1
|
Jospin LV, Porter JW, Boussaid F, Bennamoun M, Kelley JL. Reconstructing illusory camouflage patterns on moth wings using computer vision. J R Soc Interface 2025; 22:20240757. [PMID: 40304197 PMCID: PMC12042220 DOI: 10.1098/rsif.2024.0757] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Revised: 11/25/2024] [Accepted: 11/27/2024] [Indexed: 05/02/2025] Open
Abstract
Monocular depth cues, such as shading, are fundamental for resolving three-dimensional information, such as an object's shape. Animal colour patterns may potentially exploit this mechanism of depth perception, generating false illusions for functions such as camouflage. Reconstructing the potential percept produced by false depth cues is challenging, especially for non-human, animal viewers. Here, we provide a novel step towards solving this problem, taking advantage of state-of-the-art computer vision algorithms typically used for three-dimensional scene reconstruction. We used two approaches for single-image monocular depth estimation: intrinsic image decomposition and deep learning. We first examined how these models performed using images of natural three-dimensional surfaces that moth wing patterns may mimic. We then applied these models to the wing patterns of six species of moth (Lepidoptera) with varying amounts of potential depth information. For one species, we then performed a multi-view reconstruction of the wing pattern to reveal the true (flat) wing shape. Intrinsic image decomposition, which is based on Retinex theory, was sensitive to both real depth cues and high contrast patterns, while the deep-learning models only responded to moths with strong pictorial depth cues. Both approaches reveal how the interpretation of visual cues depends not only on the information available, but also on experience with the natural world.
Collapse
Affiliation(s)
| | - James Wang Porter
- Department of Electrical, Electronic and Computer Engineering, The University of Western Australia, Perth, Australia
| | - Farid Boussaid
- Department of Electrical, Electronic and Computer Engineering, The University of Western Australia, Perth, Australia
| | - Mohammed Bennamoun
- Department of Computer Science and Software Engineering, The University of Western Australia, Perth, Australia
| | - Jennifer L. Kelley
- School of Biological Sciences, The University of Western Australia, Perth, Australia
| |
Collapse
|
2
|
Zhang J, Wang P, Xie W, Wang H, Zhang Y, Zhou H. Cephalopod-Inspired Nanomaterials for Optical and Thermal Regulation: Mechanisms, Applications and Perspectives. ACS NANO 2024; 18:24741-24769. [PMID: 39177374 DOI: 10.1021/acsnano.4c08338] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/24/2024]
Abstract
The manipulation of interactions between light and matter plays a crucial role in the evolution of organisms and a better life for humans. As a result of natural selection, precise light-regulatory systems of biology have been engineered that provide many powerful and promising bioinspired strategies. As the "king of disguise", cephalopods, which can perfectly control the propagation of light and thus achieve excellent surrounding-matching via their delicate skin structure, have made themselves an exciting source of inspiration for developing optical and thermal regulation nanomaterials. This review presents cutting-edge advancements in cephalopod-inspired optical and thermal regulation nanomaterials, highlighting the key milestones and breakthroughs achieved thus far. We begin with the underlying mechanisms of the adaptive color-changing ability of cephalopods, as well as their special hierarchical skin structure. Then, different types of bioinspired nanomaterials and devices are comprehensively summarized. Furthermore, some advanced and emerging applications of these nanomaterials and devices, including camouflage, thermal management, pixelation, medical health, sensing and wireless communication, are addressed. Finally, some remaining but significant challenges and potential directions for future work are discussed. We anticipate that this comprehensive review will promote the further development of cephalopod-inspired nanomaterials for optical and thermal regulation and trigger ideas for bioinspired design of nanomaterials in multidisciplinary applications.
Collapse
Affiliation(s)
- Jin Zhang
- State Key Lab of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, 200240 Shanghai, China
- Future Materials Innovation Center, Zhangjiang Institute for Advanced Study, Shanghai Jiao Tong University, 201203 Shanghai, China
| | - Pan Wang
- State Key Lab of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, 200240 Shanghai, China
- Future Materials Innovation Center, Zhangjiang Institute for Advanced Study, Shanghai Jiao Tong University, 201203 Shanghai, China
| | - Weirong Xie
- State Key Lab of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, 200240 Shanghai, China
- Future Materials Innovation Center, Zhangjiang Institute for Advanced Study, Shanghai Jiao Tong University, 201203 Shanghai, China
| | - Haoyu Wang
- State Key Lab of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, 200240 Shanghai, China
- Future Materials Innovation Center, Zhangjiang Institute for Advanced Study, Shanghai Jiao Tong University, 201203 Shanghai, China
| | - Yifan Zhang
- State Key Lab of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, 200240 Shanghai, China
- Future Materials Innovation Center, Zhangjiang Institute for Advanced Study, Shanghai Jiao Tong University, 201203 Shanghai, China
| | - Han Zhou
- State Key Lab of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, 200240 Shanghai, China
- Future Materials Innovation Center, Zhangjiang Institute for Advanced Study, Shanghai Jiao Tong University, 201203 Shanghai, China
| |
Collapse
|
3
|
Yu H, Lin Z, Xiao F. Role of body size and shape in animal camouflage. Ecol Evol 2024; 14:e11434. [PMID: 38746542 PMCID: PMC11090776 DOI: 10.1002/ece3.11434] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Revised: 04/18/2024] [Accepted: 05/02/2024] [Indexed: 01/06/2025] Open
Abstract
Animal camouflage serves a dual purpose in that it enhances both predation efficiency and anti-predation strategies, such as background matching, disruptive coloration, countershading, and masquerade, for predators and prey, respectively. Although body size and shape determine the appearance of animals, potentially affecting their camouflage effectiveness, research over the past two centuries has primarily focused on animal coloration. Over the past two decades, attention has gradually shifted to the impact of body size and shape on camouflage. In this review, we discuss the impact of animal body size and shape on camouflage and identify research issues and challenges. A negative correlation between background matching effectiveness and an animal's body size has been reported, whereas flatter body shapes enhance background matching. The effectiveness of disruptive coloration is also negatively correlated with body size, whereas irregular body shapes physically disrupt the body outline, reducing the visibility of true edges and making it challenging for predators to identify prey. Countershading is most likely in larger mammals with smaller individuals, whereas body size is unrelated to countershading in small-bodied taxa. Body shape influences a body reflectance, affecting the form of countershading coloration exhibited by animals. Animals employing masquerade achieve camouflage by resembling inanimate objects in their habitats in terms of body size and shape. Empirical and theoretical research has found that body size affects camouflage strategies by determining key aspects of an animal's appearance and predation risk and that body shape plays a role in the form and effectiveness of camouflage coloration. However, the mechanisms underlying these adaptations remain elusive, and a relative dearth of research on other camouflage strategies. We underscore the necessity for additional research to investigate the interplay between animal morphology and camouflage strategies and their coevolutionary development, and we recommend directions for future research.
Collapse
Affiliation(s)
- Hongmin Yu
- Ministry of Education Key Laboratory for Ecology of Tropical Islands, Key Laboratory of Tropical Animal and Plant Ecology of Hainan Province, College of Life SciencesHainan Normal UniversityHaikouChina
| | - Zhixue Lin
- Ministry of Education Key Laboratory for Ecology of Tropical Islands, Key Laboratory of Tropical Animal and Plant Ecology of Hainan Province, College of Life SciencesHainan Normal UniversityHaikouChina
| | - Fanrong Xiao
- Ministry of Education Key Laboratory for Ecology of Tropical Islands, Key Laboratory of Tropical Animal and Plant Ecology of Hainan Province, College of Life SciencesHainan Normal UniversityHaikouChina
| |
Collapse
|
4
|
Pungor JR, Niell CM. The neural basis of visual processing and behavior in cephalopods. Curr Biol 2023; 33:R1106-R1118. [PMID: 37875093 PMCID: PMC10664291 DOI: 10.1016/j.cub.2023.08.093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2023]
Abstract
Coleoid cephalopods (octopuses, squids and cuttlefishes) are the only branch of the animal kingdom outside of vertebrates to have evolved both a large brain and camera-type eyes. They are highly dependent on vision, with the majority of their brain devoted to visual processing. Their excellent vision supports a range of advanced visually guided behaviors, from navigation and prey capture, to the ability to camouflage based on their surroundings. However, their brain organization is radically different from that of vertebrates, as well as other invertebrates, providing a unique opportunity to explore how a novel neural architecture for vision is organized and functions. Relatively few studies have examined the cephalopod visual system using current neuroscience approaches, to the extent that there has not even been a measurement of single-cell receptive fields in their central visual system. Therefore, there remains a tremendous amount that is unknown about the neural basis of vision in these extraordinary animals. Here, we review the existing knowledge of the organization and function of the cephalopod visual system to provide a framework for examining the neural circuits and computational mechanisms mediating their remarkable visual capabilities.
Collapse
Affiliation(s)
- Judit R Pungor
- Department of Biology and Institute of Neuroscience, University of Oregon, Eugene, OR 97403, USA
| | - Cristopher M Niell
- Department of Biology and Institute of Neuroscience, University of Oregon, Eugene, OR 97403, USA.
| |
Collapse
|
5
|
Pungor JR, Allen VA, Songco-Casey JO, Niell CM. Functional organization of visual responses in the octopus optic lobe. Curr Biol 2023; 33:2784-2793.e3. [PMID: 37343556 PMCID: PMC11056276 DOI: 10.1016/j.cub.2023.05.069] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Revised: 04/24/2023] [Accepted: 05/30/2023] [Indexed: 06/23/2023]
Abstract
Cephalopods are highly visual animals with camera-type eyes, large brains, and a rich repertoire of visually guided behaviors. However, the cephalopod brain evolved independently from those of other highly visual species, such as vertebrates; therefore, the neural circuits that process sensory information are profoundly different. It is largely unknown how their powerful but unique visual system functions, as there have been no direct neural measurements of visual responses in the cephalopod brain. In this study, we used two-photon calcium imaging to record visually evoked responses in the primary visual processing center of the octopus central brain, the optic lobe, to determine how basic features of the visual scene are represented and organized. We found spatially localized receptive fields for light (ON) and dark (OFF) stimuli, which were retinotopically organized across the optic lobe, demonstrating a hallmark of visual system organization shared across many species. An examination of these responses revealed transformations of the visual representation across the layers of the optic lobe, including the emergence of the OFF pathway and increased size selectivity. We also identified asymmetries in the spatial processing of ON and OFF stimuli, which suggest unique circuit mechanisms for form processing that may have evolved to suit the specific demands of processing an underwater visual scene. This study provides insight into the neural processing and functional organization of the octopus visual system, highlighting both shared and unique aspects, and lays a foundation for future studies of the neural circuits that mediate visual processing and behavior in cephalopods.
Collapse
Affiliation(s)
- Judit R Pungor
- Department of Biology and Institute of Neuroscience, University of Oregon, Eugene, OR 97405, USA.
| | - V Angelique Allen
- Department of Biology and Institute of Neuroscience, University of Oregon, Eugene, OR 97405, USA
| | - Jeremea O Songco-Casey
- Department of Biology and Institute of Neuroscience, University of Oregon, Eugene, OR 97405, USA
| | - Cristopher M Niell
- Department of Biology and Institute of Neuroscience, University of Oregon, Eugene, OR 97405, USA.
| |
Collapse
|
6
|
Pungor JR, Allen VA, Songco-Casey JO, Niell CM. Functional organization of visual responses in the octopus optic lobe. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.02.16.528734. [PMID: 36824726 PMCID: PMC9949128 DOI: 10.1101/2023.02.16.528734] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/18/2023]
Abstract
Cephalopods are highly visual animals with camera-type eyes, large brains, and a rich repertoire of visually guided behaviors. However, the cephalopod brain evolved independently from that of other highly visual species, such as vertebrates, and therefore the neural circuits that process sensory information are profoundly different. It is largely unknown how their powerful but unique visual system functions, since there have been no direct neural measurements of visual responses in the cephalopod brain. In this study, we used two-photon calcium imaging to record visually evoked responses in the primary visual processing center of the octopus central brain, the optic lobe, to determine how basic features of the visual scene are represented and organized. We found spatially localized receptive fields for light (ON) and dark (OFF) stimuli, which were retinotopically organized across the optic lobe, demonstrating a hallmark of visual system organization shared across many species. Examination of these responses revealed transformations of the visual representation across the layers of the optic lobe, including the emergence of the OFF pathway and increased size selectivity. We also identified asymmetries in the spatial processing of ON and OFF stimuli, which suggest unique circuit mechanisms for form processing that may have evolved to suit the specific demands of processing an underwater visual scene. This study provides insight into the neural processing and functional organization of the octopus visual system, highlighting both shared and unique aspects, and lays a foundation for future studies of the neural circuits that mediate visual processing and behavior in cephalopods. Highlights The functional organization and visual response properties of the cephalopod visual system are largely unknownUsing calcium imaging, we performed mapping of visual responses in the octopus optic lobeVisual responses demonstrate localized ON and OFF receptive fields with retinotopic organizationON/OFF pathways and size selectivity emerge across layers of the optic lobe and have distinct properties relative to other species.
Collapse
Affiliation(s)
- Judit R Pungor
- Department of Biology and Institute of Neuroscience, University of Oregon, Eugene OR 97405
| | - V Angelique Allen
- Department of Biology and Institute of Neuroscience, University of Oregon, Eugene OR 97405
| | - Jeremea O Songco-Casey
- Department of Biology and Institute of Neuroscience, University of Oregon, Eugene OR 97405
| | - Cristopher M Niell
- Department of Biology and Institute of Neuroscience, University of Oregon, Eugene OR 97405
| |
Collapse
|
7
|
Chung WS, López-Galán A, Kurniawan ND, Marshall NJ. The brain structure and the neural network features of the diurnal cuttlefish Sepia plangon. iScience 2023; 26:105846. [PMID: 36624840 PMCID: PMC9823234 DOI: 10.1016/j.isci.2022.105846] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Revised: 12/02/2022] [Accepted: 12/19/2022] [Indexed: 12/24/2022] Open
Abstract
Cuttlefish are known for their rapid changes of appearance enabling camouflage and con-specific communication for mating or agonistic display. However, interpretation of their sophisticated behaviors and responsible brain areas is based on the better-studied squid brain atlas. Here we present the first detailed description of the neuroanatomical features of a tropical and diurnal cuttlefish, Sepia plangon, coupled with observations on ontogenetic changes in its visual and learning centers using a suite of MRI-based techniques and histology. We then make comparisons to a loliginid squid, treating it as a 'baseline', and also to other cuttlefish species to help construct a connectivity map of the cuttlefish brain. Differences in brain anatomy and the previously unknown neural connections associated with camouflage, motor control and chemosensory function are described. These findings link brain heterogeneity to ecological niches and lifestyle, feeding hypotheses and evolutionary history, and provide a timely, new technology update to older literature.
Collapse
Affiliation(s)
- Wen-Sung Chung
- Queensland Brain Institute, The University of Queensland, St Lucia, QLD 4072, Australia
| | - Alejandra López-Galán
- Queensland Brain Institute, The University of Queensland, St Lucia, QLD 4072, Australia
| | - Nyoman D. Kurniawan
- Centre for Advanced Imaging, The University of Queensland, St Lucia, QLD 4072, Australia
| | - N. Justin Marshall
- Queensland Brain Institute, The University of Queensland, St Lucia, QLD 4072, Australia
| |
Collapse
|
8
|
Kelley JL, Kelley LA, Badcock DR. 3D animal camouflage. Trends Ecol Evol 2022; 37:628-631. [PMID: 35504749 DOI: 10.1016/j.tree.2022.04.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Revised: 04/03/2022] [Accepted: 04/04/2022] [Indexed: 11/28/2022]
Abstract
Camouflage is a fundamental way for animals to avoid detection and recognition. While depth information is critical for object detection and recognition, little is known about how camouflage patterns might interfere with the mechanisms of depth perception. We reveal how many common camouflage strategies could exploit 3D visual processing mechanisms.
Collapse
Affiliation(s)
- Jennifer L Kelley
- School of Biological Sciences and UWA Oceans Institute, The University of Western Australia, 35 Stirling Highway, Crawley 6009, Perth, Australia.
| | - Laura A Kelley
- Centre for Ecology and Conservation, University of Exeter, Penryn Campus, Penryn, Cornwall, TR10 9FE, UK
| | - David R Badcock
- School of Psychological Sciences, The University of Western Australia, 35 Stirling Highway, Crawley 6009, Perth, Australia
| |
Collapse
|
9
|
Osorio D, Ménager F, Tyler CW, Darmaillacq AS. Multi-level control of adaptive camouflage by European cuttlefish. Curr Biol 2022; 32:2556-2562.e2. [PMID: 35508171 DOI: 10.1016/j.cub.2022.04.030] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 03/25/2022] [Accepted: 04/12/2022] [Indexed: 10/18/2022]
Abstract
To camouflage themselves on the seafloor, European cuttlefish Sepia officinalis control the expression of about 30 pattern components to produce a range of body patterns.1 If each component were under independent control, cuttlefish could produce at least 230 patterns. To examine how cuttlefish deploy this vast potential, we recorded cuttlefish on seven experimental backgrounds, each designed to resemble a pattern component, and then compared their responses to predictions of two models of sensory control of component expression. The body pattern model proposes that cuttlefish integrate low-level sensory cues to categorize the background and co-ordinate component expression to produce a small number of overall body patterns.2-4 The feature matching model proposes that each component is expressed in response to one (or more) local visual features, and the overall pattern depends upon the combination of features in the background. Consistent with the feature matching model, six of the backgrounds elicited a specific set of one to four components, whereas the seventh elicited eleven components typical of a disruptive body pattern. This evidence suggests that both modes of control are important, and we suggest how they can be implemented by a recent hierarchical model of the cuttlefish motor system.5,6.
Collapse
Affiliation(s)
- Daniel Osorio
- School of Life Sciences, University of Sussex, Brighton BN1 9QG, UK
| | - François Ménager
- UMR 6552 EthoS Equipe NECC, UNICAEN, University of Rennes, CNRS, 14032 Caen, France
| | - Christopher W Tyler
- Division of Optometry, City University, London, UK; Smith-Kettlewell Eye Research Institute, San Francisco, CA 94115-1813, USA
| | | |
Collapse
|
10
|
Ponte G, Chiandetti C, Edelman DB, Imperadore P, Pieroni EM, Fiorito G. Cephalopod Behavior: From Neural Plasticity to Consciousness. Front Syst Neurosci 2022; 15:787139. [PMID: 35495582 PMCID: PMC9039538 DOI: 10.3389/fnsys.2021.787139] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Accepted: 12/22/2021] [Indexed: 11/18/2022] Open
Abstract
It is only in recent decades that subjective experience - or consciousness - has become a legitimate object of scientific inquiry. As such, it represents perhaps the greatest challenge facing neuroscience today. Subsumed within this challenge is the study of subjective experience in non-human animals: a particularly difficult endeavor that becomes even more so, as one crosses the great evolutionary divide between vertebrate and invertebrate phyla. Here, we explore the possibility of consciousness in one group of invertebrates: cephalopod molluscs. We believe such a review is timely, particularly considering cephalopods' impressive learning and memory abilities, rich behavioral repertoire, and the relative complexity of their nervous systems and sensory capabilities. Indeed, in some cephalopods, these abilities are so sophisticated that they are comparable to those of some higher vertebrates. Following the criteria and framework outlined for the identification of hallmarks of consciousness in non-mammalian species, here we propose that cephalopods - particularly the octopus - provide a unique test case among invertebrates for examining the properties and conditions that, at the very least, afford a basal faculty of consciousness. These include, among others: (i) discriminatory and anticipatory behaviors indicating a strong link between perception and memory recall; (ii) the presence of neural substrates representing functional analogs of thalamus and cortex; (iii) the neurophysiological dynamics resembling the functional signatures of conscious states in mammals. We highlight the current lack of evidence as well as potentially informative areas that warrant further investigation to support the view expressed here. Finally, we identify future research directions for the study of consciousness in these tantalizing animals.
Collapse
Affiliation(s)
- Giovanna Ponte
- Department of Biology and Evolution of Marine Organisms, Stazione Zoologica Anton Dohrn, Naples, Italy
| | | | - David B. Edelman
- Department of Psychological and Brain Sciences, Dartmouth College, Hanover, NH, United States
- Association for Cephalopod Research ‘CephRes' a non-profit Organization, Naples, Italy
| | - Pamela Imperadore
- Department of Biology and Evolution of Marine Organisms, Stazione Zoologica Anton Dohrn, Naples, Italy
| | | | - Graziano Fiorito
- Department of Biology and Evolution of Marine Organisms, Stazione Zoologica Anton Dohrn, Naples, Italy
| |
Collapse
|
11
|
Knight K. Cuttlefish mimic 3D environments in a unique way. J Exp Biol 2021. [DOI: 10.1242/jeb.242853] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
|