Arbabi S,
Tavernini D, Fallah S, Bowden R.
Learning Interaction-Aware Probabilistic
Action Policies for Planning in Dense Traffic.
IEEE Access. Accepted, to appear.
Download: arXiv, preprint
Arbabi S, Tavernini D, Fallah S, Bowden R.
Learning an Interpretable Model for
Driver Behavior Prediction with Inductive
Biases.
In Proc. IROS2022,
Accepted, to appear.
Download: arXiv, preprint
Kaygusuz N, Mendez-Maldonado
M, Bowden
R. AFT-VO:
Asynchronous Fusion Transformers
for Multi-View Visual Odometry
Estimation.
In Proc. IROS2022, Accepted, to
appear.
Download: arXiv, preprint
Ross J, Mendez-Maldonado M, Saha A,
Johnson M, Bowden
R.
BEV-SLAM: Building a
Globally-Consistent World Map Using
Monocular Vision. In
Proc. IROS2022, Accepted, to appear.
Download: arXiv, preprint
Saunders
B, Camgoz NC, Bowden
R. Skeletal
Graph Self-Attention: Embedding a Skeleton
Inductive Bias into Sign Language Production.
In Proc.
Sign Language Translation and Avatar Technology
(SLTAT2022). Accepted, to appear.
Download:
arXiv, preprint
Walsh H, Saunders B, Bowden
R. Changing
the Representation: Examining Language
Representation for Neural Sign Language
Production. In Proc. Sign Language
Translation and Avatar Technology (SLTAT2022).
Accepted, to appear.
Download:
arXiv, preprint, SRI
Spencer Martin J, Bowden
R, Hadfield S. Medusa:
Universal Feature Learning via Attentional
Multitasking. In Proc, CVPR2022
Workshop. Accepted,
to appear.
Download:
arXiv,
preprint, SRI
Vowels M, Camgoz NC, Bowden
R, D'ya
like DAGs? A Survey on Structure Learning and
Causal Discovery. In ACM Computing
Surveys.
DOI: 10.1145/1122445.1122456
Download: arXiv,
preprint, SRI
Saha A, Mendez-Maldonado
M, Russell C, Bowden
R, ``The
Pedestrian next to the Lamppost'' Adaptive Object
Graphs for Better Instantaneous Mapping, In
Proc IEEE Conf on Computer Vision and Patter Recognition
(CVPR2022). Accepted, to appear.
Download: arXiv,
preprint,
SRI
Saunders B, Camgoz N C, Bowden
R, Signing at Scale: Learning to
Co-Articulate Signs for Large-Scale Photo-Realistic
Sign Language Production, In
Proc IEEE Conf on Computer Vision and Patter
Recognition (CVPR2022). Accepted, to appear.
Download: arXiv,
preprint,
SRI
Saha A, Mendez-Maldonado
M, Russell C, Bowden
R, Translating
Images into Maps, In Proc. IEEE Int.
Conf. on Robotics and Automation, ICRA 2022. Accepted,
to appear.
Winner
of ICRA2022 outstanding paper award.
Download: arXiv,
preprint,
SRI
Ebling S, Camgöz NC, Bowden R,
Use of New Technologies in L2 Signed
Language Assessment, In The Handbook
of Language Assessment Across Modalities - Perspectives
on Deafness, Chapter 12.
DOI: 10.1093/oso/9780190885052.003.0036
Download: arXiv, preprint, SRI
Rochette
G, Russell C, Bowden
R,
Human Pose Manipulation and
Novel View Synthesis using
Differentiable Rendering.
In
Proc. 2021 16th IEEE International
Conference on Automatic Face and Gesture
Recognition (FG 2021), pp1-8.
DOI: 10.1109/FG52635.2021.9667033
Download:
bib,
arXiv,
preprint
Saunders
B, Camgoz N C, Bowden
R, Mixed
SIGNals: Sign Language Production via a
Mixture of Motion Primitives.
In Proc. Int, Conf, Computer Vision ,
ICCV2021, pp1919-1929.
DOI: 10.1109/ICCV48922.2021.00193
Download: bib,
arXiv,
preprint
Camgoz N C, Saunders
B, Rochette G, Giovanelli M, Inches G,
Nachtrab-Ribback R, Bowden
R,
Content4All Open Research Sign
Language Translation Datasets.
In Proc. 2021 16th IEEE International
Conference on Automatic Face and Gesture
Recognition (FG 2021), pp1-5.
DOI: 10.1109/FG52635.2021.9667087
Download: bib,
arXiv,
preprint
Jiang T, Camgoz N C, Bowden
R, Looking
for the Signs: Identifying Isolated Sign Instances
in Continuous Video Footage.
In
Proc. 2021 16th IEEE
International Conference on
Automatic Face and Gesture
Recognition (FG 2021),
pp1-8.
DOI: 10.1109/FG52635.2021.9667037
Download:
bib,
arXiv,
preprint
Saunders B, Camgoz N C, Bowden R, AnonySign:
Novel Human Appearance Synthesis for Sign Language
Video Anonymisation.
In Proc. 2021 16th IEEE
International Conference on
Automatic Face and Gesture
Recognition (FG 2021),
pp1-8.
DOI: 10.1109/FG52635.2021.9666984
Download:
bib,
arXiv,
preprint
Vowels M, Camgoz NC, Bowden
R, Targeted
VAE: Variational and Targeted Learning
for Causal Inference,
Special Track on Causal Learning in the IEEE
International Conference on Smart Data
Services SMDS2021. Accepted, to appear.
DOI: 10.1109/SMDS53860.2021.00027
Download: bib,
arXiv,
preprint
Kaygusuz N, Mendez-Maldonado M,
Bowden R,
MDN-VO:
Estimating Visual Odometry with Confidence.
In Proc. 2021 IEEE/RSJ International Conference
on Intelligent Robots and Systems (IROS), 2021,
pp. 3528-3533.
DOI: 10.1109/IROS51168.2021.9636827
Download:
bib,
arXiv,
preprint
Mendez-Maldonado M, Bowden R,
Improving Robot Localisation by
Ignoring Visual Distraction. In
Proc. 2021 IEEE/RSJ International Conference on
Intelligent Robots and Systems (IROS), 2021, pp.
3549-3554.
DOI: 10.1109/IROS51168.2021.9636595
Download:
bib,
arXiv,
preprint
Kuutti
S, Fallah S,
Bowden
R.
ARC: Adversarially Robust Control Policies for
Autonomous Vehicles. In Proc. IEEE
Intelligent Transportation Systems Society Conference
ITSC 2021. pp522-529.
DOI: 10.1109/ITSC48978.2021.9564579
Download: bib, arXiv,
preprint
Kuutti S, Fallah
S, Bowden R. Adversarial
Mixture Density Networks: Learning to Drive Safely
from Collision Data.
In Proc. IEEE Intelligent Transportation
Systems Society Conference ITSC 2021. pp705-711.
DOI: 10.1109/ITSC48978.2021.9564916
Download: bib, arXiv,
preprint
Kaygusuz N, Mendez-Maldonado M, Bowden
R, Multi-Camera
Sensor Fusion for Visual Odometry using Deep
Uncertainty Estimation. In Proc. IEEE Intelligent Transportation
Systems Society Conference ITSC 2021. pp2944-2949.
DOI: 10.1109/ITSC48978.2021.9565079
Download: bib, arXiv,
preprint
Kuutti S, Bowden R,
Fallah S. Weakly Supervised Reinforcement
Learning for Autonomous Highway Driving via
Virtual Safety Cages. Sensors. 2021,
21(6).
DOI: 10.3390/s21062032
Download: bib,
arXiv,
preprint
Saunders B, Camgoz N C, Bowden
R, Continuous 3D
Multi-Channel Sign Language Production via
Progressive Transformers and Mixture Density
Networks, In International Journal
of Computer Vision. 2021. Vol 129, pp 2113–2135.
DOI: 10.1007/s11263-021-01457-9
Download: pdf,
bib,
arXiv, preprint
Vowels M, Camgoz NC, Bowden
R, VDSM:
Unsupervised Video Disentanglement with
State-Space Modeling and Deep Mixtures of Experts.
In Proc IEEE Conf on Computer Vision and Patter
Recognition (CVPR2021), pp8172-8182.
DOI: 10.1109/CVPR46437.2021.00808
Download: bib,
arXiv,
preprint
Mendez-Maldonado M, Bowden R,
Markov Localisation using Heatmap
Regression and Deep Convolutional Odometry.
In IEEE International Conference on Robotics and
Automation (ICRA2021), pp9638-9644.
DOI: 10.1109/ICRA48506.2021.9562044
Download: bib,
arXiv,
preprint
Saha A, Mendez-Maldonado
M, Russell C, Bowden
R, Enabling
spatio-temporal aggregation in Birds-Eye-View
Vehicle Estimation. In IEEE
International Conference on Robotics and Automation
(ICRA2021),
pp5133-5139.
DOI: 10.1109/ICRA48506.2021.9561169
Download: bib,
arXiv, preprint
Walters C, Mendez-Maldonado M, Bowden R,
There and Back Again:
Self-supervised Multispectral Correspondence
Estimation. In IEEE International
Conference on Robotics and Automation (ICRA2021),
pp5147-5154.
DOI: 10.1109/ICRA48506.2021.9561621
Download: bib,
arXiv,
preprint
Albanie S, Varol G, Momeni L, Afouras T,
Brown A, Zhang C, Coto E, Camgoz NC, Saunders B, Dutta
A, Fox N, Bowden R.
Woll B, Zisserman A. SEEHEAR: Signer
Diarisation in the Wild. In Proc.
IEEE Int. Conf. on Acoustics, Speech and Signal
Processing, ICASSP2021, pp2280-2284.
DOI: 10.1109/ICASSP39728.2021.9414856
Download: bib,
arXiv, preprint
Moryossef A, Tsochantaridis I, Dinn J,
Camgoz N C, Bowden R,
Jiang T, Rios A, Muller M, Ebling S. Evaluating
the Immediate Applicability of Pose Estimation for
Sign Language Recognition. In ChaLearn Looking at People Series
Workshop: Sign Language Recognition in the Wild and
Large Scale Signer Independent Isolated SLR Challenge.
Proc. 2021 IEEE/CVF
Conference on Computer Vision and Pattern
Recognition Workshops (CVPRW), pp3429-3435.
DOI: 10.1109/CVPRW53098.2021.00382
Download: bib,
arXiv,
preprint
Jiang T, Camgoz N C, Bowden
R, Skeletor:
Skeletal Transformers for Robust Body-Pose
Estimation. In ChaLearn Looking at
People Series Workshop: Sign Language Recognition in
the Wild and Large Scale Signer Independent Isolated
SLR Challenge. Proc.
2021 IEEE/CVF Conference on Computer Vision and
Pattern Recognition Workshops (CVPRW), pp3389-3397.
DOI: 10.1109/CVPRW53098.2021.00378
Download: bib,
arXiv,
preprint
Vowels M, Camgoz N C, Bowden
R, Shadow-Mapping
for Unsupervised Neural Causal Discovery.
In Causality in Vision Workshop, Proc. 2021 IEEE/CVF
Conference on Computer Vision and Pattern Recognition
Workshops (CVPRW), 2021, pp1740-1743.
DOI: 10.1109/CVPRW53098.2021.00190
Download: bib,
arXiv,
preprint
Camgoz N C, Varol G, Albanie S, Fox N, Bowden
R,
Zisserman A, Cormier K, SLRTP 2020: The
Sign Language Recognition, Translation &
Production Workshop. In Proc. 16th
European Conference on Computer Vision (ECCV), Sign
Language Recognition, Translation & Production
(SLRTP) Workshop, 2020, Lecture Notes in COmputer
Science, Vol 12536, Springer, pp.179-185.
DOI: 10.1007/978-3-030-66096-3_13
Download: pdf,
postscript, html, bib, arXiv, preprint
Saunders B, Camgoz N C, Bowden
R,
Adversarial Training for Multi-Channel
Sign Language Production. In Proc.
British Machine Vision Conference 2020, BMVC, 2020.
Download: pdf,
postscript, html, bib, arXiv,
preprint
Saunders B, Camgoz N C, Bowden
R,
Progressive Transformers for End-to-End
Sign Language Production. In Proc.
European Conference on Computer Vision, ECCV, 2020.
Part XI, Lecture Notes in Computer Science, Vol 12356.
Springer, pp.687-705.
DOI: 10.1007/978-3-030-58621-8_40
Download: pdf,
postscript, html, bib, arXiv,
preprint
Saunders B, Camgoz N C, Bowden
R,
Everybody Sign Now: Translating Spoken
Language to Photo Realistic Sign Language Video,
arXiv preprint arXiv:2011.09846
Download: pdf,
postscript, html, bib, arXiv,
preprint
Camgoz N C, Koller O, Hadfield S, Bowden
R,
Sign Language Transformers: Joint
End-to-end Sign Language Recognition and
Translation. In IEEE/CVF Int. Conf.
on Computer Vision and Pattern Recognition (CVPR2020),
Seattle, WA, June 2020, pp.10023-10033.
DOI: 10.1109/CVPR42600.2020.01004
Download: pdf,
postscript, html, bib, arXiv,
preprint
Spencer Martin J, Bowden R,
Hadfield S,
Same Features, Different Day: Weakly
Supervised Feature Learning for Seasonal
Invariance. In IEEE/CVF Int. Conf.
on Computer Vision and Pattern Recognition (CVPR2020)
Seattle, WA, June 2020, pp.6459-6468.
DOI: 10.1109/CVPR42600.2020.00649
Download: pdf,
postscript, html, bib, arXiv,
preprint
Vowels M, Camgoz N C, Bowden R,
NestedVAE:
Isolating common factors via weak supervision.
In IEEE/CVF Int. Conf. on Computer Vision and Pattern
Recognition (CVPR2020) Seattle, WA, June 2020,
pp.9202-9212.
DOI: 10.1109/CVPR42600.2020.00922
Download: pdf,
postscript, html, bib, arXiv,
preprint
Spencer Martin J, Bowden R,
Hadfield S,
DeFeat-Net: General Monocular Depth via
Simultaneous Unsupervised Representation Learning.
In IEEE/CVF Int. Conf. on Computer
Vision and Pattern Recognition (CVPR2020) Seattle, WA,
June 2020, pp14402-14413.
DOI: 10.1109/CVPR42600.2020.01441
Download: pdf,
postscript, html, bib, arXiv,
preprint
Vowels M, Camgoz N C, Bowden R,
Gated
Variational AutoEncoders: Incorporating Weak
Supervision to Encourage Disentanglement.
In IEEE Int. Conf. on Automatic Face and Gesture
Recognition, Buenos Aires, Argentina, May 2020, Vol 1,
pp117-124.
DOI: 10.1109/FG47880.2020.00016
Download: pdf,
postscript, html, bib, arXiv,
preprint
Kuutti S, Fallah S, Bowden R,
Training
Adversarial Agents to Exploit Weaknesses in Deep
Control Policies. In Proc. IEEE Int.
Conf. on Robotics and Automation (ICRA2020), Paris,
June 2020, pp108-114.
DOI: 10.1109/ICRA40945.2020.9197351
Download: pdf,
postscript, html, bib, arXiv,
preprint
Kuutti S, Bowden R,
Jin Y,
Barber P, Fallah S. A Survey of Deep
Learning Applications to Autonomous Vehicle
Control. In IEEE Transactions on
Intelligent Transportation Systems, Jan 2020, Vol 22,
Issue 2, pp.712-733.
DOI: 10.1109/TITS.2019.2962338
Download: pdf,
postscript, html, bib, arXiv,
preprint
Stoll S, Camgoz N C, Hadfield S, Bowden
R,
Text2Sign: Towards Sign Language
Production Using Neural Machine Translation and
Generative Adversarial Networks. In
International Journal of Computer Vision, IJCV, Vol
128, Jan 2020, pp891-908.
DOI: 10.1007/s11263-019-01281-2
Download: pdf,
postscript, html, bib, preprint
Stoll S, Hadfield S, Bowden
R,
SignSynth: Data-Driven Sign Language Video
Generation. In Proc. Eighth
International Workshop on Assistive Computer Vision
and Robotics, European Conference on Computer Vision
ECCV 2020 Workshops. Lecture Notes in Computer
Science, vol 12538. Springer. 2020. pp353-370.
DOI: 10.1007/978-3-030-66823-5_21
Download: pdf,
postscript, html, bib, preprint
Camgoz N C, Koller O, Hadfield S, Bowden
R,
Multi-channel Transformers for
Multi-articulatory Sign Language Translation.
In Proc. Eighth International Workshop on Assistive
Computer Vision and Robotics, European Conference on
Computer Vision ECCV 2020 Workshops. Lecture Notes in
Computer Science, vol 12538. Springer. 2020.
pp301-319.
DOI: 10.1007/978-3-030-66823-5_18
Download: pdf,
postscript, html, bib, arXiv,
preprint
S Tornay, Camgoz N C, Bowden
R,
Magimai Doss M. A Phonology-based
Approach for Isolated Sign Production Assessment
in Sign Language. In Proc. ICMI
2020, 22nd ACM International Conference on Multimodal
Interaction. pp 102-106.
DOI: 10.1145/3395035.3425251
Download: pdf, postscript, html, bib, preprint
Mendez-Maldonado
M, Hadfield S,
Pugeault N, Bowden
R, SeDAR:
Reading
floorplans
like a human.
Using Deep
Learning to
enable
human-inspired
localisation.
In
International
Journal of
Computer
Vision IJCV,
Vol 128, Sept
2019,
pp1286-1310.
DOI:
10.1007/s11263-019-01239-4
Download:
pdf, postscript,
html, bib,
preprint
Kuutti S,
Bowden
R,
Joshi H, de Temple
R, Fallah S, Safe
Deep Neural
Network-driven
Autonomous
Vehicles Using
Software
Safety Cages,
In Proc. 20th
International
Conference on
Intelligent Data
Engineering and
Automated Learning
(IDEAL), LNCS
11872, Springer,
2019, pp150-160.
DOI: 10.1007/978-3-030-33617-2_17
Download:
pdf,
postscript,
html, bib,
preprint
Rochette
G, Russell C, Bowden
R,
Weakly-Supervised
3D Pose
Estimation
from a Single
Image using
Multi-View
Consistency.
In Proc. British
Machine Vision
Conference 2019.
Download: pdf,
postscript, html, bib, arXiv,
preprint
Walters
C, Mendez O,
Hadfield S, Bowden
R.
A
Robust
Extrinsic
Calibration
Framework for
Vehicles with
Unscaled
Sensors,
In Proc. 2019
IEEE/RSJ
International
Conference on
Intelligent Robots
and Systems (IROS
2019), Macau,
China, pp36-42.
DOI: 10.1109/IROS40897.2019.8968244
Download: pdf,
postscript, html, bib, preprint
Allday R,
Hadfield S, Bowden
R.
Auto-Perceptive Reinforcement Learning
(APRiL). In International Workshop on
the Applications of Knowledge Representation and
Semantic Technologies in Robotics (AnSWeR19) at Int Conf
on Intelligent Robots and Systems IROS 2019, pp103-112.
DOI: urn:nbn:de:0074-2487-8
Download: pdf,
postscript, html, bib, preprint
Kuutti S,
Bowden
R,
Joshi H, de Temple
R, Fallah S, End-to-end
Reinforcement
Learning for
Autonomous
Longitudinal
Control Using
Advantage
Actor Critic
with Temporal
Context.
In Proc. 22nd IEEE
Intelligent
Transportation
Systems Conference
(ITSC), Auckland,
New Zealand, 2019,
pp. 2456-2462.
DOI: 10.1109/ITSC.2019.8917387
Download: pdf,
postscript, html, bib, preprint
Kuutti S,
Fallah S, Bowden
R,
Barber P. Deep
Learning for
Autonomous
Vehicle
Control:
Algorithms,
State-of-the-Art,
and Future
Prospects.
Synthesis Lectures
on Advances in
Automotive
Technology, Amir
Khajepour (Series
Editor), Morgan
Claypool
Publishers. 2019.
DOI: 10.2200/S00932ED1V01Y201906AAT008
Download: pdf,
postscript, html, bib, preprint
Spencer
Martin J, Bowden
R,
Hadfield S. Scale-Adaptive
Neural Dense
Features:
Learning via
Hierarchical
Context
Aggregation.
In Proc. In Proc.
IEEE/CVF
Conference on
Computer Vision
and Pattern
Recognition
(CVPR), Long
Beach, CA, USA,
2019, pp.
6193-6202.
DOI: 10.1109/CVPR.2019.00636
Download: pdf,
postscript, html, bib, arXiv,
preprint
Koller O,
Camgoz NC, Ney H,
Bowden
R.
Weakly
Supervised
Learning with
Multi-Stream
CNN-LSTM-HMMs
to Discover
Sequential
Parallelism in
Sign Language
Videos.
In
IEEE
Transactions
on Pattern
Analysis and
Machine
Intelligence.
Vol 42(9),
April 2019,
pp2306 - 2320.
DOI: 10.1109/TPAMI.2019.2911077
Download: pdf,
postscript, html, bib, preprint
Cormier
K, Fox N, Woll B,
Zisserman A,
Camgoz NC, Bowden
R.
ExTOL:
Automatic
recognition of
British Sign
Language using
the BSL Corpus,
Sign Language
Translation and
Avatar Technology
(SLTAT) Workshop
2019
Download: abstract,
poster
Tornay S,
Razavi M, Camgoz
NC, Bowden
R,
Magimai.-Doss M. HMM
Based
Approaches to
Model
Multichannel
Information in
Sign Language
Inspired from
Articulatory
Features-based
Speech
Processing.
In Proc. IEEE
International
Conference on
Acoustics, Speech
and Signal
Processing
(ICASSP) 2019,
pp2817-2821.
DOI: 10.1109/ICASSP.2019.8683167
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postscript, html, bib, preprint
Koller O,
Zargaran S, Ney
H,
Bowden
R, Deep
Sign: Enabling
Robust
Statistical
Continuous Sign
Language
Recognition via
Hybrid CNN-HMMs,
In
International
Journal of
Computer Vision,
IJCV, Vol
126, Issue 12, Oct
2018, pp1311-1325.
DOI: 10.1007/s11263-018-1121-3
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postscript,
html, bib, preprint
Spencer
Martin J, Mendez O,
Bowden
R,
Hadfield S. Localisation
via Deep
Imagination:
Learn the
Features not the
Map,
In Proceedings of
the European
Conference on
Computer Vision
(ECCV), ApolloScape
Workshop, ECCV 2018
Workshops, LNCS
11133, pp 710-726.
DOI: 10.1007/978-3-030-11021-5_44
Download: pdf,
postscript, html, bib, preprint
Stoll
S, Camgoz N C,
Hadfield S, Bowden
R,
Sign
Language
Production using
Neural Machine
Translation and
Generative
Adversarial
Networks.
In Proc. British Machine Vision Conference,
BMVC2018.
DOI: TBA
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postscript, html, bib, preprint
Camgoz
N C, Hadfield S,
Koller O, Ney
H, Bowden
R,
Neural
Sign Language
Translation.
In IEEE Conference
on Computer Vision
and Pattern
Recognition
(CVPR18), Salt Lake
pp City, June 2018,
pp7784-7793.
DOI: 10.1109/CVPR.2018.00812
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postscript, html, bib, preprint
Hadfield
S, Lebeda
K, Bowden
R,
HARD-PnP: PnP
Optimization Using
a Hybrid
Approximate
Representation. In
IEEE
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on Pattern
Analysis and
Machine
Intelligence.
Vol 41(3), Feb
2018, pp
768-774.
DOI:
10.1109/TPAMI.2018.2806446
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postscript, html, bib, preprint
Mendez-Maldonado
M, Hadfield S,
Pugeault N, Bowden
R,
SeDAR
– Semantic
Detection and
Ranging: Humans
can localise
without LiDAR, can
robots? In
IEEE
International
Conference on
Robotics and
Automation
(ICRA2018),
Brisbane, QLD,
2018, pp. 1-8.
DOI:
10.1109/ICRA.2018.8461074
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postscript, html, bib, preprint
Ebling
S, Camgöz NC, Boyes
Braem P, Tissi K,
Sidler-Miserez S,
Stoll S, Hadfield S,
Haug T, Bowden
R,
Tornay S, Razavi M,
Magimai-Doss M, SMILE
Swiss German
Sign Language
Dataset.
In Proc. 11th
International
Conference on
Language Resources
and Evaluation,
LREC2018.
DOI:
www.aclweb.org/anthology/L18-1666
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postscript, html, bib, preprint
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M, Leonardis A,
Matas J, Felsberg M,
Pflugfelder R,
Cehovin Zajc L,
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Lukezic A, Eldesokey
A, Fernandez G,
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He A, Smeulders A,
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Chen B, Kim C, Xu C,
Xiong C, Tian C, Luo
C, Sun C, Hao C, Kim
D, Mishra D, Chen D,
Wang D, Wee D,
Gavves E, Gundogdu
E, Velasco-Salido E,
Shahbaz Khan F ,
Yang F, Zhao F, Li
F, Battistone F, De
Ath G, Subrahmanyam
G, Bastos G , Ling
H, Galoogahi HK, Lee
H, Li H, Zhao H, Fan
H, Zhang H,
Possegger H, Li H,
Lu H, Zhi H, Li H,
Lee H, Chang H J ,
Drummond I, Valmadre
J, Spencer Martin J,
Chahl J, Choi J Y,
Li J, Wang J, Qi J,
Sung J, Johnander J,
Henriques J, Choi J,
van de Weijer J,
Rodrıguez Herranz J,
Martınez J M,
Kittler J, Zhuang J,
Gao J, Grm K, Zhang
L , Wang L, Yang L,
Rout L, Si L,
Bertinetto L , Chu
L, Che M, Maresca M
E, Danelljan M, Yang
M-S, Abdelpakey M,
Shehata M, Kang M,
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Camgoz
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Mendez-Maldonado
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Hadfield
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Krejov P, Gilbert A,
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Hadfield S,
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Hollywood 3D: What are the best 3D features
for Action Recognition?, In
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Rebecca, Hadfield S, Bowden
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Camgoz
N C, Hadfield
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Cooper H,
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Lebeda K, Hadfield
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Camgoz N C, Hadfield S,
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Collaborative Sensors, In Proc.
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Koller O,
Zargaran S, Ney H,
Bowden R, Deep
Sign: Hybrid CNN-HMM for Continuous Sign Language
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Koller O, Ney
H, Bowden
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to Train a CNN on 1 Million Hand Images When Your
Data Is Continuous and Weakly Labelled.
In IEEE Conference on Computer Vision and Pattern
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Koller O, Ney
H, and Bowden
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Language Recognition. In LREC Workshop
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Corpus Mining, Portorož, Slovenia, May 2016, pp121-128.
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Lebeda K,
Hadfield S, Matas J, Bowden R,
Texture-Independent Long-Term Tracking Using
Virtual Corners, In IEEE Transactions
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Ong
E, Pugeault N, Gilbert A, Bowden R,
Learning multi-class
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In Proc. Eighth Int. Conf. On Pervasive Patterns and
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Martin-Nieto R, Pelapur R, Bowden R,
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Pugeault N, Bowden R, How
much of driving is preattentive?, In IEEE Transactions on Vehicular Technology.
Volume 64, Number 12, pp5424-5438.
DOI: 10.1109/TVT.2015.2487826
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Lebeda K,
Hadfield S, Bowden R,
Exploring Causal Relationships in Visual
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Hadfield
S, Bowden
R, Exploiting
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Koller O, Ney
H, Bowden
R, Deep Learning of
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Lebeda K,
Hadfield S, Bowden R,
Dense Rigid Reconstruction from Unstructured
Discontinuous Video. In Proc. 5th IEEE Workshop on 3D
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Gilbert
A, Bowden R, Geometric
Mining: Scaling Geometric Hashing to Large Datasets.
In Proc. 3rd Workshop on Web-scale Vision and Social
Media (VSM), IEEE Int. Conf. on Computer Vision
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Kristan M,
Matas J, Leonardis A, Felsberg M, Čehovin L, Fernandez
G, Vojir T, Häger G, Nebehay G, Pflugfelder R, Gupta A,
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B, Martinez B, Lee B, Han B, Wang C, Garcia C, Zhang C,
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Yeung D, Ribeiro E, Shahbaz Khan F, Porikli F, Bunyak F,
Zhu G, Seetharaman G, Kieritz H, Tuen Yau H, Li H, Qi H,
Bischof H, Possegger H, Lee H, Nam H, Bogun I, Jeong J,
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Young Choi J, Kim J, Lang J, Martinez J, Choi J, Xing J,
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Elder J, Ong E
J, Bowden
R, IVACS-Interactive Visual
Analytics for Cyber Security. Accepted,
to appear in IEEE VIS, Oct 2015.
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Krejov, P,
Gilbert A, Bowden R,
Combining discriminative and model based
approaches for hand pose estimation.
In 11th International Conference on Automatic Face and
Gesture Recognition (FG), Vol 1, 2015. pp1-7
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Bowden
R, The Evolution of Computer
Vision (Abstract), Perception 44, Aug 2015, pp 360-361.
DOI: 10.1177/0301006615598674
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Lebeda K, Hadfield S, Bowden
R, 2D Or Not 2D: Bridging
the Gap Between Tracking and Structure from Motion.
In Proc ACCV2014,
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Gilbert A, Bowden
R, Data mining for Action
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Vol 9007, 2015, pp290-303.
DOI: 10.1007/978-3-319-16814-2_19
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Hadfield S, Lebeda K, Bowden
R, Natural action
recognition using invariant 3D motion encoding.
In Proc. Europen Conf Computer Vision, ECCV2014, LNCS
8690, pp758-771.
DOI: 10.1007/978-3-319-10605-2_49
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Koller O, Ney H, Bowden
R, Read
My Lips: Continuous Signer Independent Weakly
Supervised Viseme Recognition. In Proc. Europen Conf Computer Vision,
ECCV2014, LNCS 8690, pp281-296.
DOI: 10.1007/978-3-319-10590-1_19
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Kristan M, Pflugfelder R, Leonardis A, Matas J,
Cehovin L, Nebehay G, Vojir T, Fernández G, Lukežic A,
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C, Garcia C, Pangeršic D, Häger G, Shahbaz Khan F,
Oven F, Possegger H, Bischof H, Nam H, Zhu J, Li J,
Choi JY, Choi JW, Henriques JF, Joost van de Weijer,
Batista J, Lebeda K, Öfjäll K, Yi KM, Qin L, Wen L,
Maresca ME, Danelljan M, Felsberg M, Cheng MM, Torr P,
Huang Q, Bowden
R, Hare S, Lim SY, Hong
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Mauthner T, Vineet V, Lin W, Li Y, Qi Y, Lei Z, Niu Z.
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preprint
Hadfield S, Bowden
R, Scene
Flow Estimation using Intelligent Cost Functions,
In Proceedings of the British Conference on Machine
Vision (BMVC), 2014.
DOI: 10.5244/C.28.108
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Marter M, Hadfield S, Bowden R,
Friendly Faces: Weakly supervised
character identification, In Face
and Facial Expression Recognition from Real World
Videos, ICPR2014, LNCS Vol 8912, 2015, pp121-132.
DOI: 10.1007/978-3-319-13737-7_11
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preprint
Oshin O, Gilbert A, Bowden
R, Capturing
Relative Motion and Finding Modes for Action
Recognition In The Wild. Int.
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Vol 125, 2014, pp155-171.
DOI: 10.1016/j.cviu.2014.04.005
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bib,
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Ong E J, Koller O, Pugeault N, Bowden R, Sign
Spotting using Hierarchical Sequential Patterns
with Temporal Intervals. In Proc
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Recognition (CVPR'2014), 2014, pp1931-1938.
DOI: 10.1109/CVPR.2014.248
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preprint
Krejov P, Gilbert A, Bowden R,
Multi-Touchless Interfaces: Interacting
beyond the screen. In IEEE Computer
Graphics and Applications, CG&A, Vol 34(3), 2014,
pp40-48.
DOI: 10.1109/MCG.2014.44
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preprint
Hadfield S, Bowden
R, Scene Particles:
Unregularized Particle Based Scene Flow Estimation.
In IEEE Transactions on Pattern Analysis and Machine
Intelligence, PAMI, 36(3), pp 564-576.
DOI: 10.1109/TPAMI.2013.162
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bib,
preprint
Koller O, Ney H, Bowden
R, Weakly
Supervised Automatic Transcription of Mouthings
for Gloss-Based Sign Language Corpora.
LREC Workshop on the Representation and Processing of
Sign Languages: Beyond the Manual Channel. In LREC
Proceedings 2014. pp94-98.
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bib,
preprint
Hadfield S, Bowden
R, Hollywood 3D: Recognizing
Actions in 3D Natural Scenes. In
Proceedings of the 2013 IEEE Conference on Computer
Vision and Pattern Recognition, CVPR2013,
pp3398-3405.
DOI: 10.1109/CVPR.2013.436
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Holt B, Bowden
R, Efficient
Estimation of Human Upper Body Pose in Static
Depth Images, Computer Vision,
Imaging and Computer Graphics. Theory and Apllication
Communications in Computer and Information Science.
Vol 359, pp299-410.
DOI: 10.1007/978-3-642-38241-3_27
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preprint
Sergio Escalera, Jordi Gonzàlez, Xavier Baró,
Miguel Reyes, Isabelle Guyon, Vassilis Athitsos, Hugo
J. Escalante, Leonid Sigal, Antonis Argyros, Cristian
Sminchisescu, Bowden
R, Stan Sclaroff. ChaLearn
Multi-Modal Gesture Recognition 2013: Grand
Challenge and Workshop Summary.
ICMI’13, In Proc 15th ACM International Conference on
Multimodal Interaction, Sydney Australia, Dec 9-13,
2013, pp365-368.
DOI: 10.1145/2522848.2532597
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preprint
Lebeda K, Hadfield S, Matas J, Bowden R. Long-Term
Tracking Through Failure Cases.
VOT2013 Challenge workshop, In Proc. IEEE
International Conference on Computer Vision Workshops,
ICCV2013, pp153-160.
DOI: 10.1109/ICCVW.2013.26
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Kristan M, Pflugfelder R, Leonardis A, Matas J,
Porikli F, Cehovin L, Nebehay G, Fernandez G, Vojir T,
Gatt A, Khajenezhad A, Salahledin A, Soltani-Farani A,
Zarezade A, Petrosino A, Milton A, Bozorgtabar B, Li
B, Chan CS, Heng C, Ward D, Kearney D, Monekosso D,
Karaimer HC, Rabiee HR, Zhu J, Gao J, Xiao J, Zhang J,
Xing J, Huang K, Lebeda K, Cao L, Maresca ME, Lim MK,
ELHelw M, Felsberg M, Remagnino P, Bowden R, Goecke
R, Stolkin R, YueYing Lim S, Maher S, Poullot S, Wong
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Visual Object Tracking VOT2013 challenge results.
VOT2013 Challenge workshop, In Proc.
IEEE International Conference on Computer Vision
Workshops, ICCV2013, pp98-111.
DOI: 10.1109/ICCVW.2013.20
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Bowden R,
Seeing and Understanding People,
Computational Vision and Medical Image Processing IV,
VIPIMAGE2013, Part 1, Chapter 2, CRC Press, pp9-15.
DOI: 10.1201/b15810-4
Invited Speaker.
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bib,
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Bowden R,
Cox S, Harvey R, Lan Y, Ong J, Owen G, Theobald B, Recent
Developments in Automated Lip-Reading.
In Proc. SPIE 8901, Optics and
Photonics for Counterterrorism, Crime Fighting and
Defence IX; and Optical Materials and Biomaterials in
Security and Defence Systems Technology X, 89010J,
Oct, 2013.
DOI: 10.1117/12.2029464
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Sheerman-Chase T, Ong E J, Bowden
R, Non-linear Predictors for
Facial feature Tracking across Pose and
Expression. 10th IEEE Int. Conf on
Automatic Face and Gesture Recognition FG2013,
Shanghai, China. 22-26 April 2013, pp1-8.
DOI: 10.1109/FG.2013.6553763
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Sheerman-Chase T, Ong E, Pugeault N, Bowden R, Improving
Recognition and Identification of Facial Areas
Involved in Non-verbal Communication by Feature
Selection, 10th IEEE Int. Conf on
Automatic Face and Gesture Recognition FG2013,
Shanghai, China. 22-26 April 2013.
DOI: 10.1109/FG.2013.6553764
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postscript, html, bib
Holt B, Ong E J, Bowden
R, Accurate Static Pose
Estimation Combining Direct Regression and
Geodesic Extrema, 10th IEEE Int. Conf on
Automatic Face and Gesture Recognition FG2013,
Shanghai, China. 22-26 April 2013, pp1-7.
DOI:
10.1109/FG.2013.6553768
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Koller O, Ney H, Bowden
R, May the Force be with you:
Force-Aligned SignWriting for Automatic Subunit
Annotation of Corpora, 10th IEEE Int. Conf
on Automatic Face and Gesture Recognition FG2013,
Shanghai, China. 22-26 April 2013, pp1-6.
DOI:10.1109/FG.2013.6553777
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postscript, html, bib
Krejov P, Bowden
R, Multitouchless: Real-Time
Fingertip Detection and Tracking Using Geodesic
Maxima, 10th IEEE Int. Conf on Automatic
Face and Gesture Recognition FG2013, Shanghai, China.
22-26 April 2013, pp.
DOI: 10.1109/FG.2013.6553778
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Ellis L, Pugeault N, Öfjäll K, Hedborg
J, Bowden R,
Felsberg M, Autonomous navigation and sign
detector learning, 2013 IEEE Workshop on
Robot Vision (WORV), Jan. 2013, pp 144-151.
DOI: 10.1109/WORV.2013.6521929
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preprint
Gilbert A, Bowden
R, A Picture is Worth a Thousand
Tags: Automatic Web Based Image Tag Expansion,
In Proc 11th Asian Conference on Computer Vision (ACCV
2012), LNCS 7725, Springer, pp447-460.
DOI: 10.1007/978-3-642-37444-9_35
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preprint
Lebeda K, Matas J, Bowden
R, Tracking the Untrackable: How
to Track When Your Object Is Featureless,
In Proc. ACCV Workshop on Detection and Tracking in
Challenging Environements, DTCE, ACCV2012, Part II,
LNCS7729, Daejeon, Korea, Nov 2012, pp347-359.
DOI:
10.1007/978-3-642-37484-5_29
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Shaukat A, Gilbert A, Windridge D, Bowden R, Meeting
in the Middle: A Top-Down and Bottom-Up Approach
to Detect Pedestrians, In Proc
International Conference on Pattern Recognition
(ICPR12), 2012, pp874-877.
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Ong E J, Cooper H, Pugeault N, Bowden R, Sign
Language Recognition using Sequential Pattern
Trees, In IEEE Int. Conf Computer Vision
and Pattern Recognition, (CVPR), 2012, pp
2200-2207.
DOI:10.1109/CVPR.2012.6247928
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Hadfield
S, Bowden
R, Go with the Flow: 3D Hand
Trajectories via Scene Flow, In Int. Conf.
on Image Analysis and Recognition, ICIAR2012,
Springer, LNCS Vol 7324/2012, pp285-295.
DOI: 10.1007/978-3-642-31295-3_34
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pdf2,
postscript, html,
bib
Holt B, Bowden
R, Static Pose Estimation from
Depth Images using Random Regression Forests and
Hough Voting, In Int. Joint Conf on
Computer Vision, Imaging and Computer Graphics Theory
and Applications, VISAPP2012, pp557-564. Winner of the Best Student
Paper Prize.
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Gupta A, Bowden
R, Unity in Diversity:
Discovering Topics from Words - Information
Theoretic Co-clustering for Visual Categorization,
In Int. Joint Conf on Computer Vision,
Imaging and Computer Graphics Theory and Applications,
VISAPP2012, pp628-633.
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Cooper H, Pugeault N, Ong E J, Bowden R, Sign
Language Recognition using Sub-Units, Int.
Journal Machine Learning Research. Vol 13, Jul
2012, pp2205-2231.
DOI: jmlr.csail.mit.edu/papers/v13/cooper12a.html
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Merino L, Gilbert A, Capitán J, Bowden R, Illingworth J
and Ollero A, Data Fusion in Ubiquitous
Networked Robot Systems for Urban Services,
In Annals of Telecommunications, Springer, June 2012.
DOI: 10.1007/s12243-012-0311-1
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postscript, html, bib
Efthimiou E, Fotinea S, Hanke T, Glauert
J, Bowden R,
Braffort A, Collet C, Maragos P, Lefebvre-Albaret
F, The Dicta-Sign Wiki: Enabling Web
Communication for the Deaf, In Computers
Helping People with Special Needs, LNCS 7383,
Springer, 2012, pp205-212.
DOI: 10.1007/978-3-642-31534-3_32
Download: pdf1,
pdf2,
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Bowden
R, Cox SJ, Harvey RW, Lan Y,
Ong EJ, Owen G, Theobald BJ, Is automated
conversion of video to text a reality? Proceedings
of SPIE - The International Society for Optical
Engineering 8546 01 Dec 2012.
DOI: 10.1117/12.979437
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postscript, html, bib
Hadfield S, Bowden R,
Generalised Pose Estimation Using Depth.
In. Trends and Topics in Computer Vision. ECCV2010
Workshops, Revised Selected Papers, Part I, LNCS 6553,
pp 312-325.
DOI: 10.1007/978-3-642-35749-7_24
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postscript, html, bib
Efthimiou E, Fotinea S, Hanke T, Glauert
J, Bowden R,
Braffort A, Maragos P, Lefebvre-Albaret F, Sign
Language technologies and resources of the
Dicta-Sign project, In Proc. of the
5th Workshop on the Representation and Processing of
Sign Languages: Interactions between Corpus and
Lexicon (LREC-2012), May 2012, pp37-44.
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Gupta A, Bowden R, Fuzzy
Encoding for Image Classication using
Gustafson-Kessel Algorithm, In
Proceedings of the IEEE International Conference on
Image Processing, ICIP2012, Orlando, 2012,
pp3137-3140.
DOI: 10.1109/ICIP.2012.6467565
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postscript, html, bib
Ong E J, Bowden
R, Robust Facial Feature
Tracking using Shape-Constrained Multi-Resolution
Selected Linear Predictors. IEEE Trans
Pattern Analysis and Machine Learning, Vol 33(9),
pp1844-1859, Sept 2011.
DOI: 10.1109/TPAMI.2010.205
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preprint
Gilbert A, Illingworth J, Bowden
R, Action Recognition using
Mined Hierarchical Compound Features, IEEE
Trans Pattern Analysis and Machine Learning, Vol
33(5), pp883-897, May 2011.
DOI: 10.1109/TPAMI.2010.144
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preprint
Okwechime D, Ong E J, Bowden
R, MIMiC: Multimodal Interactive
Motion Controller, IEEE Transactions on
Multimedia. (TMM 2011), Vol 13(2), pp255-265.
DOI: 10.1109/TMM.2010.2096410
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preprint
Ellis L, Downson N, Matas J, Bowden
R, Linear Regression and
Adaptive Appearance Models for Fast Simultaneous
Modeling and Tracking, International
Journal of Computer Vision, Vol 95(2), pp154-179,
Springer, 2011.
DOI:
10.1007/s11263-010-0364-4
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preprint
Moore
S,
Bowden R,
Local Binary Patterns for Multi-view Facial
Expression Recognition. In Computer
Vision and Image Understanding, 115(4), pp541-558.
April 2011.
DOI: 10.1016/j.cviu.2010.12.001
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Gilbert A, Bowden
R, iGroup:
Weakly supervised image and video grouping,
In Proc. IEEE Int. Conference
Computer Vision, ICCV2011, Barcelona, Nov 2011,
pp2166-2173.
DOI: 10.1109/ICCV.2011.6126493 Download: pdf,
postscript, html, bib
Hadfield
S, Bowden
R, Kinecting the Dots: Particle
Based Scene Flow From Depth Sensors, In
Proc. IEEE Int. Conference Computer Vision, ICCV2011,
Barcelona, Nov 2011, pp2290-2295.
DOI: 10.1109/ICCV.2011.6126509
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Gilbert A, Bowden
R, Push and Pull: Iterative
Grouping of Media, In Proc. British
Machine Vision Conference BMVC'11, pp66.1-66.12,
Dundee, Sept 2011.
DOI: 10.5244/C.25.66
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Ong E J, Bowden
R, Learning
Sequential Patterns for Lipreading, In
Proc. British Machine Vision Conference BMVC'11, pp
55.1--55.10, Dundee, Sept 2011.
DOI: 10.5244/C.25.55
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Gupta
A, Bowden R, Evaluating Dimensionality
Reduction Techniques for Visual Category
Recognition using Renyi Entropy, In
Proc. European Signal Processing Conference
(EUSIPCO2011).
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Cooper H, Holt B, Bowden
R, Sign Language Recognition,
In Looking at People: Automatic visual analysis of
humans, Part 4. Thomas B. Moeslund, Adrian Hilton,
Volker Krüger, Leonid Sigal (Eds). Springer
2011. pp539-562.
DOI: 10.1007/978-0-85729-997-0_27
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postscript, html, bib
Okwechime D, Ong E J, Gilbert A, Bowden R, Visualisation
and Prediction of Conversation Interest through
Mined Social Signals, In Proc. IEEE
International Conference on Automatic Face &
Gesture Recognition and Workshops (FG 2011),
pp951-956.
DOI: 10.1109/FG.2011.5771380
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Oshin O, Gilbert A, Bowden
R, There is
more than one way to get out of a car: Automatic
Mode Finding for Action Recognition in the Wild,
In Pattern Recognition and Image Analysis. 5th
Iberian Conference, IbPRIA 2011, LNCS Vol 6669,
Springer 2011, pp41-48.
DOI: 10.1007/978-3-642-21257-4_6
Winner of the Best Paper Prize.
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Oshin O, Gilbert A, Bowden
R, Capturing the Relative
Distribution of Features for Action Recognition,
In Proc. IEEE International
Conference on Automatic Face & Gesture
Recognition and Workshops (FG 2011), pp111-116.
DOI: 10.1109/FG.2011.5771382
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Cooper H, Pugeault N, Bowden
R, Reading the Signs: A Video
Based Sign Dictionary, In Proc IEEE
International Conference on Computer Vision Workshops
(ICCV Workshops), Nov 2011, pp914-919.
DOI: 10.1109/ICCVW.2011.6130349
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Ong E J, Bowden
R, Learning Temporal Signatures
for Lip Reading, In Proc IEEE
International Conference on Computer Vision Workshops
(ICCV Workshops), Nov 2011, pp958-965.
DOI: 10.1109/ICCVW.2011.6130355
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Holt B, Ong E J, Cooper H, Bowden
R, Putting the pieces together:
Connected Poselets for Human Pose Estimation,
In Proc IEEE International Conference on Computer
Vision Workshops (ICCV Workshops), Workshop on
Consumer Depth Cameras for Computer Vision, Nov 2011,
pp1196-1201..
DOI: 10.1109/ICCVW.2011.6130386
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Pugeault N, Bowden
R, Spelling It Out: Real-Time
ASL Fingerspelling Recognition, In Proc
IEEE International Conference on Computer Vision
Workshops (ICCV Workshops), Workshop on Consumer Depth
Cameras for Computer Vision, Nov 2011, pp1114-1119.
DOI: 10.1109/ICCVW.2011.6130290
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postscript, html, bib
Pugeault N, Bowden
R, Driving me Around the Bend:
Learning to Drive from Visual Gist. In
Proc IEEE International Conference on Computer Vision
Workshops (ICCV Workshops), Workshop on Challenges and
Opportunities in Robotic Perception, Nov 2011,
pp1022-1029.
DOI: 10.1109/ICCVW.2011.6130363
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postscript, html, bib
Sheerman-Chase T, Ong E J, Bowden
R, Cultural Factors in the
Regression of Non-Verbal Communication Perception,
In Proc IEEE International Conference on Computer
Vision Workshops (ICCV Workshops), Workshop on Human
Interaction in Computer Vision, Nov 2011, pp1242-1249.
DOI: 10.1109/ICCVW.2011.6130393
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postscript, html, bib
Elliott R, Cooper H M, Ong E J, Glauert
J, Bowden R,
Lefebvre-Albaret F, Search-By-Example in
Multilingual Sign Language Databases, In
Proc. Sign Language Translation and Avatar
Technologies Workshops, 2011.
DOI: 10.1007/978-3-642-31534-3_32
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postscript, html, bib
Okwechime D, Ong E J, Gilbert A, Bowden R, Social
Interactive Human Video Synthesis, In
Proc.Tenth Asian Conference on Computer Vision (ACCV
2010) Volume I, Nov 10,, LNCS 6492, Springer
2011, pp256-270.
DOI: 10.1007/978-3-642-19315-6_20
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preprint
Ellis L, Felsberg M, Bowden
R, Affordance Mining: Forming
Perception Through Action, In Proc. Tenth
Asian Conference on Computer Vision (ACCV 2010) Volume
IV, Nov 10, LNCS 6495, Springer 2011, pp525-538.
DOI: 10.1007/978-3-642-19282-1_42
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preprint
Hadfield S, Bowden
R, Generalised Pose
Estimation Using Depth, In Proc. Int.
Workshop on Sign, Gesture and Activity. European
Conference on Computer Vision, ECCV2010, LNCS 6553,
Springer 2012, pp312-325.
DOI:.10.1007/978-3-642-35749-7_24
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preprint
Pugeault N, Bowden
R, Learning Pre-attentive
Driving Behaviour from Holistic Visual Features.
In Proc. European Conference on Computer Vision ECCV
2010, Part VI, LNCS 6316, pp. 154–167.
DOI:
10.1007/978-3-642-15567-3_12
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Sanfeliu A, Andrade-Cetto J, Barbosa M,
Bowden R,
Capitan J, Corominas A, Gilbert A, Illingworth
J, Merino L, Mirats J, Moreno P, Ollero A,
Sequeira J, Spaan M, Decentralized Sensor
Fusion for Ubiquitous Networking Robotics in Urban
Areas, In Sensors 2010, 10,
pp2274-2314.
DOI:10.3390/s100302274
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Oshin O, Gilbert A, Illingworth J, Bowden R, Learning
to Recognise Spatio-Temporal Interest Points,
In Machine Learning for Human Motion Analysis: Theory
and Practice , Liang Wang and Li Cheng and Guoying
Zhao (Eds), IGI Publishing, Ch 2, pp14-30, 2010.
DOI: 10.4018/978-1-60566-900-7.ch002
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Cooper H, Bowden
R, Sign Language Recognition
using Linguistically Derived Sub-Units, In
Proc. 4th Workshop on the Representation and
Processing of Sign Languages: Corpora and Sign
Language Technologies, LREC2010, Malta, May 2010,
pp57-61.
DOI: 10.1.1.168.6462
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Efthimiou E, Fotinea S E, Hanke T,
Glauert J, Bowden R,
Braffort A, Collet C, Maragos P, Goudenove F. DICTA-SIGN:
Sign Language Recognition, Generation and
Modelling with application in Deaf Communication.
In Proc. 4th Workshop on the Representation and
Processing of Sign Languages: Corpora and Sign
Language Technologies, LREC2010, Malta, May 2010, LNCS
5614, pp80-84.
DOI:
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Moore S, Ong E J, Bowden
R, Facial Expression Recognition
using Spatiotemporal Boosted Discriminatory
Classifiers, In International Conference
on Image Analysis and Recognition ICIAR 2010,
LNCS 6111, Portugal, June 2010, Springer, pp405-414.
DOI: 10.1007/978-3-642-13772-3_41
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Gilbert A, Illingworth J, Bowden
R, Fast Realistic Multi-Action
Recognition using Mined Dense Spatio-temporal
Features, In Proc. Int. Conference
Computer Vision ICCV09, Kyoto, Japan. pp925-931. ©
IEEE
DOI: 10.1109/ICCV.2009.5459335
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Ong E J, Lan Y, Theobald B J, Harvey R,
Bowden R, Robust
Facial Feature Tracking using Selected
Multi-Resolution Linear Predictors, In
Proc. Int. Conference Computer Vision ICCV09, Kyoto,
Japan. pp1483-1490. © IEEE
DOI: 10.1109/ICCV.2009.5459283
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Ong E J, Ellis L, Bowden
R, Problem Solving Through
Imitation. Journal of Image
and Vision Computing, 27(11), Oct 2009, pp1715-1728.
DOI: 10.1016/j.imavis.2009.04.016
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Cooper H M, Bowden
R, Learning Signs from
Subtitles: A Weakly Supervised Approach to Sign
Language Recognition. In
IEEE Computer Society International Conference on
Computer Vision and Pattern Recognition, CVPR09.
pp2568-2574.
DOI:10.1109/CVPRW.2009.5206647
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Gilbert A, Capitain J, Bowden
R, Merino L, Accurate Fusion of
Robot, Camera and Wireless Sensors for
Surveillance Applications, In Proc. Ninth
IEEE International Workshop on Visual Surveillance
2009, VS2009, ICCV09, Kyoto, Japan.
DOI: 10.1109/ICCVW.2009.5457462
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postscript, html, bib
Efthimiou E, Fotinea S E, Vogler C,
Hanke T, Glauert J R W, Bowden
R, Braffort A, Collet C, Maragos P,
Segouat J, Sign Language Recognition,
Generation, and Modelling: A Research Effort with
Applications in Deaf Communication. HCI
(5) Universal Access in Human-Computer Interaction.
Applications and Services, 2009: 21-30.
DOI: 10.1007/978-3-642-02707-9_3
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postscript, html, bib
Cooper H M, Bowden
R, Sign Language Recognition:
Working with Limited Corpora. HCI (7)
Universal Access in Human-Computer Interaction.
Applications and Services, 2009: 472-481.
DOI: 10.1007/978-3-642-02713-0
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postscript, html, bib
Okwechime D, Bowden
R, Real-Time Motion Control
Using Pose Space Probability Density Estimation,
In Proc. 12th Int. Conference on Computer
Vision, ICCV Workshop: IEEE International Workshop on
Human-Computer Interaction, Kyoto, 2009.pp2056-2063. ©
IEEE
DOI: 10.1109/ICCVW.2009.5457534
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postscript, html, bib
Moore S, Bowden
R, The Effects of Pose On Facial
Expression Recognition, In Proc. British
Machine Vision Conference BMVC'09, London 2009.
pp1-11.
DOI: 10.5244/C.23.79
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postscript, html, bib
Sheerman-Chase T, Ong E J, Bowden
R, Feature Selection of Facial
Displays for Detection of Non Verbal Communication
in Natural Conversation. In Proc. 12th
Int. Conference on Computer Vision, ICCV Workshop:
IEEE International Workshop on Human-Computer
Interaction, Kyoto, 2009.pp1985-1992. © IEEE
DOI: 10.1109/ICCVW.2009.5457525
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Sheerman-Chase T, Ong E J, Bowden
R, Online Learning of Robust
Facial Feature Trackers, In Proc. 12th Int. Conference on Computer
Vision, ICCV, Workshop: Third IEEE Workshop on
On-line Learning for Computer Vision, Kyoto, Japan,
2009, pp1386-1392.
DOI: 10.1109/ICCVW.2009.5457450
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Oshin O, Gilbert A, Illingworth I, Bowden R, Action
Recognition using Randomized Ferns, In
Proc. 12th Int. Conference on Computer Vision, ICCV
Workshop: IEEE workshop on Video-Oriented Object and
Event Classification, Kyoto, Japan.
pp530-537. © IEEE
DOI: 10.1109/ICCVW.2009.5457657
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Lan Y, Harvey R, Theobald Barry-John,
Ong E J, Bowden R,
Comparing Visual Features for Lipreading,
The eighth International Conference on Auditory-Visual
Speech Processing (AVSP) 2009, pp102-106.
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Oshin O, Gilbert A, Illingworth I, Bowden R, Spatio-Temporal
Feature Recognition using Randomised Ferns.
In Proc. International Workshop on Machine Learning
for Vision Based Motion Analysis, ECCV08.
DOI:
inria-00326716
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bib
Ellis L, Matas
J,Bowden R,
Online Learning and Partitioning of Linear
Displacement Predictors for Tracking,
British Machine Vision Conference 08, Vol 1, pp33-43,
Sept 2008.
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html, bib
Ong E J, Bowden R, Robust
Lip-Tracking using Rigid Flocks of Selected Linear
Predictors, In Proc. 8th IEEE
International Conf. on Automatic Face and Gesture
Recognition, FG2008.
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html, bib
Gilbert A, Illingworth J, Bowden
R, Scale
Invariant Action Recognition using Compound
Features Mined from Dense Spatio-temporal Corners,
European Conf. on
Computer Vision, ECCV08, LNCS, Springer, Vol
5302/2008, pp222-233.
DOI:
10.1007/978-3-540-88682-2_18
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html, bib
Dowson N, Kadir T, Bowden
R, Estimating the joint
statistics of images using Non-Parametric Windows
with application to registration using Mutual
Information, IEEE Trans Pattern
Analysis and Machine Learning.
http://doi.ieeecomputersociety.org/10.1109/TPAMI.2007.70832
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html, bib
M. Felsberg, G. Granlund, R. Bowden, J.
Kittler, T. Werner, V. Hlavac, J.-E. Källhammer, E.
Hollnagel, DIPLECS: Extending the COSPAL
Architecture to Dynamic and Interactive
Environments, International Conference on
Cognitive Systems (CogSys 2008)
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html, bib
Gilbert A, Bowden
R, Incremental, scalable
tracking of objects inter camera.
Computer Vision and Image Understanding CVIU, Vol 111,
Issue 1, Springer, July 2008.pp43-58.
doi:10.1016/j.cviu.2007.06.005
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html, bib
Okwechime D, Bowden
R, A Generative Model for
Motion Synthesis And Blending Using Probability
Density Estimation. 5th Conference
on Articulated Models and Deformable Objects AMDO08. pp218-227.
DOI: 10.1007/978-3-540-70517-8_21
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postscript, html,
bib
Dowson N, Bowden
R, Mutual Information for
Lucas-Kanade tracking (MILK): An inverse
compositional formulation. IEEE
Trans Pattern Analysis and Machine Learning. Vol 30,
Issue 1, Jan 08, pp 180-185.© IEEE
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postscript,
html, bib
Click
here if your looking for the warthog code
Click
here for the MILK test harness
Ellis L, Dowson N, Matas J, Bowden
R. Linear Predictors for
Fast Simultaneous Modeling and Tracking.
Workshop on Non-rigid Registration and Tracking
through Learning, IEEE 11th
International Conference on Computer Vision, ICCV2007, Rio, Brazil 13-21 Oct 07. pp1-8
DOI:
10.1109/ICCV.2007.4409187
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postscript,
html, bib
Cooper H M, Bowden
R, Large Lexicon Detection
of Sign Language. IEEE Workshop
Human Computer Interaction, ICCV2007, Rio Brazil 07,
LNCS 4796, Springer Verlag. pp88-97. © Springer
DOI:
10.1007/978-3-540-75773-3_10
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Gilbert A, Bowden
R, Multi Person Tracking
within Crowded Scenes, Workshop on
Human Motion, Understanding, Modeling, Capture and
Animation, ICCV2007, Rio, Brazil 07, LNCS 4814,
Springer Verlag. pp166-179. © Springer
DOI:
10.1007/978-3-540-75703-0_12
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Moore S, Bowden
R, Automatic Facial
Expression Recognition using Boosted
Discriminatory Classifiers. IEEE
International Workshop on Analysis and Modeling of
Faces and Gestures (AMFG), ICCV07, Rio Brazil 07, LNCS
4778, Springer Verlag, pp71-83.
©
Springer
DOI:
10.1007/978-3-540-75690-3_6
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Ellis L, Bowden R,
Learning Responses to Visual Stimuli: A
Generic Approach. In Proc. 5th
International Conference on Computer Vision Systems,
ICVS'07, Bielefeld, March 2007. URL:
http://biecoll.ub.uni-bielefeld.de/volltexte/2007/22
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Cooper H M, Bowden R,
Sign Language Recognition Using Boosted
Volumetric Features, In Proc. IAPR
Conf. on Machine Vision Applications, Tokyo, May 07.
pp359-362.
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Ong E J,
Micilotta A, Bowden
R, Hilton A, Viewpoint
Invariant Exemplar-Based 3D Human Tracking,
Computer Vision and Image Understanding, 102(2),
2006, pp178-189.
© Elsevier
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Ong E, Bowden R,
Learning
Distances for Arbitrary Visual Features, In
Proc. British Machine Vision Conference 06, BMVA Press
2006, Vol 2, pp749-758.
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Ong E, Bowden R,
Learning
Wormholes for Sparsely Labelled Clustering, In
Proc. International Conference on Pattern Recognition
06, IEEE, Hong Kong 2006, Vol 1, pp.916-919.
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Dowson N, Bowden R, N-tier
Simultaneous Modelling and Tracking for Arbitrary
Warps,
In Proc. British Machine Vision Conference
06, BMVA Press, Vol 2, pp569-578.
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Dowson N, Bowden R,
Kadir T,
Image template matching using Mutual Information and
NP-Windows, In Proc. International
Conference on Pattern Recognition 06, IEEE, Hong Kong,
2006, Vol 2, pp.1186-1191.
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Dowson N, Bowden R,
A
Unifying Framework for Mutual Information Methods
for use in Non-Linear Optimisation. In Proc.
European Conference Computer Vision.
A.Leonardis,H.Bischof,and A.Prinz (Eds.):ECCV 2006,
Part I, LNCS 3951, pp.365 –378, Springer Verlag 2006.
Download:
pdf, postscript, html, bib ©
Springer
Click
here if your looking for the warthog code
Gilbert A, Bowden
R, Tracking
objects across cameras by incrementally learning
inter-camera colour calibration and patterns of
activity.
In Proc European Conference Computer Vision.
A.Leonardis,H.Bischof,and A.Prinz (Eds.):ECCV 2006,
Part II, LNCS 3952, pp.125 –136, Springer Verlag 2006.
Download: pdf,
postscript, html, bib ©
Springer
Micilotta A, Ong E,
Bowden R, Real-time
Upper Body Detection and 3D Pose Estimation in
Monoscopic Images.
In Proc. European Conference Computer Vision,
A.Leonardis,H.Bischof,and A.Pinz (Eds.):ECCV 2006,
Part III, LNCS 3953, pp.139 –150, Springer Verlag
2006.
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Springer
Micilotta A, Ong E, Bowden
R, Detection and Tracking
of Humans by Probabilistic Body Part Assembly.
In Proc. BMVC05.
Oxford UK. Sept 2005. Vol 1, pp429-438.
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Gilbert A, Bowden
R, Incremental
Modelling of the Posterior Distribution of Objects
for Inter and Intra Camera Tracking.
In Proc. BMVC05. Oxford UK. Sept 2005. Vol 1,
pp419-428.
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Micilotta A, Ong E, Bowden
R,
Real-time Upper Body
3D Reconstruction from a Single Uncalibrated Camera.
In Proc. Eurographics 05. Dublin, Ireland, Sept 05,
pp41-44.
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Ellis L, Bowden R,
A
generalised exemplar approach to modelling
perception action couplings. International
Workshop on Semantic Knowledge in Computer Vision
SKCV05 (in Tenth IEEE Intl. Conf. Computer Vision
ICCV05), Beijing, China, pp1874.
DOI: 10.1109/ICCV.2005.254
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Bowden R,
Ellis L, Kittler J, Shevchenko M, Windridge D. Unsupervised
Symbol Grounding and Cognitive Bootstrapping in
Cognitive Vision. Proc. International
Conference on Image Analysis and Processing, ICIAP05.
Lecture Notes in Computer Science, Volume 3617, Nov
2005, Pages 27-36.
DOI: 10.1007/11553595_4
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Ong E, Bowden R,
Learning Multi-Kernel Distance Metrics
using Relative Comparisons.
International Journal of Pattern Recognition. Vol 38,
issue 12, Dec 2005, pp2653-2657.
DOI: 10.1016/j.patcog.2005.05.011
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Bowden R, Gilbert A, KaewTraKulPong P, Tracking
Objects Across Uncalibrated Arbitary Topology
Camera Networks. Chapter 6, In
Intelligent Distributed Video Surveillance Systems, S
A Velastin and P Remagnino (Eds), IEE Professional
Applications of Computing Series 5, 2005,
pp157-183
DOI: 10.1049/PBPC005E_ch6
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Windridge D, Bowden R, Hidden
Markov Chain Estimation and Parameterisation via
ICA-based Feature Selection, Pattern Analysis
& Applications, Volume 8, Issue 1 - 2, Springer,
Sep 2005, Pages 115 - 124.
DOI: 10.1007/s10044-005-0249-2
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Dowson N, Bowden R,
Simultaneous Modeling and Tracking (SMAT)
of feature sets. In IEEE Computer
Society International Conference on Computer Vision
and Pattern Recognition, CVPR05, Vol 2, pp99-105. San
Diego, USA June 2005.
DOI: 10.1109/CVPR.2005.324
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Bowden R, KaewTraKulPong P, Towards
Automated Wide Area Visual Surveillance: Tracking
Objects Between Spatially Separated, Uncalibrated
Views. In IEE Proc. Vision, Image
and Signal Processing, Vol 152, issue 02, April 05,
pp213-224.
DOI: 10.1049/ip-vis:20041233
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Dowson N, Bowden R,
Metric Mixtures for Mutual Information (M3I)
Tracking, International Conference
Pattern Recognition. ICPR04, Cambridge 2004. Vol 2,
pp752-756.
DOI: 10.1109/ICPR.2004.1334368
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Kadir T, Bowden R,
Ong E, Zisserman A. Minimal Training,
Large Lexicon, Unconstrained Sign Language
Recognition. In Proc. BMVC04.
Kingston UK. Sept 2004. Vol 2, pp939-948.
DOI: 10.5244/C.18.96.
Winner of the 2004
Industrial Paper Prize.
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Micilotta A, Bowden R,
View-based Location and Tracking of Body
Parts for Visual Interaction.
In Proc. BMVC04, Kingston UK. Sept 2004. Vol 2,
pp849-858.
DOI: 10.5244/C.18.87
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Bowden R, Progress
in Sign Lanuage and Gesture Recognition.
In Proc. Articulated Motion
and Deformable Objects: Third International Workshop,
AMDO 2004, Palma de Mallorca, Spain, September 22-24,
2004. Invited
Speaker
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Windridge D, Bowden R,
Kittler J, A General Strategy for Hidden
Markov Chain Parameterisation in Composite Feature
Space. SSPR04 Syntactical and
Structural Pattern Recognition 2004.
Lecture Notes in Computer Science, Vol. 3138, August
2004, pp1069-1077.
DOI: 10.1007/978-3-540-27868-9_118
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Bowden R,
Windridge D, Kadir T, Zisserman A, Brady M. A
Linguistic Feature Vector for the Visual
Interpretation of Sign Language, In
Tomas Pajdla, Jiri Matas (Eds), Proc. 8th European
Conference on Computer Vision, ECCV04. LNCS3022,
Springer-Verlag (2004), Volume 1, pp391- 401.
DOI: 10.1007/978-3-540-24670-1_30
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Ong E, Bowden R,
A Boosted Classifier Tree for Hand Shape
Detection, In Proc. 6th Int Conf on
Automatic Face and Gesture Recognition, FGR'04, IEEE
Comp Soc TC PAMI, Korea 2004, pp889-894.
DOI: 10.1109/AFGR.2004.1301646
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Windridge D, Bowden R,
Induced Decision Fusion In Automatic Sign
Language Interpretation: Using ICA to Isolate the
Underlying Components of Sign. In
5th International Workshop on Multiple Classifier
Systems, MCS04, Roli Kittler & Windeatt(Eds), Lecture Notes in Computer Science, Vol.
3077, Springer 2004,
Page: 303-313.
DOI: 10.1007/978-3-540-25966-4_30
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KaewTraKulPong P, Bowden
R, Probabilistic Learning
of Salient Patterns across Spatially Separated
Uncalibrated Views, In Proc.
IDSS-04, Intelligent Distributed Surveillance Systems,
Institute of Electrical Engineers, London, Feb 2004,
pp 36-40.
DOI: 10.1049/ic:20040095.
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KaewTraKulPong P, Bowden
R, A Real-Time Adaptive
Visual Survelance System for Tracking Low
Resolution Colour Targets In Dynamically Changing
Scenes, Journal of Image and
Vision Computing. Vol 21, Issue 10, pp913-929, Sept
2003, Elsevier.
DOI: 10.1016/S0262-8856(03)00076-3
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Bowden R,
Zisserman A, Kadir T, Brady M. Vision
based Interpretation of Natural Sign Languages.
Exhibition at ICVS03, The 3rd International Conference
on Computer Vision Systems, Graz. Austria, April 2003.
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pdf2,
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Special Issue Journal of Image and
Vision Computing, Probabilistic Models in
Vision and Signal Processing,
Bowden R (Ed). Volume 21, Issue 10,
Pages 841-939 (Sept 2003)
DOI:
10.1016/S0262-8856(03)00086-6
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Bowden R, Sarhadi M, A
non-linear Model of Shape and Motion for Tracking
Finger Spelt American Sign Language,
Image and Vision Computing, vol 20/9-10, pp597-607,
Aug 2002, Elsevier Science Ltd
DOI: 10.1016/S0262-8856(02)00049-5
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Bowden R,
KaewTraKulPong P, Lewin M, Jeremiah: The
Face of Computer Vision, Smart
Graphics'02, 2nd International Symposium on Smart
Graphics, ACM Int. Conf. Proc. Series, pp
124-128, Hawthorn NY USA, June 2002
DOI: 10.1145/569005.569023
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Movies
and additional info
KaewTraKulPong P, Bowden
R, An Improved Adaptive
Background Mixture Model for Real-time Tracking
with Shadow Detection, In VIDEO
BASED SURVEILLANCE SYSTEMS: Computer Vision and
Distributed Processing, Kluwer Academic Publishers
(Springer), 2002, pp135-144.
DOI: 10.1007/978-1-4615-0913-4_11
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Bowden R, Jeremiah:
Increasing Public Engagement with Science,
Popular Science Poster at SET for Science 2002, House
of Commons Reception, UK. 18 March 2002.
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Movies
and additional info
KaewTraKulPong P, Bowden
R, Adaptive Visual System
for Tracking Low Resolution Colour Targets,
In Proc. BMVC'01, T Cootes, C Taylor Ed, Vol 1,
pp243-252, Manchester UK, Sept 2001.
DOI: 10.5244/C.15.26
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KaewTraKulPong P, Bowden R,
An Improved Adaptive Background Mixture Model for
Real-time Tracking with Shadow Detection,
In Proc. 2nd European Workshop on Advanced Video Based
Surveillance Systems, AVBS01. Kingston, UK, Sept 2001.
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Learning
non-linear Models of Shape and Motion,
PhD Thesis, Dept Systems Engineering, Brunel
University, Uxbridge, Middlesex, UB8 3PH, UK, 2000.
Winner
of the 2000 Sullivan Thesis Prize
Bowden R,
Mitchell T A, Sarhadi M, Non-linear
Statistical Models for the 3D Reconstruction of
Human Pose and Motion from Monocular Image
Sequences. Image and Vision
Computing, 18(9), pp729-737, June 2000.
DOI: 10.1016/S0262-8856(99)00076-1
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Mitchell T A, Bowden R,
Sarhadi M, Efficient Texture Analysis for
Industrial Inspection, International
Journal of Production Research, 2000, 38(4),
pp967-984.
DOI: 10.1080/002075400189248
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Lewin M, Bowden R,
Sarhadi M, Automotive Prototyping using
Augmented Reality, In Proc. 7th
VRSIG Conference, Strathclyde University, Sept 2000.
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Lewin M, Bowden R,
Sarhadi M, Applying Augmented Reality to
Virtual Product Prototyping,
International Workshop on Virtual Reality, 11-12 July
2000, Brest, France, pp59-68.
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Bowden R,
Sarhadi M, Building Temporal Models for
Gesture Recognition, In Proc.
BMVC'00, M Mirmehdi & Barry Thomas Ed, Vol 1,
pp32-41, Bristol UK, Sept 2000.
DOI: 10.5244/C.14.4
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Voted as one of top
sumissions and invited for Journal Publication
Bowden R, Learning
Statistical Models of Human Motion,
IEEE Workshop on Human Modelling, Analysis and
Synthesis, CVPR2000, Hilton Head Island, 16 July 2000.
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Bowden R,
Fitzgibbon A W (eds), Symposium
on Augmented Reality, British
Machine Vision Association , British Institute of
Radiology, 3 May 2000.
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Mitchell T A, Bowden R,
Sarhadi M, Automated Visual Inspection of
Dry Carbon-Fibre Reinforced Composite Preforms,
In Proceedings of the Instition of Mechanical
Engineers, Part G: Journal of Aerospace Engineering,
Vol 213, ImechE, 1999, pp377-386.
DOI: 10.1243/0954410991533098
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Bowden R,
Mitchell T A, Sarhadi M, Reconstructing
3D Pose and Motion from a Single Camera View,
In Proc. BMVC, John N. Carter & Mark S. Nixon Eds,
Uni of Southampton, Vol 2, pp16.1-16.10, Southampton,
Sept 1998.
DOI: 10.5244/C.12.90
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Voted as one of top sumissions and invited
for Journal Publication
Bowden R, Non-linear
Point Distribution Models, In
CVonline: On-Line Compendium of Computer Vision. R.
Fisher (ed). Section 11.3.1.2 , Oct 98.
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Bowden R,
Mitchell T A, Sarhadi M, Cluster Based
non-linear Principle Component Analysis,
IEE Electronics Letters, 23rd Oct 1997, 33(22),
pp1858-1859.
DOI: 10.1049/el:19971300
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VRSIG'97, Proceedings of the 4th
UKVRSIG Conference, Richard
Bowden Ed, Brunel University, UK, Nov
1997.
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Bowden R,
Mitchell T A, Sarhadi M, Real-time
Dynamic Deformable Meshes for Volumetric
Segmentation and Visualisation, In
Proc. BMVC, Adrian F. Clark Ed, Vol 1, pp 310-319,
Essex, UK, Sept 1997.
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Bowden R,
Heap A J, C. Hart C, Virtual Datagloves:
Interacting with Virtual Environments Through
Computer Vision, In Proc. 3rd UK
VR-Sig Conference, DeMontfort University, Chris Hand
Ed, Leicester, UK, July 1996.
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Bowden R,
Heap A J and Hogg D C, Real Time Hand
Tracking and Gesture Recognition as a 3D Input
Device for Graphical Applications,
In Progress in Gestural Interaction, Philip. A.
Harling, Alistair. D. N. Edwards Eds, York, UK, March
1996, Springer Verlag.
DOI: 10.1007/978-1-4471-0943-3_11
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