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Measuring Perceptual Distance of Organismal Color Pattern using the Features of Deep Neural Networks

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Natural and sexual selection on color patterns in poeciliid fishes
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The phylogenetic position of the bumble bee inquiline Bombus inexspectatus and implications for the evolution of social parasitism
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Multiobjective evolutionary algorithms to identify highly autocorrelated areas: the case of spatial distribution in financially compromised farms
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North American velvet ants form one of the world’s largest known Müllerian mimicry complexes
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Reproductive isolation caused by colour pattern mimicry
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Morning glory as a powerful model in ecological genomics: tracing adaptation through both natural and artificial selection
inferredcites →https://doi.org/10.1038/ncomms2275openalex-snapshot
Repeated evolution in overlapping mimicry rings among North American velvet ants
inferredcites →https://doi.org/10.1051/apido:2008048openalex-snapshot
Do the parasiticPsithyrusresemble their host bumblebees in colour pattern?
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Warning signals are under positive frequency-dependent selection in nature
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Interacting Effects of Lek Placement, Display Behavior, Ambient Light, and Color Patterns in Three Neotropical Forest-Dwelling Birds
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Evolutionary Transitions in Floral Color
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Spatial and Temporal Drivers of Phenotypic Diversity in Polymorphic Snakes
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Ecology and Evolution of Cuckoo Bumble Bees
inferredcites →https://doi.org/10.1093/beheco/13.1.59openalex-snapshot
Color patterns and species recognition in four closely related species of Lake Malawi cichlid
inferredcites →https://doi.org/10.1093/bioinformatics/btl117openalex-snapshot
Pvclust: an R package for assessing the uncertainty in hierarchical clustering
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Molecular phylogenetic evidence for a mimetic radiation in Peruvian poison frogs supports a Müllerian mimicry hypothesis
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The coevolution of warning signals
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Genetics and the evolution of muellerian mimicry in heliconius butterflies
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The current and future state of animal coloration research
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Müllerian mimicry in bumble bees is a transient continuum
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Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
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High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs
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Unsupervised Visual Representation Learning by Context Prediction
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ggtree : an r package for visualization and annotation of phylogenetic trees with their covariates and other associated data
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patternize: An R package for quantifying colour pattern variation
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pavo 2: New tools for the spectral and spatial analysis of colour in r
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VISUAL BACKGROUND COMPLEXITY FACILITATES THE EVOLUTION OF CAMOUFLAGE
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A multivariate search for pollination syndromes among penstemons
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Genetic divergence causes parallel evolution of flower color in ChileanMimulus
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EVOLUTION OF COLOR PATTERN AND PUBESCENCE CHARACTERISTICS IN MALE BUMBLEBEES: AUTOMIMICRY VS. THERMOREGULATION
inferredcites →https://doi.org/10.1145/3065386openalex-snapshot
ImageNet classification with deep convolutional neural networks
inferredcites →https://doi.org/10.1146/annurev.ecolsys.30.1.201openalex-snapshot
Evolution of Diversity in Warning Color and Mimicry: Polymorphisms, Shifting Balance, and Speciation
inferredcites →https://doi.org/10.1146/annurev.es.12.110181.000531openalex-snapshot
Adaptation and Evolution in Heliconius: A Defense of NeoDarwinism
inferredcites →https://doi.org/10.1186/s12862-016-0854-2openalex-snapshot
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inferredcites →https://doi.org/10.1214/009053604000000823openalex-snapshot
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inferredcites →https://doi.org/10.1534/genetics.113.151738openalex-snapshot
Pigment Pattern Formation in the Guppy,Poecilia reticulata, Involves the Kita and Csf1ra Receptor Tyrosine Kinases
inferredcites →https://doi.org/10.1554/05-134.1openalex-snapshot
EVIDENCE FOR SEXUAL SELECTION ON STRUCTURAL PLUMAGE COLORATION IN FEMALE EASTERN BLUEBIRDS (SIALIA SIALIS)
inferredcites →https://doi.org/10.2307/1437762openalex-snapshot
Adaptive Coloration in Animals
inferredcites →https://doi.org/10.2307/4659openalex-snapshot
Ecological Studies on the Polymorphic Ladybird Adalia bipunctata in the Netherlands. II. Population Dynamics, Differential Timing of Reproduction and Thermal Melanism
inferredcites →https://doi.org/10.48550/arxiv.1411.1792openalex-snapshot
How transferable are features in deep neural networks?
inferredcites →https://doi.org/10.5555/2627435.2697068openalex-snapshot
Accelerating t-SNE using tree-based algorithms
inferredcites →https://doi.org/10.7287/peerj.preprints.26487v2openalex-snapshot
Quantitative color profiling of digital images with earth mover's distance using the R package colordistance
inferredcites →https://doi.org/10.7717/peerj.453openalex-snapshot
scikit-image: image processing in Python
inferredcites →https://doi.org/10.7717/peerj.6398openalex-snapshot
Quantitative color profiling of digital images with earth mover’s distance using the R package colordistance

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Larval Hostplant Prediction from Luehdorfia japonica Image Using Multi-label ABN
inferred← citeshttps://doi.org/10.1016/j.isci.2022.104924openalex-snapshot
Artificial intelligence versus natural selection: Using computer vision techniques to classify bees and bee mimics
inferred← citeshttps://doi.org/10.1093/jeb/voae146openalex-snapshot
Testing the equivalency of human “predators” and deep neural networks in the detection of cryptic moths
inferred← citeshttps://doi.org/10.1098/rsbl.2024.0446openalex-snapshot
Dorsoventral comparison of intraspecific variation in the butterfly wing pattern using a convolutional neural network
inferred← citeshttps://doi.org/10.1098/rspb.2019.1501openalex-snapshot
Unsupervised machine learning reveals mimicry complexes in bumblebees occur along a perceptual continuum
inferred← citeshttps://doi.org/10.1101/2020.07.17.207993openalex-snapshot
VAE-SNE: a deep generative model for simultaneous dimensionality reduction and clustering
inferred← citeshttps://doi.org/10.1101/2020.11.27.401497openalex-snapshot
Deep neural network and field experiments reveal how transparent wing windows reduce detectability in moths
inferred← citeshttps://doi.org/10.1101/2024.08.01.606114openalex-snapshot
Dorsoventral comparison of intraspecific polymorphisms in the butterfly wing pattern using a convolutional neural network
inferred← citeshttps://doi.org/10.3389/fevo.2022.827319openalex-snapshot
Aculeate Hymenopterans as Aposematic and Mimetic Models
inferred← citeshttps://doi.org/10.3390/electronics13183671openalex-snapshot
Comprehensive Data Augmentation Approach Using WGAN-GP and UMAP for Enhancing Alzheimer’s Disease Diagnosis
inferred← citeshttps://doi.org/10.64898/2026.03.02.709095openalex-snapshot
The perceptual and spatial architecture of Müllerian mimicry in Heliconius Butterflies
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