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Data from: Towards automated annotation of benthic survey images: variability of human experts and operational modes of automation
- 负责人：
- DOI：
- doi:10.5061/dryad.m5pr3
- 摘要：
- Global climate change and other anthropogenic stressors have heightened the need to rapidly characterize ecological changes in marine benthic communities across large scales. Digital photography enables rapid collection of survey images to meet this need, but the subsequent image annotation is typically a time consuming, manual task. We investigated the feasibility of using automated point-annotation to expedite cover estimation of the 17 dominant benthic categories from survey-images captured at four Pacific coral reefs. Inter- and intra- annotator variability among six human experts was quantified and compared to semi- and fully- automated annotation methods, which are made available at coralnet.ucsd.edu. Our results indicate high expert agreement for identification of coral genera, but lower agreement for algal functional groups, in particular between turf algae and crustose coralline algae. This indicates the need for unequivocal definitions of algal groups, careful training of multiple annotators, and enhanced imaging technology. Semi-automated annotation, where 50% of the annotation decisions were performed automatically, yielded cover estimate errors comparable to those of the human experts. Furthermore, fully-automated annotation yielded rapid, unbiased cover estimates but with increased variance. These results show that automated annotation can increase spatial coverage and decrease time and financial outlay for image-based reef surveys.
Data from: Neurons in primate visual cortex alternate between responses to multiple stimuli in their receptive field
- 负责人：
- DOI：
- doi:10.5061/dryad.88pv1
- 摘要：
- model) (Bundesen et al., 2005). Here, we also evaluate a probability-mixing model (Bundesen et al., 2005), where neurons temporally multiplex the responses
GBIF Occurrence Download
- 负责人：
- DOI：
- doi:10.15468/dl.4fq7bx
- 摘要：
- . 26321 records from Ontario Breeding Bird Atlas 2001-2005. 3041 records from Hawk Migration Association of North America - HawkCount. 1 records from
GBIF Occurrence Download
- 负责人：
- DOI：
- doi:10.15468/dl.vvjiry
- 摘要：
- .be - Non-native animal occurrences in Flanders and the Brussels Capital Region, Belgium. 30 records from SAFRING: Historical Bird Ringing Records (2005-2009
Data from: Microsatellite mutation rate in Atlantic sturgeon (Acipenser oxyrinchus)
- 负责人：
- DOI：
- doi:10.5061/dryad.474mm
- 摘要：
- Understanding mutation rates can greatly extend the utility of population and conservation genetic analyses. Herein we present an estimate of genome-wide microsatellite mutation rate in Atlantic sturgeon (Acipenser oxyrinchus) based on parent-offspring transmission patterns. We screened 307 individuals for parentage and mutation-rate analysis applying 43 variable markers. Out of 13,228 allele transfers, 11 mutations were detected, producing a mutation rate of 8.3x10-4 per locus per generation (95%CI: 1.48x10-3, 4.15x10-4). Single-step mutations predominated and there were trends toward mutations in loci with greater polymorphism and allele length. Two of the detected mutations were most probably cluster mutations, being identified in 12 and 28 sibs, respectively. Finally, we observed evidences of polyploidy based on the sporadic presence of 3 or 4 alleles per locus in the genotyped individuals, supporting previous reports of incomplete diploidization in Atlantic sturgeon.
GBIF Occurrence Download
- 负责人：
- DOI：
- doi:10.15468/dl.usbzi9
- 摘要：
- : Historical Bird Ringing Records (2005-2009). 6 records from Animal Sound Archive. 4 records from Occurrences des observations de la campagne REMMOA Guyane
GBIF Occurrence Download
- 负责人：
- DOI：
- doi:10.15468/dl.w5jx5d
- 摘要：
- ). The dataset includes 830 records from 9 constituent datasets: 6 records from SAFRING: Historical Bird Ringing Records (2005-2009). 2 records from iNaturalist
GBIF Occurrence Download
- 负责人：
- DOI：
- doi:10.15468/dl.elwknt
- 摘要：
- in Flanders and the Brussels Capital Region, Belgium. 15 records from 2005 - Ongoing United Kingdom MarLIN Shore Thing timed search results. Data from som
GBIF Occurrence Download
- 负责人：
- DOI：
- doi:10.15468/dl.7rciqv
- 摘要：
- Vertebrate Zoology Division - Ornithology, Yale Peabody Museum. 200 records from SAFRING: Historical Bird Ringing Records (2005-2009). 1 records from Animal
GBIF Occurrence Download
- 负责人：
- DOI：
- doi:10.15468/dl.qkjlfu
- 摘要：
- . 1987 records from SAFRING: Historical Bird Ringing Records (2005-2009). 14 records from Occurrence of mammalia relicts at site Climauti II. 490 records
