David Alexander Forsyth

1969 …2019
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Research Output 1969 2019

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Conference contribution
2018

Learning Type-Aware Embeddings for Fashion Compatibility

Vasileva, M. I., Plummer, B. A., Dusad, K., Rajpal, S., Kumar, R. & Forsyth, D. A., Jan 1 2018, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Weiss, Y., Ferrari, V., Sminchisescu, C. & Hebert, M. (eds.). Springer-Verlag, p. 405-421 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11220 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Compatibility
Websites
Query
Learning
Evaluate

Structural consistency and controllability for diverse colorization

Messaoud, S., Forsyth, D. A. & Schwing, A. G., Jan 1 2018, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Hebert, M., Weiss, Y., Ferrari, V. & Sminchisescu, C. (eds.). Springer-Verlag, p. 603-619 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11210 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Religious buildings
Controllability
User interfaces
Marketing
Pixels
2017

Learning diverse image colorization

Deshpande, A., Lu, J., Yeh, M. C., Chong, M. J. & Forsyth, D. A., Nov 6 2017, Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017. Institute of Electrical and Electronics Engineers Inc., p. 2877-2885 9 p. (Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017; vol. 2017-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Color
Pixels

SafetyNet: Detecting and Rejecting Adversarial Examples Robustly

Lu, J., Issaranon, T. & Forsyth, D. A., Dec 22 2017, Proceedings - 2017 IEEE International Conference on Computer Vision, ICCV 2017. Institute of Electrical and Electronics Engineers Inc., p. 446-454 9 p. 8237318. (Proceedings of the IEEE International Conference on Computer Vision; vol. 2017-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Processing
2016

Learning to localize little landmarks

Singh, S., Hoiem, D. W. & Forsyth, D. A., Dec 9 2016, Proceedings - 29th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2016. IEEE Computer Society, p. 260-269 10 p. 7780404. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2016-December).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Door handles
Railroad cars
Wheels
Switches

The static multimodal dyadic behavior dataset for engagement prediction

Tsatsoulis, P. D., Kordas, P., Marshall, M., Forsyth, D. A. & Rozga, A., Jan 1 2016, Computer Vision – ECCV 2016 Workshops, Proceedings. Hua, G. & Jegou, H. (eds.). Springer-Verlag, p. 386-399 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9915 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Prediction
Communication
Computer vision
Predict
Social Behavior

Visual analogies: A framework for defining aspect categorization

Tsatsoulis, P. D., Plummer, B. A. & Forsyth, D. A., Jan 1 2016, Computer Vision – ECCV 2016 Workshops, Proceedings. Hua, G. & Jegou, H. (eds.). Springer-Verlag, p. 540-547 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9915 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Categorization
Analogy
Word problem
Choose
Equivalence
2015

An approximate shading model for object relighting

Liao, Z., Karsch, K. & Forsyth, D. A., Oct 14 2015, IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2015. IEEE Computer Society, p. 5307-5314 8 p. 7299168. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 07-12-June-2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Chemical analysis
Materials properties
Lighting

Easy minimax estimation with random forests for human pose estimation

Daphne Tsatsoulis, P. & Forsyth, D. A., Jan 1 2015, Computer Vision - ECCV 2014 Workshops, Proceedings. Bronstein, M. M., Rother, C. & Agapito, L. (eds.). Springer-Verlag, p. 669-684 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8925).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Minimax Estimation
Pose Estimation
Random Forest
Regression
Output

Learning a sequential search for landmarks

Singh, S., Hoiem, D. W. & Forsyth, D. A., Oct 14 2015, IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2015. IEEE Computer Society, p. 3422-3430 9 p. 7298964. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 07-12-June-2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Birds
Labeling
Kinematics

Learning large-scale automatic image colorization

Deshpande, A., Rock, J. & Forsyth, D. A., Feb 17 2015, 2015 International Conference on Computer Vision, ICCV 2015. Institute of Electrical and Electronics Engineers Inc., p. 567-575 9 p. 7410429. (Proceedings of the IEEE International Conference on Computer Vision; vol. 2015 International Conference on Computer Vision, ICCV 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Color
Experiments

Projectibles: Optimizing surface color for projection

Jones, B. R., Sodhi, R., Budhiraja, P., Karsch, K., Bailey, B. P. & Forsyth, D. A., Nov 5 2015, UIST 2015 - Proceedings of the 28th Annual ACM Symposium on User Interface Software and Technology. Association for Computing Machinery, Inc, p. 137-146 10 p. (UIST 2015 - Proceedings of the 28th Annual ACM Symposium on User Interface Software and Technology).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Display devices
Color
Decomposition
Feedback

Sparse depth super resolution

Lu, J. & Forsyth, D. A., Oct 14 2015, IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2015. IEEE Computer Society, p. 2245-2253 9 p. 7298837. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 07-12-June-2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Image segmentation
2014

30Hz object detection with DPM V5

Sadeghi, M. A. & Forsyth, D. A., Jan 1 2014, Computer Vision, ECCV 2014 - 13th European Conference, Proceedings. PART 1 ed. Springer-Verlag, p. 65-79 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8689 LNCS, no. PART 1).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Object Detection
Vector quantization
Template
Vector Quantization
Speedup

Blind recovery of spatially varying reflectance from a single image

Karsch, K. & Forsyth, D. A., Nov 24 2014, SIGGRAPH Asia 2014 Indoor Scene Understanding Where Graphics Meets Vision, SA 2014. Association for Computing Machinery, Inc, 2. (SIGGRAPH Asia 2014 Indoor Scene Understanding Where Graphics Meets Vision, SA 2014).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Recovery
Lighting
Decomposition
Experiments
2013

BeThere: 3D mobile collaboration with spatial input

Sodhi, R. S., Jones, B. R., Forsyth, D. A., Bailey, B. P. & Maciocci, G., May 27 2013, CHI 2013: Changing Perspectives, Conference Proceedings - The 31st Annual CHI Conference on Human Factors in Computing Systems. p. 179-188 10 p. (Conference on Human Factors in Computing Systems - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sensors
Feedback

Large multi-class image categorization with ensembles of label trees

Wang, Y. & Forsyth, D. A., Oct 21 2013, 2013 IEEE International Conference on Multimedia and Expo, ICME 2013. 6607437. (Proceedings - IEEE International Conference on Multimedia and Expo).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labels
Image classification
2012

Around device interaction for multiscale navigation

Jones, B., Sodhi, R., Forsyth, D. A., Bailey, B. P. & MacIocci, G., Oct 26 2012, MobileHCI'12 - Proceedings of the 14th International Conference on Human Computer Interaction with Mobile Devices and Services. p. 83-92 10 p. (MobileHCI'12 - Proceedings of the 14th International Conference on Human Computer Interaction with Mobile Devices and Services).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Navigation
Sensors
Touch screens
Mobile devices
Fluids

Attribute discovery via predictable discriminative binary codes

Rastegari, M., Farhadi, A. & Forsyth, D. A., Oct 30 2012, Computer Vision, ECCV 2012 - 12th European Conference on Computer Vision, Proceedings. PART 6 ed. p. 876-889 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7577 LNCS, no. PART 6).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Binary codes
Binary Code
Attribute
Discrimination
Learnability

Building a dictionary of image fragments

Liao, Z., Farhadi, A., Wang, Y., Endres, I. & Forsyth, D. A., Oct 1 2012, 2012 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2012. p. 3442-3449 8 p. 6248085. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Glossaries
Image classification

Recovering free space of indoor scenes from a single image

Hedau, V., Hoiem, D. W. & Forsyth, D. A., Oct 1 2012, 2012 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2012. p. 2807-2814 8 p. 6248005. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Detectors
Geometry
Point contacts
2011

Rendering synthetic objects into legacy photographs

Karsch, K., Hedau, V., Forsyth, D. A. & Hoiem, D. W., Dec 1 2011, Proceedings of the 2011 SIGGRAPH Asia Conference, SA'11. 157. (Proceedings of the 2011 SIGGRAPH Asia Conference, SA'11).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Lighting
Industry
2010

Comparative object similarity for improved recognition with few or no examples

Wang, G., Forsyth, D. A. & Hoiem, D. W., Aug 31 2010, 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2010. p. 3525-3532 8 p. 5539955. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Experiments

Every picture tells a story: Generating sentences from images

Farhadi, A., Hejrati, M., Sadeghi, M. A., Young, P., Rashtchian, C., Hockenmaier, J. C. & Forsyth, D. A., Nov 15 2010, Computer Vision, ECCV 2010 - 11th European Conference on Computer Vision, Proceedings. PART 4 ed. p. 15-29 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6314 LNCS, no. PART 4).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Estimate
Linking
Narrative
Sufficient
Evaluate

Improved human parsing with a full relational model

Tran, D. & Forsyth, D. A., Nov 15 2010, Computer Vision, ECCV 2010 - 11th European Conference on Computer Vision, Proceedings. PART 4 ed. p. 227-240 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6314 LNCS, no. PART 4).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Relational Model
Parsing
Structure Learning
Human
Range of data

Seeing people in social context: Recognizing people and social relationships

Wang, G., Gallagher, A., Luo, J. & Forsyth, D. A., Nov 15 2010, Computer Vision, ECCV 2010 - 11th European Conference on Computer Vision, Proceedings. PART 5 ed. p. 169-182 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6315 LNCS, no. PART 5).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labels
Experiments
Context
Relationships
Pairwise

The benefits and challenges of collecting richer object annotations

Endres, I., Farhadi, A., Hoiem, D. W. & Forsyth, D. A., Sep 17 2010, 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Workshops, CVPRW 2010. p. 1-8 8 p. 5543183. (2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Workshops, CVPRW 2010).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Object recognition
Detectors

Thinking inside the box: Using appearance models and context based on room geometry

Hedau, V., Hoiem, D. W. & Forsyth, D. A., Nov 15 2010, Computer Vision, ECCV 2010 - 11th European Conference on Computer Vision, Proceedings. PART 6 ed. p. 224-237 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6316 LNCS, no. PART 6).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Detector
Detectors
Geometry
Model
Layout
2009

A latent model of discriminative aspect

Farhadi, A., Tabrizi, M. K., Endres, I. & Forsyth, D. A., Dec 1 2009, 2009 IEEE 12th International Conference on Computer Vision, ICCV 2009. p. 948-955 8 p. 5459350. (Proceedings of the IEEE International Conference on Computer Vision).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Object recognition
Textures
Lighting

A lightness recovery algorithm for the multispectral acquisition of frescoed environments

Paviotti, A. & Forsyth, D. A., 2009, 2009 IEEE 12th International Conference on Computer Vision Workshops, ICCV Workshops 2009. p. 970-977 8 p. 5457599

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Lighting
Recovery
Paint
Painting

Building text features for object image classification

Wang, G., Hoiem, D. W. & Forsyth, D. A., Jan 1 2009, 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2009. IEEE Computer Society, p. 1367-1374 8 p. 5206816. (2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2009; vol. 2009 IEEE Computer Society Conference on Computer Vision and ...).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Image classification
Classifiers
Volatile organic compounds
Internet

Configuration estimates improve pedestrian finding

Tran, D. & Forsyth, D. A., Dec 1 2009, Advances in Neural Information Processing Systems 20 - Proceedings of the 2007 Conference. (Advances in Neural Information Processing Systems 20 - Proceedings of the 2007 Conference).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Bicycles
Mountings
Classifiers

Describing objects by their attributes

Farhadi, A., Endres, I., Hoiem, D. W. & Forsyth, D. A., Jan 1 2009, 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2009. IEEE Computer Society, p. 1778-1785 8 p. 5206772. (2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2009; vol. 2009 IEEE Computer Society Conference on Computer Vision and ...).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Feature extraction
Semantics

Joint learning of visual attributes, object classes and visual saliency

Wang, G. & Forsyth, D. A., Dec 1 2009, 2009 IEEE 12th International Conference on Computer Vision, ICCV 2009. p. 537-544 8 p. 5459194. (Proceedings of the IEEE International Conference on Computer Vision).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Railroad cars
Color
Detectors
Metals

Learning image similarity from Flickr groups using stochastic intersection Kernel machines

Wang, G., Hoiem, D. W. & Forsyth, D. A., Dec 1 2009, 2009 IEEE 12th International Conference on Computer Vision, ICCV 2009. p. 428-435 8 p. 5459167. (Proceedings of the IEEE International Conference on Computer Vision).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Classifiers
Image matching
Computer vision

Lightness recovery for pictorial surfaces

Paviotti, A. & Forsyth, D. A., Dec 1 2009, 2009 IEEE 12th International Conference on Computer Vision Workshops, ICCV Workshops 2009. p. 1931-1938 8 p. 5457518. (2009 IEEE 12th International Conference on Computer Vision Workshops, ICCV Workshops 2009).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Lighting
Recovery
Paint
Painting

Recovering the spatial layout of cluttered rooms

Hedau, V., Hoiem, D. W. & Forsyth, D. A., Dec 1 2009, 2009 IEEE 12th International Conference on Computer Vision, ICCV 2009. p. 1849-1856 8 p. 5459411. (Proceedings of the IEEE International Conference on Computer Vision).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Learning algorithms

Unlabeled data improves word prediction

Loeff, N., Farhadi, A., Endres, I. & Forsyth, D. A., Dec 1 2009, 2009 IEEE 12th International Conference on Computer Vision, ICCV 2009. p. 956-962 7 p. 5459347. (Proceedings of the IEEE International Conference on Computer Vision).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labeling
Labels
2008

ManifoldBoost: Stagewise function approximation for fully-, semi-and un-supervised learning

Loeff, N., Forsyth, D. A. & Ramachandran, D., 2008, Proceedings of the 25th International Conference on Machine Learning. p. 600-607 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Supervised learning
Costs

Object image retrieval by exploiting online knowledge resources

Wang, G. & Forsyth, D. A., Sep 23 2008, 26th IEEE Conference on Computer Vision and Pattern Recognition, CVPR. 4587818. (26th IEEE Conference on Computer Vision and Pattern Recognition, CVPR).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Image retrieval
Labels
Websites
Animals

Utility data annotation with Amazon Mechanical Turk

Sorokin, A. & Forsyth, D. A., Sep 24 2008, 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops. 4562953. (2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2007

Learning the behavior of users in a public space through video tracking

Yan, W. & Forsyth, D. A., Oct 23 2007, Proceedings - Seventh IEEE Workshop on Applications of Computer Vision, WACV 2005. p. 370-377 8 p. 4129505. (Proceedings - Seventh IEEE Workshop on Applications of Computer Vision, WACV 2005).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Fountains
Architectural design
Space research
Computer vision
Statistics

Quick transitions with cached multi-way blends

Ikemoto, L., Arikan, O. & Forsyth, D. A., Dec 1 2007, Proceedings - I3D 2007, ACM SIGGRAPH Symposium on Interactive 3D Graphics and Games. p. 145-151 7 p. (Proceedings - I3D 2007, ACM SIGGRAPH Symposium on Interactive 3D Graphics and Games).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Inverse kinematics
Testing
Processing
Costs

Searching video for complex activities with finite state models

Ikizler, N. & Forsyth, D. A., Oct 11 2007, 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR'07. 4270193. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Query languages
Data acquisition

Transfer learning in sign language

Farhadi, A., Forsyth, D. A. & White, R., Oct 11 2007, 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR'07. 4270344. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Unsupervised segmentation of objects using efficient learning

Arora, H., Loeff, N., Forsyth, D. A. & Ahuja, N., Oct 11 2007, 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR'07. 4270036. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2006

Aligning ASL for statistical translation using a discriminative word model

Farhadi, A. & Forsyth, D. A., Dec 22 2006, Proceedings - 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2006. p. 1471-1476 6 p. 1640930. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Substitution reactions

Animals on the web

Berg, T. L. & Forsyth, D. A., Dec 22 2006, Proceedings - 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2006. p. 1463-1470 8 p. 1640929. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Animals
Websites
Textures
Color

Combining cues: Shape from shading and texture

White, R. & Forsyth, D. A., Dec 22 2006, Proceedings - 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2006. p. 1809-1816 8 p. 1640973. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Textures
Geometry

Knowing when to put your foot down

Ikemoto, L., Arikan, O. & Forsyth, D. A., Sep 21 2006, Proceedings I3d 2006 - ACM SIGGRAPH Symposium on Interactive 3D Graphics and Games. p. 49-53 5 p. (Proceedings of the Symposium on Interactive 3D Graphics; vol. 2006).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Inverse kinematics
Data acquisition