Motion as a source of environmental information: a fresh view on biological motion computation by insect brains
Open accessAbstract
Despite their miniature brains insects, such as flies, bees and wasps, are able to navigate by highly erobatic flight maneuvers in cluttered environments. They rely on spatial information that is contained in the retinal motion patterns induced on the eyes while moving around ("optic flow") to accomplish their extraordinary performance. Thereby, they employ an active flight and gaze strategy that separates rapid saccade-like turns from translatory flight phases where the gaze direction is kept largely constant. This behavioral strategy facilitates the processing of environmental information, because information about the distance of the animal to objects in the environment is only contained in the optic flow generated by translatory motion. However, motion detectors as are widespread in biological systems do not represent veridically the velocity of the optic flow vectors, but also reflect textural information about the environment. This characteristic has often been regarded as a limitation of a biological motion detection mechanism. In contrast, we conclude from analyses challenging insect movement detectors with image flow as generated during translatory locomotion through cluttered natural environments that this mechanism represents the contours of nearby objects. Contrast borders are a main carrier of functionally relevant object information in artificial and natural sceneries. The motion detection system thus segregates in a computationally parsimonious way the environment into behaviorally relevant nearby objects and-in many behavioral contexts-less relevant distant structures. Hence, by making use of an active flight and gaze strategy, insects are capable of performing extraordinarily well even with a computationally simple motion detection mechanism.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Without correction for self-motion, information about the world becomes noisy and temporally smeared, limiting the possibilities for effective target acquisition and navigation.
“Without correction for self-motion, information about the world becomes noisy and temporally smeared [46–48], limiting the possibilities for effective target acquisition and navigation.”
From Phenomenal interface theory: a model for basal consciousness (2025) · cites this paper as [47]
The active-vision section (page unavailable) says insects separate rapid turns from translational flight, keeping gaze largely constant to facilitate extraction of distance information. The paper also links optic-flow cues to obstacle avoidance and navigation, but it does not say that uncorrected self-motion makes information noisy and temporally smeared or specifically limits target acquisition. (LLM, conf=0.82)
Experimental — accuracy not yet measuredThe properties of distal senses provide further perspective structure when combined with self-motion.
“The properties of distal senses provide further perspective structure when combined with self-motion [47,60,61].”
From Phenomenal interface theory: a model for basal consciousness (2025) · cites this paper as [47]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Performance of optical flow techniques
Barron, J. L., Fleet, D. J., & Beauchemin, S. S. (1994) · International Journal of Computer Vision · doi:10.1007/bf01420984 · Cited by 4,305 · see citing works
(1961) · Information and Control · doi:10.1016/s0019-9958(61)80064-8 · Cited by 2,904 · see citing works
Natural Image Statistics and Neural Representation
Simoncelli, E. P., & Olshausen, B. A. (2001) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.24.1.1193 · Cited by 2,460 · see citing works
The interpretation of a moving retinal image
Longuet-Higgins, H. C., & Prazdny, K. (1980) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.1980.0057 · Cited by 1,424 · see citing works
The computation of optical flow
Beauchemin, S. S., & Barron, J. A. (1995) · ACM Computing Surveys · doi:10.1145/212094.212141 · Cited by 1,282 · see citing works
Efficiency and ambiguity in an adaptive neural code
Fairhall, A. L., Lewen, G. D., Bialek, W., & van Steveninck, R. R. D. R. (2001) · Nature · doi:10.1038/35090500 · Cited by 847 · see citing works
Mobile computation: Spatiotemporal integration of the properties of objects in motion
Cavanagh, P., Holcombe, A. O., & Chou, W. (2008) · Journal of Vision · doi:10.1167/8.12.1 · Cited by 715 · see citing works
Koenderink, J. J. (1986) · Vision Research · doi:10.1016/0042-6989(86)90078-7 · Cited by 707 · see citing works
Autocorrelation, a principle for the evaluation of sensory information by the central nervous system
Reichardt, W. (1961) · MPG.PuRe (Max Planck Society) · Cited by 695 · see citing works
Adaptive Rescaling Maximizes Information Transmission
Brenner, N., Bialek, W., & van Steveninck, R. R. D. R. (2000) · Neuron · doi:10.1016/s0896-6273(00)81205-2 · Cited by 650 · see citing works
Cardinal rules: visual orientation perception reflects knowledge of environmental statistics
Girshick, A. R., Landy, M. S., & Simoncelli, E. P. (2011) · Nature Neuroscience · doi:10.1038/nn.2831 · Cited by 613 · see citing works
Honeybee Navigation <i>En Route</i> to the Goal: Visual Flight Control and Odometry
Srinivasan, M. V., Zhang, S. W., Lehrer, M., & Collett, T. S. (1996) · Journal of Experimental Biology · doi:10.1242/jeb.199.1.237 · Cited by 600 · see citing works
Desert ant navigation: how miniature brains solve complex tasks
Wehner, R. (2003) · Journal of Comparative Physiology A · doi:10.1007/s00359-003-0431-1 · Cited by 567 · see citing works
Principles of visual motion detection
Borst, A., & Egelhaaf, M. (1989) · Trends in Neurosciences · doi:10.1016/0166-2236(89)90010-6 · Cited by 522 · see citing works
Self-citationActive flight increases the gain of visual motion processing in Drosophila
Maimon, G., Straw, A. D., & Dickinson, M. H. (2010) · Nature Neuroscience · doi:10.1038/nn.2492 · Cited by 420 · see citing works
van Hateren, J. H., & Ruderman, D. (1998) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.1998.0577 · Cited by 407 · see citing works
A directional tuning map of Drosophila elementary motion detectors
Maisak, M. S., Haag, J., Ammer, G., Serbe, E., Meier, M., Leonhardt, A., Schilling, T., Bahl, A., Rubin, G. M., Nern, A., et al. (2013) · Nature · doi:10.1038/nature12320 · Cited by 390 · see citing works
Visual motion and its role in the stabilization of gaze
Miles, F. A., & Wallman, J. (1993) · Elsevier eBooks · Cited by 363 · see citing works
Flow-field variables trigger landing in flies
Wagner, H. (1982) · Nature · doi:10.1038/297147a0 · Cited by 346 · see citing works
Borst, A., Haag, J., & Reiff, D. F. (2010) · Annual Review of Neuroscience · doi:10.1146/annurev-neuro-060909-153155 · Cited by 336 · see citing works
Sensory Systems and Flight Stability: What do Insects Measure and Why?
Taylor, G. K., & Krapp, H. G. (2007) · Advances in insect physiology · doi:10.1016/s0065-2806(07)34005-8 · Cited by 318 · see citing works
Tammero, L. F., & Dickinson, M. H. (2002) · Journal of Experimental Biology · doi:10.1242/jeb.205.3.327 · Cited by 318 · see citing works
Neural networks in the cockpit of the fly
Borst, A., & Haag, J. (2002) · Journal of Comparative Physiology A · doi:10.1007/s00359-002-0316-8 · Cited by 306 · see citing works
Krapp, H. G., Hengstenberg, B., & Hengstenberg, R. (1998) · Journal of Neurophysiology · doi:10.1152/jn.1998.79.4.1902 · Cited by 303 · see citing works
Egomotion and relative depth map from optical flow
Prazdny, K. (1980) · Biological Cybernetics · doi:10.1007/bf00361077 · Cited by 293 · see citing works
Srinivasan, M. V. (2011) · Physiological Reviews · doi:10.1152/physrev.00005.2010 · Cited by 282 · see citing works
Honeybee dances communicate distances measured by optic flow
Esch, H. E., Zhang, S., Srinivasan, M. V., & Tautz, J. (2001) · Nature · doi:10.1038/35079072 · Cited by 274 · see citing works
Walking Modulates Speed Sensitivity in Drosophila Motion Vision
Chiappe, M. E., Seelig, J. D., Reiser, M. B., & Jayaraman, V. (2010) · Current Biology · doi:10.1016/j.cub.2010.06.072 · Cited by 273 · see citing works
Processing properties of ON and OFF pathways for Drosophila motion detection
Behnia, R., Clark, D. A., Carter, A. G., Clandinin, T. R., & Desplan, C. (2014) · Nature · doi:10.1038/nature13427 · Cited by 262 · see citing works
Egelhaaf, M., Borst, A., & Reichardt, W. (1989) · Journal of the Optical Society of America A · doi:10.1364/josaa.6.001070 · Cited by 260 · see citing works
Self-citationMotion cues provide the bee's visual world with a third dimension
Lehrer, M., Srinivasan, M. V., Zhang, S., & Horridge, G. A. (1988) · Nature · doi:10.1038/332356a0 · Cited by 251 · see citing works
Visually Mediated Odometry in Honeybees
Srinivasan, M. V., Zhang, S., & Bidwell, N. J. (1997) · Journal of Experimental Biology · doi:10.1242/jeb.200.19.2513 · Cited by 251 · see citing works
Kohler, M., & Wehner, R. (2004) · Neurobiology of Learning and Memory · doi:10.1016/j.nlm.2004.05.011 · Cited by 250 · see citing works
Visual homing: an insect perspective
Zeil, J. (2012) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2011.12.008 · Cited by 248 · see citing works
How honeybees make grazing landings on flat surfaces
Srinivasan, M. V., Zhang, S., Chahl, J., et al. (2000) · Biological Cybernetics · doi:10.1007/s004220000162 · Cited by 243 · see citing works
Seriès, P., Latham, P. E., & Pouget, A. (2004) · Nature Neuroscience · doi:10.1038/nn1321 · Cited by 240 · see citing works
Contributions of the 12 Neuron Classes in the Fly Lamina to Motion Vision
Tuthill, J. C., Nern, A., Holtz, S. L., Rubin, G. M., & Reiser, M. B. (2013) · Neuron · doi:10.1016/j.neuron.2013.05.024 · Cited by 239 · see citing works
Tammero, L. F., & Dickinson, M. H. (2002) · Journal of Experimental Biology · doi:10.1242/jeb.205.18.2785 · Cited by 239 · see citing works
Blowfly flight and optic flow : I. Thorax kinematics and flight dynamics
Schilstra, C., & van Hateren, J. H. (1999) · Journal of Experimental Biology · doi:10.1242/jeb.202.11.1481 · Cited by 228 · see citing works
Blowfly flight and optic flow: II. Head movements during flight
van Hateren, J. H., & Schilstra, C. (1999) · Journal of Experimental Biology · doi:10.1242/jeb.202.11.1491 · Cited by 221 · see citing works
Adaptation of the motion-sensitive neuron H1 is generated locally and governed by contrast frequency
Maddess, T., & Laughlin, S. B. (1985) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.1985.0061 · Cited by 214 · see citing works
Fundamental mechanisms of visual motion detection: models, cells and functions
Clifford, C. W. G., & Ibbotson, M. R. (2002) · Progress in Neurobiology · doi:10.1016/s0301-0082(02)00154-5 · Cited by 202 · see citing works
Dendritic Integration and Its Role in Computing Image Velocity
Single, S., & Borst, A. (1998) · Science · doi:10.1126/science.281.5384.1848 · Cited by 194 · see citing works
Transient and steady-state response properties of movement detectors
Egelhaaf, M., & Borst, A. (1989) · Journal of the Optical Society of America A · doi:10.1364/josaa.6.000116 · Cited by 188 · see citing works
Self-citationStructure and Function of Learning Flights in Bees and Wasps
Zeil, J., Kelber, A., & Voss, R. (1996) · Journal of Experimental Biology · doi:10.1242/jeb.199.1.245 · Cited by 184 · see citing works
Visual control of flight speed in honeybees
Baird, E., Srinivasan, M. V., Zhang, S., & Cowling, A. (2005) · Journal of Experimental Biology · doi:10.1242/jeb.01818 · Cited by 183 · see citing works
Honeybee Odometry: Performance in Varying Natural Terrain
Tautz, J., Zhang, S., Spaethe, J., Brockmann, A., Si, A., & Srinivasan, M. V. (2004) · PLoS Biology · doi:10.1371/journal.pbio.0020211 · Cited by 181 · see citing works
Orientation flights of solitary wasps (Cerceris; Sphecidae; Hymenoptera)
Zeil, J. (1993) · Journal of Comparative Physiology A · doi:10.1007/bf00189396 · Cited by 178 · see citing works
The locust's use of motion parallax to measure distance
Sobel, E. C. (1990) · Journal of Comparative Physiology A · doi:10.1007/bf00192653 · Cited by 165 · see citing works
Binocular Contributions to Optic Flow Processing in the Fly Visual System
Krapp, H. G., Hengstenberg, R., & Egelhaaf, M. (2001) · Journal of Neurophysiology · doi:10.1152/jn.2001.85.2.724 · Cited by 161 · see citing works
Self-citationA Model for the Detection of Moving Targets in Visual Clutter Inspired by Insect Physiology
Wiederman, S. D., Shoemaker, P. A., & O’Carroll, D. C. (2008) · PLoS ONE · doi:10.1371/journal.pone.0002784 · Cited by 161 · see citing works
The visual control of landing and obstacle avoidance in the fruit flyDrosophila melanogaster
van Breugel, F., & Dickinson, M. H. (2012) · Journal of Experimental Biology · doi:10.1242/jeb.066498 · Cited by 159 · see citing works
Visual control of flight speed inDrosophila melanogaster
Fry, S. N., Rohrseitz, N., Straw, A. D., & Dickinson, M. H. (2009) · Journal of Experimental Biology · doi:10.1242/jeb.020768 · Cited by 152 · see citing works
Wide-field, motion-sensitive neurons and matched filters for optic flow fields
Franz, M., & Krapp, H. G. (2000) · Biological Cybernetics · doi:10.1007/s004220000163 · Cited by 150 · see citing works
Orientation flights of solitary wasps (Cerceris; Sphecidae; Hymenoptera)
Zeil, J. (1993) · Journal of Comparative Physiology A · doi:10.1007/bf00189397 · Cited by 147 · see citing works
Modular Use of Peripheral Input Channels Tunes Motion-Detecting Circuitry
Silies, M., Gohl, D. M., Fisher, Y. E., Freifeld, L., Clark, D. A., & Clandinin, T. R. (2013) · Neuron · doi:10.1016/j.neuron.2013.04.029 · Cited by 146 · see citing works
Fly visual course control: behaviour, algorithms and circuits
Borst, A. (2014) · Nature reviews. Neuroscience · doi:10.1038/nrn3799 · Cited by 144 · see citing works
Accuracy of velocity estimation by Reichardt correlators
Dror, R. O., O’Carroll, D. C., & Laughlin, S. B. (2001) · Journal of the Optical Society of America A · doi:10.1364/josaa.18.000241 · Cited by 144 · see citing works
A universal strategy for visually guided landing
Baird, E., Boeddeker, N., Ibbotson, M. R., & Srinivasan, M. V. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1314311110 · Cited by 139 · see citing works
Kral, K. (2003) · Behavioural Processes · doi:10.1016/s0376-6357(03)00054-8 · Cited by 138 · see citing works
Braun, E., Dittmar, L., Boeddeker, N., & Egelhaaf, M. (2012) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2012.00001 · Cited by 137 · see citing works
Self-citationCollett, T. S. (1978) · Journal of Experimental Biology · doi:10.1242/jeb.76.1.237 · Cited by 137 · see citing works
Direct Observation of ON and OFF Pathways in the Drosophila Visual System
Strother, J. A., Nern, A., & Reiser, M. B. (2014) · Current Biology · doi:10.1016/j.cub.2014.03.017 · Cited by 136 · see citing works
Neuronal Matched Filters for Optic Flow Processing in Flying Insects
Krapp, H. G. (2000) · International review of neurobiology · doi:10.1016/s0074-7742(08)60739-4 · Cited by 134 · see citing works
Function of a Fly Motion-Sensitive Neuron Matches Eye Movements during Free Flight
Kern, R., van Hateren, J. H., Michaelis, C., et al. (2005) · PLoS Biology · doi:10.1371/journal.pbio.0030171 · Cited by 129 · see citing works
Self-citationFlight Activity Alters Velocity Tuning of Fly Motion-Sensitive Neurons
Jung, S. N., Borst, A., & Haag, J. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.1138-11.2011 · Cited by 126 · see citing works
Collett, M., Harland, D. P., & Collett, T. S. (2002) · Journal of Experimental Biology · doi:10.1242/jeb.205.6.807 · Cited by 126 · see citing works
Vaina, L. M., Beardsley, S. A., & Rushton, S. K. (2004) · Springer eBooks · doi:10.1007/978-1-4020-2092-6 · Cited by 108 · see citing works
Ristroph, L., Berman, G. J., Bergou, A. J., Wang, Z. J., & Cohen, I. (2009) · Journal of Experimental Biology · doi:10.1242/jeb.025502 · Cited by 108 · see citing works
Approaching and departing bees learn different cues to the distance of a landmark
Lehrer, M., & Collett, T. S. (1994) · Journal of Comparative Physiology A · doi:10.1007/bf00215113 · Cited by 107 · see citing works
How honeybees measure their distance from objects of unknown size
Srinivasan, M. V., Lehrer, M., Zhang, S. W., & Horridge, G. A. (1989) · Journal of Comparative Physiology A · doi:10.1007/bf00610992 · Cited by 107 · see citing works
A Fast and Simple Population Code for Orientation in Primate V1
Berens, P., Ecker, A. S., Cotton, R. J., Ma, W. J., Bethge, M., & Tolias, A. S. (2012) · Journal of Neuroscience · doi:10.1523/jneurosci.1335-12.2012 · Cited by 107 · see citing works
Navigational Memories in Ants and Bees: Memory Retrieval When Selecting and Following Routes
Collett, T. S., Graham, P., Harris, R. A., & de Ibarra, N. H. (2006) · Advances in the study of behavior · doi:10.1016/s0065-3454(06)36003-2 · Cited by 104 · see citing works
Robust Models for Optic Flow Coding in Natural Scenes Inspired by Insect Biology
Brinkworth, R. S. A., & O’Carroll, D. C. (2009) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000555 · Cited by 97 · see citing works
Goal seeking in honeybees: matching of optic flow snapshots?
Dittmar, L., Stürzl, W., Baird, E., et al. (2010) · Journal of Experimental Biology · doi:10.1242/jeb.043737 · Cited by 95 · see citing works
Lehrer, M. (1991) · Die Naturwissenschaften · doi:10.1007/bf01134357 · Cited by 93 · see citing works
Optogenetic and Pharmacologic Dissection of Feedforward Inhibition inDrosophilaMotion Vision
Mauss, A. S., Meier, M., Serbe-Kamp, E., & Borst, A. (2014) · Journal of Neuroscience · doi:10.1523/jneurosci.3938-13.2014 · Cited by 92 · see citing works
The free-flight response ofDrosophilato motion of the visual environment
Mronz, M., & Lehmann, F. (2008) · Journal of Experimental Biology · doi:10.1242/jeb.008268 · Cited by 92 · see citing works
Visual Control of Altitude in Flying Drosophila
Straw, A. D., Lee, S., & Dickinson, M. H. (2010) · Current Biology · doi:10.1016/j.cub.2010.07.025 · Cited by 91 · see citing works
Egelhaaf, M., Boeddeker, N., Kern, R., Kurtz, R., & Lindemann, J. P. (2012) · Frontiers in Neural Circuits · doi:10.3389/fncir.2012.00108 · Cited by 90 · see citing works
Self-citationPrey size selection and distance estimation in foraging adult dragonflies
Olberg, R. M., Worthington, A. H., Fox, J. L., Bessette, C. E., & Loosemore, M. P. (2005) · Journal of Comparative Physiology A · doi:10.1007/s00359-005-0002-8 · Cited by 88 · see citing works
Odometry and insect navigation
Wolf, H. (2011) · Journal of Experimental Biology · doi:10.1242/jeb.038570 · Cited by 88 · see citing works
The moment before touchdown: landing manoeuvres of the honeybee Apis mellifera
Evangelista, C., Kraft, P. G., Dacke, M., Reinhard, J., & Srinivasan, M. V. (2009) · Journal of Experimental Biology · doi:10.1242/jeb.037465 · Cited by 88 · see citing works
GABAergic Lateral Interactions Tune the Early Stages of Visual Processing in Drosophila
Freifeld, L., Clark, D. A., Schnitzer, M. J., Horowitz, M., & Clandinin, T. R. (2013) · Neuron · doi:10.1016/j.neuron.2013.04.024 · Cited by 87 · see citing works
Honeybee navigation: properties of the visually driven `odometer'
Si, A., Srinivasan, M. V., & Zhang, S. (2003) · Journal of Experimental Biology · doi:10.1242/jeb.00236 · Cited by 87 · see citing works
The fine structure of honeybee head and body yaw movements in a homing task
Boeddeker, N., Dittmar, L., Stürzl, W., et al. (2010) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.2009.2326 · Cited by 86 · see citing works
Movement detection in arthropods.
Egelhaaf, M., & Borst, A. (1993) · PubMed · Cited by 85 · see citing works
Self-citationInsect-Inspired Estimation of Egomotion
Franz, M., Chahl, J., & Krapp, H. G. (2004) · Neural Computation · doi:10.1162/0899766041941899 · Cited by 83 · see citing works
Visual Control of Flight Speed and Height in the Honeybee
Baird, E., Srinivasan, M. V., Zhang, S., Lamont, R. J., & Cowling, A. (2006) · Lecture notes in computer science · doi:10.1007/11840541_4 · Cited by 80 · see citing works
Lindemann, J. P., Kern, R., van Hateren, J. H., Ritter, H. J., & Egelhaaf, M. (2005) · Journal of Neuroscience · doi:10.1523/jneurosci.1132-05.2005 · Cited by 80 · see citing works
Self-citationMotion parallax as a source of distance information in locusts and mantids
Kral, K., & Poteser, M. (1997) · Journal of Insect Behavior · doi:10.1007/bf02765480 · Cited by 77 · see citing works
Encoding of Naturalistic Optic Flow by a Population of Blowfly Motion-Sensitive Neurons
Karmeier, K., van Hateren, J. H., Kern, R., & Egelhaaf, M. (2006) · Journal of Neurophysiology · doi:10.1152/jn.00023.2006 · Cited by 77 · see citing works
Self-citationKern, R., Boeddeker, N., Dittmar, L., & Egelhaaf, M. (2012) · Journal of Experimental Biology · doi:10.1242/jeb.061713 · Cited by 77 · see citing works
Self-citationPhilippides, A. O., de Ibarra, N. H., Riabinina, O., & Collett, T. S. (2013) · Journal of Experimental Biology · doi:10.1242/jeb.081455 · Cited by 76 · see citing works
Honeybees' Speed Depends on Dorsal as Well as Lateral, Ventral and Frontal Optic Flows
Portelli, G., Ruffier, F., Roubieu, F. L., et al. (2011) · PLoS ONE · doi:10.1371/journal.pone.0019486 · Cited by 76 · see citing works
Minimum viewing angle for visually guided ground speed control in bumblebees
Baird, E., Kornfeldt, T., & Dacke, M. (2010) · Journal of Experimental Biology · doi:10.1242/jeb.038802 · Cited by 75 · see citing works
Neuronal processing of optic flow
Lappe, M. (2000) · Medical Entomology and Zoology · Cited by 73 · see citing works
Landing Strategies in Honeybees, and Possible Applications to Autonomous Airborne Vehicles
Srinivasan, M. V., Zhang, S., & Chahl, J. (2001) · Biological Bulletin · doi:10.2307/1543319 · Cited by 73 · see citing works
Adaptation of response transients in fly motion vision. II: Model studies
Borst, A., Reisenman, C. E., & Haag, J. (2003) · Vision Research · doi:10.1016/s0042-6989(03)00092-0 · Cited by 72 · see citing works
Performance of optical flow techniques for indoor navigation with a mobile robot
McCarthy, C. D., & Bames, N. (2004) · doi:10.1109/robot.2004.1302525 · Cited by 72 · see citing works
Functional Specialization of Parallel Motion Detection Circuits in the Fly
Joesch, M., Weber, F., Eichner, H., & Borst, A. (2013) · Journal of Neuroscience · doi:10.1523/jneurosci.3374-12.2013 · Cited by 70 · see citing works
The spatial frequency tuning of optic-flow-dependent behaviors in the bumblebee Bombus impatiens
Dyhr, J. P., & Higgins, C. M. (2010) · Journal of Experimental Biology · doi:10.1242/jeb.041426 · Cited by 69 · see citing works
Detecting visual motion: theory and models.
Borst, A., & Egelhaaf, M. (1993) · PubMed · Cited by 68 · see citing works
Self-citationA syntax of hoverfly flight prototypes
Geurten, B. R. H., Kern, R., Braun, E., & Egelhaaf, M. (2010) · Journal of Experimental Biology · doi:10.1242/jeb.036079 · Cited by 67 · see citing works
Self-citationLongden, K. D., & Krapp, H. G. (2010) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2010.00153 · Cited by 65 · see citing works
Contrast sensitivity of insect motion detectors to natural images
Straw, A. D., Rainsford, T. J., & O’Carroll, D. C. (2008) · Journal of Vision · doi:10.1167/8.3.32 · Cited by 64 · see citing works
Visual gaze control during peering flight manoeuvres in honeybees
Boeddeker, N., & Hemmi, J. M. (2009) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.2009.1928 · Cited by 63 · see citing works
Neural Circuit Components of the Drosophila OFF Motion Vision Pathway
Meier, M., Serbe-Kamp, E., Maisak, M. S., Haag, J., Dickson, B. J., & Borst, A. (2014) · Current Biology · doi:10.1016/j.cub.2014.01.006 · Cited by 61 · see citing works
Identifying Prototypical Components in Behaviour Using Clustering Algorithms
Braun, E., Geurten, B. R. H., & Egelhaaf, M. (2010) · PLoS ONE · doi:10.1371/journal.pone.0009361 · Cited by 60 · see citing works
Self-citationBehavioural state affects motion-sensitive neurones in the fly visual system
Rosner, R., Egelhaaf, M., & Warzecha, A.-K. (2009) · Journal of Experimental Biology · doi:10.1242/jeb.035386 · Cited by 60 · see citing works
Self-citationRobustness of the Tuning of Fly Visual Interneurons to Rotatory Optic Flow
Karmeier, K., Krapp, H. G., & Egelhaaf, M. (2003) · Journal of Neurophysiology · doi:10.1152/jn.00234.2003 · Cited by 58 · see citing works
Self-citationPrinciples of optomotor reactions in insects.
Götz, K. (1972) · PubMed · Cited by 56 · see citing works
Borst, A. (2000) · Nature Neuroscience · doi:10.1038/81435 · Cited by 55 · see citing works
Responses of blowfly motion-sensitive neurons to reconstructed optic flow along outdoor flight paths
Boeddeker, N., Lindemann, J. P., Egelhaaf, M., & Zeil, J. (2005) · Journal of Comparative Physiology A · doi:10.1007/s00359-005-0038-9 · Cited by 54 · see citing works
Self-citationSynaptic interactions increase optic flow specificity
Horstmann, W., Egelhaaf, M., & Warzecha, A. (2000) · European Journal of Neuroscience · doi:10.1046/j.1460-9568.2000.00094.x · Cited by 52 · see citing works
Self-citationRobust Coding of Ego-Motion in Descending Neurons of the Fly
Wertz, A., Gaub, B. M., Plett, J., Haag, J., & Borst, A. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.3786-09.2009 · Cited by 51 · see citing works
Optomotor Control of Speed and Height by Free-Flying Drosophila
David, C. T. (1979) · Journal of Experimental Biology · doi:10.1242/jeb.82.1.389 · Cited by 51 · see citing works
Collett, T. S., & Zeil, J. (1996) · Current Directions in Psychological Science · doi:10.1111/1467-8721.ep11512352 · Cited by 48 · see citing works
Nutritional State Modulates the Neural Processing of Visual Motion
Longden, K. D., Muzzu, T., COOK, D. J., Schultz, S. R., & Krapp, H. G. (2014) · Current Biology · doi:10.1016/j.cub.2014.03.005 · Cited by 47 · see citing works
Velocity constancy and models for wide-field visual motion detection in insects
史朗, 露., O’Carroll, D. C., & Straw, A. D. (2005) · Biological Cybernetics · doi:10.1007/s00422-005-0007-y · Cited by 46 · see citing works
Zappella, L., Lladó, X., & Salví, J. (2008) · Frontiers in artificial intelligence and applications · doi:10.3233/978-1-58603-925-7-398 · Cited by 45 · see citing works
Relative motion parallax and target localisation in the locust, Schistocerca gregaria
Collett, T. S., & Paterson, C. J. (1991) · Journal of Comparative Physiology A · doi:10.1007/bf00193551 · Cited by 43 · see citing works
Kern, R., & Varjú, D. (1998) · Journal of Comparative Physiology A · doi:10.1007/s003590050173 · Cited by 42 · see citing works
Self-citationVisual Homing in Insects and Robots
Zeil, J., Boeddeker, N., & Stürzl, W. (2009) · Springer eBooks · doi:10.1007/978-3-540-89393-6_7 · Cited by 41 · see citing works
A test bed for insect-inspired robotic control
Reiser, M. B., & Dickinson, M. H. (2003) · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · doi:10.1098/rsta.2003.1259 · Cited by 39 · see citing works
Saccadic flight strategy facilitates collision avoidance: closed-loop performance of a cyberfly
Lindemann, J. P., Weiss, H., Möller, R., et al. (2008) · Biological Cybernetics · doi:10.1007/s00422-007-0205-x · Cited by 38 · see citing works
Self-citationWarzecha, A., Horstmann, W., & Egelhaaf, M. (1999) · Journal of Experimental Biology · doi:10.1242/jeb.202.22.3161 · Cited by 37 · see citing works
Self-citationHead movements and the optic flow generated during the learning flights of bumblebees
Riabinina, O., de Ibarra, N. H., Philippides, A. O., & Collett, T. S. (2014) · Journal of Experimental Biology · doi:10.1242/jeb.102897 · Cited by 37 · see citing works
Neuronal Processing of Optic Flow
(2000) · International review of neurobiology · doi:10.1016/s0074-7742(08)x6051-9 · Cited by 37 · see citing works
Collett, T. S., de Ibarra, N. H., Riabinina, O., & Philippides, A. O. (2013) · Journal of Experimental Biology · doi:10.1242/jeb.081463 · Cited by 34 · see citing works
Motion Adaptation and the Velocity Coding of Natural Scenes
Barnett, P. D., Nordström, K., & O’Carroll, D. C. (2010) · Current Biology · doi:10.1016/j.cub.2010.03.072 · Cited by 34 · see citing works
The response of the hovering hawk moth Macroglossum stellatarum to translatory pattern motion
Farina, W. M., Kramer, D., & Varj�, D. (1995) · Journal of Comparative Physiology A · doi:10.1007/bf00196420 · Cited by 32 · see citing works
Schwegmann, A., Lindemann, J. P., & Egelhaaf, M. (2014) · Frontiers in Computational Neuroscience · doi:10.3389/fncom.2014.00083 · Cited by 32 · see citing works
Self-citationPattern-Dependent Response Modulations in Motion-Sensitive Visual Interneurons—A Model Study
Meyer, H. G., Lindemann, J. P., & Egelhaaf, M. (2011) · PLoS ONE · doi:10.1371/journal.pone.0021488 · Cited by 30 · see citing works
Self-citationCompetition between fixed and moving stripes in the control of orientation by flying Drosophila
David, C. T. (1982) · Physiological Entomology · doi:10.1111/j.1365-3032.1982.tb00283.x · Cited by 30 · see citing works
Motion Adaptation Enhances Object-Induced Neural Activity in Three-Dimensional Virtual Environment
Liang, P., Kern, R., & Egelhaaf, M. (2008) · Journal of Neuroscience · doi:10.1523/jneurosci.0203-08.2008 · Cited by 28 · see citing works
Self-citationLocal and global responses of insect motion detectors to the spatial structure of natural scenes
O’Carroll, D. C., Barnett, P. D., & Nordström, K. (2011) · Journal of Vision · doi:10.1167/11.14.20 · Cited by 28 · see citing works
Adaptation accentuates responses of fly motion-sensitive visual neurons to sudden stimulus changes
Kurtz, R., Egelhaaf, M., Meyer, H. G., & Kern, R. (2009) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.2009.0596 · Cited by 28 · see citing works
Self-citationObject detection by relative motion in freely flying flies
Kimmerle, B., Egelhaaf, M., & Srinivasan, M. V. (1996) · Die Naturwissenschaften · doi:10.1007/bf01142005 · Cited by 27 · see citing works
Self-citationLiang, P., Heitwerth, J., Kern, R., Kurtz, R., & Egelhaaf, M. (2012) · Journal of Neurophysiology · doi:10.1152/jn.00530.2011 · Cited by 27 · see citing works
Self-citationMertes, M., Dittmar, L., Egelhaaf, M., & Boeddeker, N. (2014) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2014.00335 · Cited by 26 · see citing works
Self-citationThe Behavioral Relevance of Landmark Texture for Honeybee Homing
Dittmar, L., Egelhaaf, M., Stürzl, W., et al. (2011) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2011.00020 · Cited by 25 · see citing works
Self-citationSubcellular mapping of dendritic activity in optic flow processing neurons
Hopp, E., Borst, A., & Haag, J. (2014) · Journal of Comparative Physiology A · doi:10.1007/s00359-014-0893-3 · Cited by 23 · see citing works
Binocular Integration of Visual Information: A Model Study on Naturalistic Optic Flow Processing
Hennig, P., Kern, R., & Egelhaaf, M. (2011) · Frontiers in Neural Circuits · doi:10.3389/fncir.2011.00004 · Cited by 23 · see citing works
Self-citationA stingless bee can use visual odometry to estimate both height and distance
Eckles, M. A., Roubik, D. W., & Nieh, J. C. (2012) · Journal of Experimental Biology · doi:10.1242/jeb.070540 · Cited by 22 · see citing works
Reiser, M. B., & Dickinson, M. H. (2012) · Journal of Experimental Biology · doi:10.1242/jeb.074732 · Cited by 22 · see citing works
Heitwerth, J., Kern, R., van Hateren, J. H., & Egelhaaf, M. (2005) · Journal of Neurophysiology · doi:10.1152/jn.00308.2005 · Cited by 18 · see citing works
Self-citationHennig, P., & Egelhaaf, M. (2012) · Frontiers in Neural Circuits · doi:10.3389/fncir.2012.00014 · Cited by 16 · see citing works
Self-citationUllrich, T. W., Kern, R., & Egelhaaf, M. (2014) · Biology Open · doi:10.1242/bio.20149449 · Cited by 15 · see citing works
Self-citationVisual Edge Orientation Shapes Free-Flight Behavior in Drosophila
Frye, M. A., & Dickinson, M. H. (2007) · Fly · doi:10.4161/fly.4563 · Cited by 15 · see citing works
Geurten, B. R. H., Kern, R., & Egelhaaf, M. (2012) · Frontiers in Integrative Neuroscience · doi:10.3389/fnint.2012.00011 · Cited by 14 · see citing works
Self-citationLiang, P., Kern, R., Kurtz, R., et al. (2011) · Journal of Neurophysiology · doi:10.1152/jn.00359.2010 · Cited by 13 · see citing works
Self-citationTexture dependence of motion sensing and free flight behavior in blowflies
Lindemann, J. P., & Egelhaaf, M. (2013) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2012.00092 · Cited by 12 · see citing works
Self-citationContrast-Independent Biologically Inspired Motion Detection
Babies, B., Lindemann, J. P., Egelhaaf, M., et al. (2011) · Sensors · doi:10.3390/s110303303 · Cited by 11 · see citing works
Self-citationWide-Field, Motion-Sensitive Neurons and Optimal Matched Filters for Optic Flow
Franz, M., & Krapp, H. (1998) · MPG.PuRe (Max Planck Society) · Cited by 9 · see citing works
Borst, A. (2003) · Chapman & Hall/CRC mathematical and computational biology series · doi:10.1201/9780203494462.ch14 · Cited by 9 · see citing works
Bio-inspired model for robust motion detection under noisy conditions
Brinkworth, R. S. A., & O’Carroll, D. C. (2010) · International Joint Conference on Neural Networks (IJCNN) · doi:10.1109/ijcnn.2010.5596502 · Cited by 9 · see citing works
Adaptive encoding of motion information in the fly visual system
Kurtz, R. (2012) · Springer eBooks · doi:10.1007/978-3-211-99749-9_8 · Cited by 8 · see citing works
Object Detection by Relative Motion in Freely Flying Flies
Kimmerle, B., Egelhaaf, M., & Srinivasan, M. V. (1996) · Die Naturwissenschaften · doi:10.1007/s001140050305 · Cited by 6 · see citing works
Self-citationImplementation of saturation for modelling pattern noise using naturalistic stimuli
Rajesh, S., Rainsford, T. J., Brinkworth, R. S. A., et al. (2006) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.696105 · Cited by 5 · see citing works
Ullrich, T. W., Kern, R., & Egelhaaf, M. (2014) · Frontiers in Integrative Neuroscience · doi:10.3389/fnint.2014.00034 · Cited by 1 · see citing works
Self-citationLindemann, J. P., Weiss, H., Möller, R., et al. (2012) · Biological Cybernetics · doi:10.1007/s00422-012-0480-z · Cited by 1 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 2
- Egelhaaf M. (2006). “ The neural computation of visual motion,” in Invertebrate Vision, eds Warrant E. Nilsson D. E. (Cambridge, UK: Cambridge University Press), 399– 461
- Fleet D. J. Weiss Y. (2005). “ Optic flow estimation,” in Mathematical Models in Computer Vision: The Handbook, eds Paragios N. Chen Y. Faugeras O. (Berlin, Heidelberg, New York: Springer), 239– 258
Cited by
Sorted by citations
Phenomenal interface theory: a model for basal consciousness
Klein, C., & Barron, A. B. (2025) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2024.0301 · Cited by 8 · see citing works
- Authors
- Egelhaaf, M., Kern, R., & Lindemann, J. P.
- Affiliations
- Bielefeld University (DE)
- Corresponding author
- Egelhaaf, Martin
- Venue
- Frontiers in Neural Circuits
- Publisher
- Frontiers Media SA
- Published
- 2014-10-28
- Volume
- 8
- Pages
- 127-127
- ISSN
- 1662-5110 (ISSN-L)
- PMC
- PMC4211400
- OpenAlex
- W2043578467
- Cited by
- 43
- References
- 162
- Citations by year
- 2026: 2 · 2025: 2 · 2024: 2 · 2023: 4 · 2022: 3 · 2021: 5 · 2020: 6 · 2019: 3 · 2018: 3 · 2017: 3 · 2016: 5 · 2015: 5
- FWCI
- 0.49
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Frontiers in Neural Circuits (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- PUB – Publications at Bielefeld University (Bielefeld University) (submittedVersion, other-oa)
- Publikationen an der Universität Bielefeld (Universität Bielefeld) (submittedVersion, other-oa)
- Funders
- Deutsche Forschungsgemeinschaft
- Universität Bielefeld
- Topics
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurobiology and Insect Physiology Research
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Advanced Vision and Imaging
- Keywords
- insect vision, optical flow, motion detection, insect flight, object contour detection, distance perception, cluttered environments, insect navigation
- MeSH terms
- Animals, Brain, Environment, Insecta, Motion, Motion Perception, Spatial Behavior, Visual Pathways
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review