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16
article
2419
Insect-inspired estimation of egomotion
Neural Computation
2004
11
16
11
2245-2260
Tangential neurons in the fly brain are sensitive to the typical optic
flow patterns generated during egomotion. In this study, we examine
whether a simplified linear model based on the organization principles
in tangential neurons can be used to estimate egomotion from the optic
flow. We present a theory for the construction of an estimator
consisting of a linear combination of optic flow vectors that
incorporates prior knowledge both about the distance distribution of
the environment, and about the noise and egomotion statistics of the
sensor. The estimator is tested on a gantry carrying an
omnidirectional vision sensor. The experiments show that the proposed
approach leads to accurate and robust estimates of rotation rates,
whereas translation estimates are of reasonable quality, albeit less
reliable.
http://www.kyb.tuebingen.mpg.de/fileadmin/user_upload/files/publications/pdf2419.pdf
http://www.kyb.tuebingen.mpg.de/fileadmin/user_upload/files/publications/ps2419.ps
http://www.kyb.tuebingen.mpg.de
Department Schölkopf
http://www.mitpressjournals.org/doi/pdf/10.1162/0899766041941899
Biologische Kybernetik
Max-Planck-Gesellschaft
en
10.1162/0899766041941899
mofMOFranz
JSChahl
hkrappHGKrapp
article
43
Binocular contributions to optic flow processing in the fly visual system.
Journal of Neurophysiology
2001
85
724-734
Integrating binocular motion information tunes wide-field direction-selective neurons in the fly optic lobe to respond preferentially to specific optic
flow fields. This is shown by measuring the local preferred directions
(LPDs) and local motion sensitivities (LMSs) at many positions within the receptive
fields of three types of anatomically identifiable lobula plate tangential neurons: the three horizontal system (HS) neurons, the two centrifugal horizontal (CH)
neurons, and three heterolateral connecting elements. The latter impart to two of the HS and to both CH neurons a sensitivity to motion from the contralateral
visual field. Thus in two HS neurons and both CH neurons, the response field comprises part of the ipsi- and contralateral visual
hemispheres. The
distributions of LPDs within the binocular response fields of each neuron show marked similarities to the optic flow fields created by particular types of
self-movements of the fly. Based on the characteristic distributions of local preferred directions and motion sensitivities within the response fields, the
functional role of the respective neurons in the context of behaviorally relevant processing of visual wide-field motion is discussed.
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
Department Götz
http://jn.physiology.org/cgi/reprint/85/2/724.pdf
Biologische Kybernetik
Max-Planck-Gesellschaft
hkrappHGKrapp
hbgRHengstenberg
MEgelhaaf
article
81
Wide-field, motion-sensitive neurons and matched filters for optic flow fields
Biological Cybernetics
2000
8
83
3
185-197
The receptive field organization of a class of visual interneurons in the fly brain (vertical system, or VS neurons) shows a striking similarity to certain self-motion-induced optic flow fields. The present study compares the measured motion sensitivities of the VS neurons (Krapp et al. 1998) to a matched filter model for optic flow fields generated by rotation or translation. The model minimizes the variance of the filter output caused by noise and distance variability between different scenes. To that end, prior knowledge about distance and self-motion statistics is incorporated in the form of a “world model”. We show that a special case of the matched filter model is able to predict the local motion sensitivities observed in some VS neurons. This suggests that their receptive field organization enables the VS neurons to maintain a consistent output when the same type of self-motion occurs in different situations.
http://www.kyb.tuebingen.mpg.de/fileadmin/user_upload/files/publications/pdf81.pdf
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
Department Bülthoff
http://www.springerlink.com/content/872k8k3yb0teaj9k/fulltext.pdf
Biologische Kybernetik
Max-Planck-Gesellschaft
10.1007/s004220000163
mofMOFranz
hkrappHGKrapp
article
241
Dendritic structure and receptive-field organization of optic flow processing interneurons in the fly.
Journal of Neurophysiology
1998
79
1902-1917
The third visual neuropil (lobula plate) of the blowfly Calliphora erythrocephala is a center for processing motion information.
It contains, among
others, 10 individually identifiable "vertical system" (VS) neurons responding to visual wide-field motions of arbitrary patterns. We demonstrate that each VS
neuron is tuned to sense a particular aspect of optic flow that is generated during self-motion. Thus the VS neurons in the fly supply visual information for the
control of head orientation, body posture, and flight steering. To reveal the functional organization of the receptive fields of the 10 VS neurons, we determined
with a new method the distributions of local motion sensitivities and local preferred directions at 52 positions in the fly's visual field. Each neuron was
identified by intracellular staining with Lucifer yellow and three-dimensional reconstructions from
10-µm serial sections. Thereby the receptive-field
organization of each recorded neuron could be correlated with the location and extent of its dendritic arborization in the retinotopically organized neuropil of
the lobula plate. The response fields of the VS neurons, i.e., the distributions of local preferred directions and local motion sensitivities, are not uniform but
resemble rotatory optic flow fields that would be induced by the fly during rotations around various horizontal axes. Theoretical considerations and
quantitative analyses of the data, which will be presented in a subsequent paper, show that VS neurons are highly specialized neural filters for optic flow
processing and thus for the visual sensation of self-motions in the fly.
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
Department Götz
http://jn.physiology.org/cgi/reprint/79/4/1902.pdf
Biologische Kybernetik
Max-Planck-Gesellschaft
hkrappHGKrapp
bhbgBHengstenberg
hbgRHengstenberg
article
367
A fast stimulus procedure to determine local receptive field properties of motion-sensitive visual interneurons.
Vision Research
1997
37
225-234
We present a method to determine, within a few seconds, the local preferred direction (LPD) and local motion sensitivity (LMS) in small
patches of the receptive fields of wide-held motion-sensitive neurons. This allows us to map, even during intracellular recordings, the distribution of LPD
and LMS over the huge receptive fields of neurons sensing self-motions of the animal. Comparisons of the response field of a given neuron with the optic
flow fields caused by different movements in space, allows us to specify the particular motion of the animal sensed by that neuron. Copyright (C) 1996
Elsevier Science Ltd.
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
Department Götz
http://www.sciencedirect.com/science?_ob=MImg&_imagekey=B6T0W-3RBJ1C3-6-K&_cdi=4873&_orig=browse&_coverDate=11%2F29%2F1996&_sk=999629997&view=c&wchp=dGLbVtb-lSztz&_acct=C000003178&_version=1&_userid=29041&md5=5cddbec0e0451cbeeb7cd54eae7be3e6&ie=f.pdf
Biologische Kybernetik
Max-Planck-Gesellschaft
hkrappHGKrapp
hbgRHengstenberg
article
525
Estimation of self-motion by optic flow processing in single visual interneurons.
Nature
1996
384
463-466
Humans, animals and some mobile robots use visual motion cues for object detection and navigation in structured surroundings (1-4). Motion is commonly sensed by large arrays of small field movement detectors, each preferring motion in a particular direction (5, 6). Self-motion generates distinct 'optic flow fields' in the eyes that depend on the type and direction of the momentary locomotion (rotation, translation) (7).
To investigate how the optic flow is processed at the neuronal level, we recorded intracellularly from identified interneurons in the third visual neuropile of the blowfly (8). The distribution of local motion tuning over their huge receptive fields was mapped in detail. The global structure of the resulting 'motion response fields' is remarkably similar to optic flow fields. Thus, the organization of the receptive fields of the so-called
VS neurons (9,10) strongly suggests that each of these neurons specifically extracts the rotatory component of the optic flow around a particular horizontal axis. Other neurons are probably adapted to extract translatory flow components. This study shows how complex visual
discrimination can be achieved by task-oriented preprocessing in single neurons.
http://www.kyb.tuebingen.mpg.de/fileadmin/user_upload/files/publications/pdf525.pdf
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
Department Götz
Biologische Kybernetik
Max-Planck-Gesellschaft
hkrappHGKrapp
hbgRHengstenberg
inbook
1235
Extracting egomotion from optic flow: limits of accuracy and neural matched filters
2001
143-168
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
Springer, Berlin
Biologische Kybernetik
Max-Planck-Gesellschaft
H-JDahmen
mofMOFranz
hkrappHGKrapp
inbook
342
Visual sensation of self-motion in the blowfly Calliphora.
1998
2
53-70
http://www.kyb.tuebingen.mpg.de/fileadmin/user_upload/files/publications/pdf342.pdf
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
Department Götz
C.Taddei-Ferretti
World Scientific Publishers
5 Tuh Tuck Link, 596224 Singapore
Biologische Kybernetik
Max-Planck-Gesellschaft
hbgRHengstenberg
hkrappHGKrapp
bhbgBHengstenberg
techreport
1529
Wide-Field, Motion-Sensitive Neurons and Optimal Matched Filters for Optic Flow
1998
6
61
We present a theory for the construction of an optimal matched filter for
self-motion induced optic flow fields. The matched filter extracts local flow
components along a set of pre-defined directions and weights them according to
an optimization principle which minimizes the difference between estimated and
real egomotion parameters. In contrast to previous approaches, prior knowledge
about distance and translation statistics is incorporated in the form of a
"world model". Simulations indicate that the matched filter model yields
reliable self-motion estimates. A comparison of the weight distribution used
in the model with the local motion sensitivities of individual and small
groups of interneurons in the fly visual system shows a close
correspondence. This suggests that these so-called tangential neurons are
tuned to optic flow fields induced by rotation or translation along a
particular axis. They seem to weight the local optic flow according to the
contribution of input noise and the expected variability of the translatory
flow component. Their local preferred directions and motion sensitivities can
be interpreted as an adaptation to the processing requirements of estimating
self-motion from the optic flow.
This technical report has also been <a href="/main/publication.php?machwas=view_e&edit_lfnr=81">published elsewhere</a>
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
Department Bülthoff
Biologische Kybernetik
Max-Planck-Gesellschaft
Max Planck Institute for Biological Cybernetics, Tübingen
mofMOFranz
hkrappHGKrapp
poster
276
VS-neurons as matched filters for self-motion-induced optic flow fields
1998
5
26
419
http://www.kyb.tuebingen.mpg.de/fileadmin/user_upload/files/publications/pdf276.pdf
http://www.kyb.tuebingen.mpg.de/fileadmin/user_upload/files/publications/ps276.ps
http://www.kyb.tuebingen.mpg.de
Department Götz
Biologische Kybernetik
Max-Planck-Gesellschaft
Göttingen, Germany
26th Göttingen Neurobiology Conference
mofMOFranz
hbgRHengstenberg
hkrappHGKrapp
poster
574
Distribution of roll motion sensitivity in the eyes of Calliphora: a comparison between neurons and behaviour.
Brain and Evolution, Vol. II, (Eds.) N. Elsner, H.U. Schnitzler. Thieme, Stuttgart 1996
1996
349
http://www.kyb.tuebingen.mpg.de/fileadmin/user_upload/files/publications/pdf574.pdf
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
Department Götz
Biologische Kybernetik
Max-Planck-Gesellschaft
hbgRHengstenberg
hkrappHGKrapp
poster
1303
Filter neurons for specific optic flow patterns in the fly's visual systems
1995
9
4
255
The control of locomotion in a given environment requires information about instantaneous self-motion. Visually oriented animals, including man, may gain such information by analyzing the momentary optic flow pattern generated over both eyes during relative movement between animal and environment. Optic flow patterns can be described by vector fields where each single vector indicates the direction and velocity of the local relative movement at a certain position within the visual field. An optic flow pattern depends upon a set of motion parameters, namely (i) the direction of gaze and (ii) the rotatory and (iii) translatory components of self-motion. The translatory flow vectors also depend an the distance between visual objects and the eyes. Therefore, optic flow fields contain valuable information about the 3D-layout of the surroundings and instantaneous self-motion (Koenderink and van Doorn, 1987).
About 50 motion-sensitive, wide-field interneurons which are assumed to be' involved in locomotor control are located in the third visual neuropil (lobula plate) of the blowfly's (Calliphora erythrocephala) visual system (Hausen, 1993). The output of many direction-specific movement detectors (EMDS) with small receptive fields are spatially integrated in a retinotopic manner an the dendrites of these interneurons.
Are such interneurons adapted to sense specific aspects of the momentary optic flow field? To address this question, we investigated the receptive field organization of 10 identifiable interneurons of the so called vertical-system (VS; Hengstenberg, 1982) in great detail. We recorded intracellularly from the VS-neurons to determine the spatial distribution of local preferred directions and motion sensitivities at 52 positions spaced equally over the ipsilateral visual hemisphere (for method see: Menzel and Hengstenberg, 1991; Krapp and Hengstenberg 1992). The resulting response fields of the VS-neurons (about 90 recordings) show striking similarities to optic flow fields generated by specific motions in space (Krapp and Hengstenberg, 1994).
By applying an iterative least square formalism (Koenderink and van Doorn, 1987) to the response fields we calculated the optimal self-motion parameters (translatory and rotatory component) for each VS-neuron. These parameters describe an optic flow field that best fits the respective measured response field. To find out whether the VS-neurons are functionally tuned more to the translatory or to the rotatory component of self-motion we systematically varied the optimal motion parameters. The error between the measured response field and the calculated optic flow field increases if both the translatory and the rotatory component deviate from the optimal motion parameters. The increase in the error is almost the same if only the rotatory component is varied. In contrast, if the translatory component is varied and the rotatory component is kept optimal the increase in the error is considerably smaller.
The analysis of the response fields of the VS-neurons leads to the following conclusion: the VS-neurons are functionally tuned to sense rotations around different horizontally aligned body axes. The neurons VS1-VS3 are optimized to sense optic flow fields generated during nose-up pitch. VS4-VS7 are filter neurons for counterclockwise roll and VS8-VS10 are adapted to rotations around an axis that lies between the pitch and roll axes. Thus, the signals of the VS-neurons could contribute directly to visual flight control and gaze stabilization.
http://www.kyb.tuebingen.mpg.de/fileadmin/user_upload/files/publications/pdf1303.pdf
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
Department Götz
Biologische Kybernetik
Max-Planck-Gesellschaft
Cambridge, UK
4th International Congress of Neuroethology
hkrappHGKrapp
hbgRHengstenberg
poster
1301
Comparison between optic fields and response fields of visual interneurons in the lobula plate of the blowfly Calliphora.(In:Learning and Memory,
ed.by Elsner,N. and Menzel, R.)
1995
404
http://www.kyb.tuebingen.mpg.de/fileadmin/user_upload/files/publications/pdf1301.pdf
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
Department Götz
Biologische Kybernetik
Max-Planck-Gesellschaft
hkrappHGKrapp
hbgRHengstenberg
poster
515
Correspondence of dendritic field structure, receptive field organization and specific optic flow patterns in visual interneurons of the blowfly Calliphora.(In:Sensory Transduction, Vol 2, ed. by Elsner,N.,Breer,H.)
1994
453
http://www.kyb.tuebingen.mpg.de/fileadmin/user_upload/files/publications/pdf515.pdf
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
Department Götz
Biologische Kybernetik
Max-Planck-Gesellschaft
hkrappHGKrapp
bhbgBHengstenberg
hbgRHengstenberg
poster
1297
Representation of specific optical flow fields in lobula plate neurons of the blowfly Calliphora.(In:Gene, Brain, Behavior, ed. by Elsner,N.and Heisenberg,M.)
1993
357
http://www.kyb.tuebingen.mpg.de/fileadmin/user_upload/files/publications/pdf1297.pdf
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
Department Götz
Biologische Kybernetik
Max-Planck-Gesellschaft
hkrappHGKrapp
hbgRHengstenberg
poster
1294
Reliability of a fast method to determine locally the preferred direction of motion sensitive neurons.(In:Rhythmogenesis in Neurons and Networks, ed. by Elsner,N. and Richter,D.W)
1992
306
http://www.kyb.tuebingen.mpg.de/fileadmin/user_upload/files/publications/pdf1294.pdf
http://www.kyb.tuebingen.mpg.de
http://www.kyb.tuebingen.mpg.de
Department Götz
Biologische Kybernetik
Max-Planck-Gesellschaft
hkrappHGKrapp
hbgRHengstenberg