lateral fields.
text-fig. 6. Skull reconstructions of representatives of Cretaceous OTUs in left lateral view, a, abelisaurid Camotaurus sastrei, Late Cretaceous (Campanian), Gorro Frigio Formation, Argentina; based on Bonaparte et al. (1990) and MACN CH 894. b, composite skull of a generalized baryonychid; mainly based on Suchomimus tenerensis (MNN GDF 501, 503-506) and Irritator challenged (SMNS 58022), with some elements reconstructed after Baryonyx walkeri (BMNH R 9951). c, carcharodontosaurid Carcharodontosaurus sahariens, Late Cretaceous (Cenomanian), Kem Kem beds, Morocco; based on Sereno et al. (1996) and SGM-Din 1, unpreserved elements shaded. D, dromaeosaurid Velociraptor mongoliensis, Late Cretaceous (Campanian), Djadokhta Formation, Mongolia; based on Barsbold (1983), Barsbold and Osmólska (1999), and AMNH 6515. e, ornithomimosaur Dromiceiomimus brevitertius, Late Cretaceous (Maastrichtian), Horseshoe Canyon Formation, Alberta, Canada; redrawn from Russell (1972). F, oviraptorosaur Oviraptor philoceratops, Late Cretaceous (Campanian), Djadokhta Formation, Mongolia; redrawn from Barsbold et al. (1990). G, therizinosauroid Erlikosaurus andrewsi, Late Cretaceous (Cenomanian- Turonian), Baynshiren Svita, Mongolia; based on Clark et al. (1994). H, tyrannosaurid Gorgosaurus libratus, Late Cretaceous (Campanian), Judith River Formation, Alberta, Canada, redrawn from Molnar et al. (1990). Abbreviations as in Text-figures 4 and 5, and: acc. op., accessory opening of unknown function in the premaxilla of Oviraptor (Barsbold et al. 1990); amf, anterior maxillary foramen; pn, pneumatic openings. Scale bars represent 50 mm (d-g) and 100 mm (a-c, h). in The interrelationships and evolution of basal theropod dinosaurs
text-fig. 6. Skull reconstructions of representatives of Cretaceous OTUs in left lateral view, a, abelisaurid Camotaurus sastrei, Late Cretaceous (Campanian), Gorro Frigio Formation, Argentina; based on Bonaparte et al. (1990) and MACN CH 894. b, composite skull of a generalized baryonychid; mainly based on Suchomimus tenerensis (MNN GDF 501, 503-506) and Irritator challenged (SMNS 58022), with some elements reconstructed after Baryonyx walkeri (BMNH R 9951). c, carcharodontosaurid Carcharodontosaurus sahariens, Late Cretaceous (Cenomanian), Kem Kem beds, Morocco; based on Sereno et al. (1996) and SGM-Din 1, unpreserved elements shaded. D, dromaeosaurid Velociraptor mongoliensis, Late Cretaceous (Campanian), Djadokhta Formation, Mongolia; based on Barsbold (1983), Barsbold and Osmólska (1999), and AMNH 6515. e, ornithomimosaur Dromiceiomimus brevitertius, Late Cretaceous (Maastrichtian), Horseshoe Canyon Formation, Alberta, Canada; redrawn from Russell (1972). F, oviraptorosaur Oviraptor philoceratops, Late Cretaceous (Campanian), Djadokhta Formation, Mongolia; redrawn from Barsbold et al. (1990). G, therizinosauroid Erlikosaurus andrewsi, Late Cretaceous (Cenomanian- Turonian), Baynshiren Svita, Mongolia; based on Clark et al. (1994). H, tyrannosaurid Gorgosaurus libratus, Late Cretaceous (Campanian), Judith River Formation, Alberta, Canada, redrawn from Molnar et al. (1990). Abbreviations as in Text-figures 4 and 5, and: acc. op., accessory opening of unknown function in the premaxilla of Oviraptor (Barsbold et al. 1990); amf, anterior maxillary foramen; pn, pneumatic openings. Scale bars represent 50 mm (d-g) and 100 mm (a-c, h).
text-fig. 5. Skull reconstructions of representatives of Jurassic OTUs in left lateral view, a, Dilophosaurus wetherilli, Early Jurassic (Sinemurian-Pliensbachian), Kayenta Formation, Arizona, USA; based on UCMP V 4214 and V 6468. B, Syntarsus rhodesiensis, Early Jurassic (Hettangian-Sinemurian), Forest Sandstone, Zimbabwe; composite reconstruction based on many isolated skull elements from the National Museum of Natural History in Harare (see Appendix), c, Magnosaurus oxoniensis, Middle Jurassic (Callovian), Oxford Clay, England; based on OUM J 13558, unpreserved elements shaded. D, Monolophosaurus jiangi, Middle Jurassic, Wucaiwan Formation, China; redrawn from Zhao and Currie (1993b). E, Allosaurus fragilis, Late Jurassic (Kimmeridgian-Tithonian), Morrison Formation, USA; based on MOR 693. f, basal bird Archaeopteryx sp., Late Jurassic (Tithonian), lithographic limestones of Solnhofen, Germany; based on Wellnhofer (1974), Elzanowski and Wellnhofer (1996), and the Berlin, Eichstätt, and Munich specimens. G, Ceratosaurus sp., Late Jurassic (Kimmeridgian-Tithonian), Morrison Formation, USA; based on USNM 4735 and UMNH VP 5278. H, Ornitholestes hermanni, Late Jurassic (Kimmeridgian-Tithonian), Morrison Formation, USA, based on AMNH 619. Abbreviations as in Text-figure 4, and: If, lacrimal fenestra; mf, maxillary fenestra; nf, nasal foramen; pmf, promaxillary fenestra. Scale bars represent 10 mm (b, f, h), 50 mm (c) and 100 mm (a, d, e, g). in The interrelationships and evolution of basal theropod dinosaurs
text-fig. 5. Skull reconstructions of representatives of Jurassic OTUs in left lateral view, a, Dilophosaurus wetherilli, Early Jurassic (Sinemurian-Pliensbachian), Kayenta Formation, Arizona, USA; based on UCMP V 4214 and V 6468. B, Syntarsus rhodesiensis, Early Jurassic (Hettangian-Sinemurian), Forest Sandstone, Zimbabwe; composite reconstruction based on many isolated skull elements from the National Museum of Natural History in Harare (see Appendix), c, Magnosaurus oxoniensis, Middle Jurassic (Callovian), Oxford Clay, England; based on OUM J 13558, unpreserved elements shaded. D, Monolophosaurus jiangi, Middle Jurassic, Wucaiwan Formation, China; redrawn from Zhao and Currie (1993b). E, Allosaurus fragilis, Late Jurassic (Kimmeridgian-Tithonian), Morrison Formation, USA; based on MOR 693. f, basal bird Archaeopteryx sp., Late Jurassic (Tithonian), lithographic limestones of Solnhofen, Germany; based on Wellnhofer (1974), Elzanowski and Wellnhofer (1996), and the Berlin, Eichstätt, and Munich specimens. G, Ceratosaurus sp., Late Jurassic (Kimmeridgian-Tithonian), Morrison Formation, USA; based on USNM 4735 and UMNH VP 5278. H, Ornitholestes hermanni, Late Jurassic (Kimmeridgian-Tithonian), Morrison Formation, USA, based on AMNH 619. Abbreviations as in Text-figure 4, and: If, lacrimal fenestra; mf, maxillary fenestra; nf, nasal foramen; pmf, promaxillary fenestra. Scale bars represent 10 mm (b, f, h), 50 mm (c) and 100 mm (a, d, e, g).
text-fig. 4. Skull reconstructions of representatives of riassic OTUs in left lateral view, a, Euparkeria capensis, Early Triassic (Scythian-Anisian), Beaufort Group, South Africa; redrawn from Ewer (1965). B, basal ornithischian Lesothosaurus diagnostics, Early Jurassic (Hettangian-Sinemurian), Elliot Formation, Lesotho; redrawn from Sereno (1991b). c, prosauropod sauropodomorph Plateosaurus sp., Late riassic (Norian), Knollenmergel, Germany; based on MB R. 1937. D, Eoraptor lunensis, Late Triassic (Camian), Ischigualasto Formation, Argentina; based on PVSJ 512. E, Herrerasaurus ischigualastensis, Late Triassic (Camian), Ischigualasto Formation, Argentina; redrawn from Sereno and Novas (1993). F, Coelophysis bauri, Late riassic (Norian), Chinle Formation, south-western USA; modified from Paul (1993). G, Lilienstemus lilienstemi, Late riassic (Norian), Knollenmergel, Germany; based on MB R. 2175, unpreserved elements shaded. H, Shuvosaurus inexpectatus, Late riassic (Norian), Dockum Group, Texas, USA; based on TU P 9280. Abbreviations: a, angular; aof, antorbital fenestra; d, dentary; emf, external mandibular fenestra; en, external nares; eo, exoccipital; f, frontal; itf, infratemporal fenestra; j, jugal; 1, lacrimal; m, maxilla; n, nasal; o, orbit; oc, occipital condyle; op, opisthotic; pa, parietal; pd, predentary; pm, premaxilla; pm-mf, premaxillary-maxillary fenestra; po, postorbital; pof, postfrontal; q, quadrate; qf, quadrate foramen; qj, quadratojugal; sa, surangular; saf, surangular foramen; snf, subnarial foramen; sob, supraorbital; soc, supraoccipital; sp, splenial; sq, squamosal; stf, supratemporal fenestra. Scale bars represent 10 mm (a-b) and 50 mm (c-H). in The interrelationships and evolution of basal theropod dinosaurs
text-fig. 4. Skull reconstructions of representatives of riassic OTUs in left lateral view, a, Euparkeria capensis, Early Triassic (Scythian-Anisian), Beaufort Group, South Africa; redrawn from Ewer (1965). B, basal ornithischian Lesothosaurus diagnostics, Early Jurassic (Hettangian-Sinemurian), Elliot Formation, Lesotho; redrawn from Sereno (1991b). c, prosauropod sauropodomorph Plateosaurus sp., Late riassic (Norian), Knollenmergel, Germany; based on MB R. 1937. D, Eoraptor lunensis, Late Triassic (Camian), Ischigualasto Formation, Argentina; based on PVSJ 512. E, Herrerasaurus ischigualastensis, Late Triassic (Camian), Ischigualasto Formation, Argentina; redrawn from Sereno and Novas (1993). F, Coelophysis bauri, Late riassic (Norian), Chinle Formation, south-western USA; modified from Paul (1993). G, Lilienstemus lilienstemi, Late riassic (Norian), Knollenmergel, Germany; based on MB R. 2175, unpreserved elements shaded. H, Shuvosaurus inexpectatus, Late riassic (Norian), Dockum Group, Texas, USA; based on TU P 9280. Abbreviations: a, angular; aof, antorbital fenestra; d, dentary; emf, external mandibular fenestra; en, external nares; eo, exoccipital; f, frontal; itf, infratemporal fenestra; j, jugal; 1, lacrimal; m, maxilla; n, nasal; o, orbit; oc, occipital condyle; op, opisthotic; pa, parietal; pd, predentary; pm, premaxilla; pm-mf, premaxillary-maxillary fenestra; po, postorbital; pof, postfrontal; q, quadrate; qf, quadrate foramen; qj, quadratojugal; sa, surangular; saf, surangular foramen; snf, subnarial foramen; sob, supraorbital; soc, supraoccipital; sp, splenial; sq, squamosal; stf, supratemporal fenestra. Scale bars represent 10 mm (a-b) and 50 mm (c-H).
text-fig. 3. Ulnae of saurischian dinosaurs, showing the flexure of the shaft of this bone, a, Plateosaurus sp. (SMNS F 65), right ulna in lateral view (reversed). B, same as a, but with the olecranon process 'removed' to highlight the flexure of the bone shaft, c, Syntarsus rhodesiensis (QG 1), left ulna in lateral view. D, same as c, but with the olecranon process 'removed' to highlight the flexure of the bone shaft. E, Allosaurus fragilis (MOR 693), left ulna in lateral view. F, same as e, but with the olecranon process 'removed' to highlight the flexure of the bone shaft. G, Deinonychus antirrhopus (YPM 5220), left ulna in lateral view. Scale bars represent 50 mm (a-b, e-f) and 10 mm (c-D, g). in The interrelationships and evolution of basal theropod dinosaurs
text-fig. 3. Ulnae of saurischian dinosaurs, showing the flexure of the shaft of this bone, a, Plateosaurus sp. (SMNS F 65), right ulna in lateral view (reversed). B, same as a, but with the olecranon process 'removed' to highlight the flexure of the bone shaft, c, Syntarsus rhodesiensis (QG 1), left ulna in lateral view. D, same as c, but with the olecranon process 'removed' to highlight the flexure of the bone shaft. E, Allosaurus fragilis (MOR 693), left ulna in lateral view. F, same as e, but with the olecranon process 'removed' to highlight the flexure of the bone shaft. G, Deinonychus antirrhopus (YPM 5220), left ulna in lateral view. Scale bars represent 50 mm (a-b, e-f) and 10 mm (c-D, g).
text-fig. 7. Outgroup (a) and theropod (b-g) skull reconstructions in lateral view showing different character states of several cranial characters. For sources of reconstructions and identifications of the bones see Text-figures 4-6. a, Euparkeria capensis. B, Syntarsus rhodesiensis. c, Ceratosaurus sp. D, Allosaurus fragilis. E, Gorgosaurus libratus. F, Velociraptor mongoliensis. Character state indications in this and all following illustrations are as follows: numbers refer to characters discussed in the text; the first number indicates the number of the character, the second the character state. Scale bars represent 10 mm (a-b), 50 mm (f-g) and 100 mm (c-e). in The interrelationships and evolution of basal theropod dinosaurs
text-fig. 7. Outgroup (a) and theropod (b-g) skull reconstructions in lateral view showing different character states of several cranial characters. For sources of reconstructions and identifications of the bones see Text-figures 4-6. a, Euparkeria capensis. B, Syntarsus rhodesiensis. c, Ceratosaurus sp. D, Allosaurus fragilis. E, Gorgosaurus libratus. F, Velociraptor mongoliensis. Character state indications in this and all following illustrations are as follows: numbers refer to characters discussed in the text; the first number indicates the number of the character, the second the character state. Scale bars represent 10 mm (a-b), 50 mm (f-g) and 100 mm (c-e).
FIGURE 1. Lacvietina nabanhensis, male. A. Habitus. B. Tergite VIII. C. Sternite V and VI. D. Sternite VII. E. Sternite VIII. F–G in A contribution to the knowledge of the genus Lacvietina Herman (Coleoptera Staphylinidae: Tachyporinae) from China
FIGURE 1. Lacvietina nabanhensis, male. A. Habitus. B. Tergite VIII. C. Sternite V and VI. D. Sternite VII. E. Sternite VIII. F–G. Aedeagus, lateral (F) and ventral (G). Scale bars: 1.0 mm in A; 0.2 mm in B–G.
Supplementary material 2 from: Heller K-G, Hemp C, Massa B, Kociński M, Warchałowska-Śliwa E (2018) Paraplangia sinespeculo, a new genus and species of bush-cricket, with notes on its biology and a key to the genera of Phaneropterinae (Orthoptera: Tettigonioidea) from Madagascar. Journal of Orthoptera Research 27(2): 143-153. https://doi.org/10.3897/jor.27.24243
Supplementary material 2 from: Heller K-G, Hemp C, Massa B, Kociński M, Warchałowska-Śliwa E (2018) Paraplangia sinespeculo, a new genus and species of bush-cricket, with notes on its biology and a key to the genera of Phaneropterinae (Orthoptera: Tettigonioidea) from Madagascar. Journal of Orthoptera Research 27(2): 143-153. https://doi.org/10.3897/jor.27.24243
Supplementary material 1 from: Heller K-G, Hemp C, Massa B, Kociński M, Warchałowska-Śliwa E (2018) Paraplangia sinespeculo, a new genus and species of bush-cricket, with notes on its biology and a key to the genera of Phaneropterinae (Orthoptera: Tettigonioidea) from Madagascar. Journal of Orthoptera Research 27(2): 143-153. https://doi.org/10.3897/jor.27.24243
Supplementary material 1 from: Heller K-G, Hemp C, Massa B, Kociński M, Warchałowska-Śliwa E (2018) Paraplangia sinespeculo, a new genus and species of bush-cricket, with notes on its biology and a key to the genera of Phaneropterinae (Orthoptera: Tettigonioidea) from Madagascar. Journal of Orthoptera Research 27(2): 143-153. https://doi.org/10.3897/jor.27.24243
FIGURE 80. Chaetocnema bretinghami. A Male habitus. B Pronotum. C Head, frontal view. D Aedeagus, ventral view. E Aedeagus, ventral view. F Aedeagus, lateral view. G Vaginal palpi. H Spermatheca. I in Revision of the Oriental Chaetocnema species (Coleoptera, Chrysomelidae, Galerucinae, Alticini)
FIGURE 80. Chaetocnema bretinghami. A Male habitus. B Pronotum. C Head, frontal view. D Aedeagus, ventral view. E Aedeagus, ventral view. F Aedeagus, lateral view. G Vaginal palpi. H Spermatheca. I Pygidium (tergite 7) of female.
FIGURE 3. A. Algoa sandstone fynbos. B. Agathosma stenopetala. C. Lobostemon trigonus. D. Disa cornuta. E. Satyrium coriifolium. F. Jamesbrittenia foliolosa. G. Manulea obovata. H in John Forbes (1799-1823) in the Eastern Cape, South Africa, in 1822 and 1823: his plant collections and collecting localities
FIGURE 3. A. Algoa sandstone fynbos. B. Agathosma stenopetala. C. Lobostemon trigonus. D. Disa cornuta. E. Satyrium coriifolium. F. Jamesbrittenia foliolosa. G. Manulea obovata. H. Euryops algoensis. Photograph credits: A, B https://www.inaturalist.org/ photos/104916920, C https://www.inaturalist.org/photos/44528329, E https://www.inaturalist.org/photos/15094664 and H https://www. inaturalist.org/photos/14645085, ©Adriaan Grobler (CC BY-NC); D https://www.inaturalist.org/photos/333768095, F https://www. inaturalist.org/photos/53787643, and G https://www.inaturalist.org/photos/55831578, ©Luc Strydom (CC BY-NC).
FIGURE 4. A. Achyranthemum affine. B. Pterygodium catholicum. C. Satyrium membranaceum. D. Salvia aurea. E. Polygala virgata. F. Selago canescens. G in John Forbes (1799-1823) in the Eastern Cape, South Africa, in 1822 and 1823: his plant collections and collecting localities
FIGURE 4. A. Achyranthemum affine. B. Pterygodium catholicum. C. Satyrium membranaceum. D. Salvia aurea. E. Polygala virgata. F. Selago canescens. G. Gnidia styphelioides. Photograph credits: A, G https://www.inaturalist.org/photos/15651028, ©Adriaan Grobler (CC BY-NC); B https://www.inaturalist.org/photos/15773287, ©Tony Rebelo (CC BYSA); C https://www.inaturalist.org/photos/166771949, D https://www.inaturalist.org/photos/228976376 and F https://www.inaturalist.org/photos/289621704, ©David Hoare (CC BY-NC); E ©Estrela Figueiredo.
FIGURE 1. Galianthe longifolia. A. Habit. B. Stipular sheath. C–E. Long-styled flower. C. Flower. D in Advancements in Galianthe (Spermacoceae-Rubiaceae) knowledge: complete description of G. longifolia and new records for G. thalictroides in Mato Grosso do Sul, Brazil
FIGURE 1. Galianthe longifolia. A. Habit. B. Stipular sheath. C–E. Long-styled flower. C. Flower. D. Hypanthium, calyx, style, and stigma. E. Opened corolla. F–H. Short-styled flower. F. Flower. G. Hypanthium, calyx, style, and stigma. H. Opened corolla. I–K. Seed. I. Seed, dorsal view. J. Seed, ventral view. K. Seed, cross section. L. Fruit. A–H extracted from Cabral (2009), I–L de Cordeiro C.B. 1969 (C). Ilustrated by L. Simón
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Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.