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Research Output 1998 2019

2019

Automatic memory-efficient scheduling of CNNs

Waeijen, L., Sioutas, S., He, Y., Peemen, M. & Corporaal, H., 1 Jan 2019, Embedded Computer Systems: Architectures, Modeling, and Simulation - 19th International Conference, SAMOS 2019, Proceedings. Pelcat, M., Jung, M. & Pnevmatikatos, D. N. (eds.). Cham: Springer, p. 387-400 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11733 LNCS)

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Scheduling
Neural Networks
Neural networks
Data storage equipment
External Memory

CIM-SIM: computation in Memory SIMuIator

Banagozar, A., Wong, S., Abu Lebdeh, M., Vadivel, K., Yu, J., Hamdioui, S., Stuijk, S. & Corporaal, H., 27 May 2019, Proceedings of the 22nd International Workshop on Software and Compilers for Embedded Systems, SCOPES 2019. Stuijk, S. (ed.). New York: Association for Computing Machinery, Inc, p. 1-4 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
Data storage equipment
Memristors
Pulse code modulation
Program processors
Simulators

IMACS: a framework for performance evaluation of image approximation in a closed-loop system

Mohamed, S., De, S., Bimpisidis, K., Nathan, V., Goswami, D., Corporaal, H. & Basten, T., 2019, 8th Mediterranean Conference on Embedded Computing (MECO). Piscataway: Institute of Electrical and Electronics Engineers, 4 p. 8760055

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Closed loop systems
Image processing
Control systems
Cameras
Advanced driver assistance systems

Low precision processing for high order stencil computations

Singh, G., Diamantopoulos, D., Stuijk, S., Hagleitner, C. & Corporaal, H., 1 Jan 2019, Embedded Computer Systems: Architectures, Modeling, and Simulation - 19th International Conference, SAMOS 2019, Proceedings. Pelcat, M., Jung, M. & Pnevmatikatos, D. N. (eds.). Cham: Springer, p. 403-415 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11733 LNCS)

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Computer hardware
Hardware
Higher Order
kernel
Numbering systems
1 Citation (Scopus)

Memory and parallelism analysis using a platform-independent approach

Corda, S., Singh, G., Awan, A. J., Jordans, R. & Corporaal, H., 27 May 2019, Proceedings of the 22nd International Workshop on Software and Compilers for Embedded Systems, SCOPES 2019. Stuijk, S. (ed.). New York: Association for Computing Machinery, Inc, p. 23-26 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Data storage equipment
Program processors
Entropy
2 Citations (Scopus)

NAPEL: Near-memory computing application performance prediction via ensemble learning

Singh, G., Gómez-Luna, J., Mariani, G., Oliveira, G. F., Corda, S., Stuijk, S., Mutlu, O. & Corporaal, H., 2 Jun 2019, Proceedings of the 56th Annual Design Automation Conference 2019, DAC 2019. Institute of Electrical and Electronics Engineers, 6 p. a27

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Ensemble Learning
Performance Prediction
Data storage equipment
Computing
Design Space Exploration

Near-memory computing: past, present, and future

Singh, G., Chelini, L., Corda, S., Awan, A. J., Stuijk, S., Jordans, R., Corporaal, H. & Boonstra, A-J., 1 Nov 2019, In : Microprocessors and Microsystems. 71, 15 p., 102868

Research output: Contribution to journalArticleAcademicpeer-review

Data storage equipment
Program processors
Analytical models
Processing

PISA-NMC: Platform-Indepent Software Analysis for Near-Memory Computing

Corda, S., Singh, G., Awan, A. J., Jordans, R. & Corporaal, H., 24 Jun 2019, (Accepted/In press) Proceedings of the 22nd Euromicro Conference on Digital System Design. Piscataway: Institute of Electrical and Electronics Engineers, 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
Data storage equipment
Computer hardware
Entropy

Quantization of deep neural networks for accumulator-constrained processors

de Bruin, B., Zivkovic, Z. & Corporaal, H., 31 Aug 2019, In : Microprocessors and Microsystems.

Research output: Contribution to journalConference articleAcademicpeer-review

Open Access
File
Image classification
ARM processors
Neural networks
Deep neural networks

Robust Bayesian beamforming for sources at different distances with applications in urban monitoring

Wijnings, P., Stuijk, S., de Vries, B. & Corporaal, H., 17 Apr 2019, ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Piscataway: Institute of Electrical and Electronics Engineers, p. 4325-4329 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Beamforming
Acoustics
Sampling
Smart sensors
Importance sampling

Schedule synthesis for halide pipelines through reuse analysis

Sioutas, S., Stuijk, S., Waeijen, L., Basten, T., Corporaal, H. & Somers, L., 1 Apr 2019, In : ACM Transactions on Architecture and Code Optimization. 16, 2, 22 p., 10

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
Image processing
Pipelines
Code generation

Towards efficient code generation for exposed datapath architectures

Vadivel, K., Jordans, R., Stuijk, S., Corporaal, H., Jääskeläinen, P. & Kultala, H., 27 May 2019, Proceedings of the 22nd International Workshop on Software and Compilers for Embedded Systems, SCOPES 2019. Stuijk, S. (ed.). New York: Association for Computing Machinery, Inc, p. 86-89 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
Reconfigurable architectures
Computer programming languages
Energy efficiency
Code generation
2018
1 Citation (Scopus)

A generic methodology to compute design sensitivity to SEU in SRAM-Based FPGA

Mousavi, M., Pourshaghaghi, H. R., Tahghighi, M., Jordans, R. & Corporaal, H., 12 Oct 2018, Proceedings - 21st Euromicro Conference on Digital System Design, DSD 2018. Konofaos, N., Novotny, M. & Skavhaug, A. (eds.). Institute of Electrical and Electronics Engineers, p. 221-228 8 p. 8491821

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
Static random access storage
Redundancy
Field programmable gate arrays (FPGA)
Fault tolerance
Fast Fourier transforms

AivoTTA: an energy efficient programmable accelerator for CNN-based object recognition

Ijzerman, J., Viitanen, T., Jääskeläinen, P., Kultala, H., Lehtonen, L., Peemen, M., Corporaal, H. & Takala, J., 15 Jul 2018, Proceedings - 2018 International Conference on Embedded Computer Systems: Architectures, Modeling and Simulation, SAMOS 2018. Mudge, T. & Pnevmatikatos, D. N. (eds.). New York: Association for Computing Machinery, Inc, p. 28-37 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Object recognition
Particle accelerators
Neural networks
Clocks
Energy efficiency
4 Citations (Scopus)

Analytic multi-core processor model for fast design-space exploration

Jongerius, R., Anghel, A., Dittmann, G., Mariani, G., Vermij, E. & Corporaal, H., 1 Jun 2018, In : IEEE Transactions on Computers. 67, 6, p. 755-770

Research output: Contribution to journalArticleAcademicpeer-review

Design Space Exploration
Multi-core Processor
Performance Model
Simulator
Instruction Level Parallelism
3 Citations (Scopus)

A review of near-memory computing architectures: Opportunities and challenges

Singh, G., Chelini, L., Corda, S., Awan, A. J., Stuijk, S., Jordans, R., Corporaal, H. & Boonstra, A. J., 12 Oct 2018, Proceedings - 21st Euromicro Conference on Digital System Design, DSD 2018. Konofaos, N., Novotny, M. & Skavhaug, A. (eds.). Piscataway: Institute of Electrical and Electronics Engineers, p. 608-617 10 p. 8491877

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
Data storage equipment
Program processors
Processing

Cross-domain modeling and optimization of high-speed visual servo systems

Ye, Z., Corporaal, H., Jonker, P. P. & Nijmeijer, H., 20 Dec 2018, 2018 15th International Conference on Control, Automation, Robotics and Vision (ICARCV). Piscataway: Institute of Electrical and Electronics Engineers, p. 1791-1798 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Servomechanisms
Measurement errors
Image sensors
Feedback
Control systems

Datawidth-aware energy-efficient multipliers: a case for going sign magnitude

Waeijen, L., Jiao, H., Corporaal, H. & He, Y., 12 Oct 2018, Proceedings - 21st Euromicro Conference on Digital System Design, DSD 2018. Konofaos, N., Novotny, M. & Skavhaug, A. (eds.). Piscataway: Institute of Electrical and Electronics Engineers, p. 54-61 8 p. 8491795

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Energy efficiency
Hardware
Linear algebra
Signal processing

Designing energy efficient approximate multipliers for neural acceleration

De, S., Huisken, J. & Corporaal, H., 12 Oct 2018, Proceedings - 21st Euromicro Conference on Digital System Design, DSD 2018. Konofaos, N., Novotny, M. & Skavhaug, A. (eds.). Piscataway: Institute of Electrical and Electronics Engineers, p. 288-295 8 p. 8491830

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Multilayer neural networks
Particle accelerators
Degradation
Error analysis
Energy conservation

Exploiting specification modularity to prune the optimization-space of manufacturing systems

Bastos, J., Stuijk, S., Voeten, J., Schiffelers, R. & Corporaal, H., 28 May 2018, Proceedings of the 21st International Workshop on Software and Compilers for Embedded Systems, SCOPES 2018. Stuijk, S. (ed.). New York: Association for Computing Machinery, Inc, p. 1-9 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Specifications
2 Citations (Scopus)

Identifying bottlenecks in manufacturing systems using stochastic criticality analysis

Nogueira Bastos, J. P., van der Sanden, L. J., Donk, O., Voeten, J. P. M., Stuijk, S., Schiffelers, R. R. H. & Corporaal, H., 27 Feb 2018, FDL 2017 - Proceedings of the 2017 Forum on Specification and Design Languages. Piscataway: IEEE Computer Society, Vol. 2017-September, p. 1-8 8 p. 8303901

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Critical path analysis
Systems analysis
Specifications
Flexible manufacturing systems
Error analysis
1 Citation (Scopus)

Loop transformations leveraging hardware prefetching

Sioutas, S., Stuijk, S., Corporaal, H., Basten, T. & Somers, L., 24 Feb 2018, CGO 2018 - Proceedings of the 2018 International Symposium on Code Generation and Optimization. Association for Computing Machinery, Inc, p. 254-264 11 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Loop Transformations
Prefetching
Locality
Compiler
Computer hardware

Modular specification and design exploration for flexible manufacturing systems

Nogueira Bastos, J. P., 3 Dec 2018, Eindhoven: Technische Universiteit Eindhoven. 187 p.

Research output: ThesisPhd Thesis 1 (Research TU/e / Graduation TU/e)Academic

Open Access
File

Optimization through recomputation in the polyhedral model

Jongen, M. H., Waeijen, L. J. W., Jordans, R., Jozwiak, L. & Corporaal, H., 22 Jan 2018, Eighth International Workshop on Polyhedral Compilation Techniques: In conjunction with HiPEAC 2018. 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
Data storage equipment
Network layers
Computer systems
Fusion reactions
Energy utilization

Quantization of constrained processor data paths applied to convolutional neural networks

de Bruin, E., Zivkovic, Z. & Corporaal, H., 12 Oct 2018, Proceedings - 21st Euromicro Conference on Digital System Design, DSD 2018. Konofaos, N., Novotny, M. & Skavhaug, A. (eds.). Piscataway: Institute of Electrical and Electronics Engineers, p. 357-364 8 p. 8491840

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
Neural networks
Image classification
Computer vision
Particle accelerators
Processing
2017
1 Citation (Scopus)

A configurable SIMD architecture with explicit datapath for intelligent learning

He, Y., Peemen, M. C. J., Waeijen, L. J. W., Diken, E., Fiumara, M., Rauwerda, G., Corporaal, H. & Geng, T., 13 Jan 2017, Proceedings - 2016 16th International Conference on Embedded Computer Systems: Architectures, Modeling and Simulation, SAMOS 2016. Institute of Electrical and Electronics Engineers, p. 156-163 8 p. 7818343

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Neural networks
Neural Networks
Accumulate
Convolution
Multiplication

Automatic instruction-set architecture synthesis for VLIW processor cores in the ASAM project

Jordans, R., Jozwiak, L., Corporaal, H. & Corvino, R., 30 Apr 2017, In : Microprocessors and Microsystems. 51, June 2017, p. 114-133

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
Macros
Energy utilization
Engineers
14 Citations (Scopus)

Coarse grained reconfigurable architectures in the past 25 years: overview and classification

Wijtvliet, M., Waeijen, L. & Corporaal, H., 13 Jan 2017, Proceedings - 2016 16th International Conference on Embedded Computer Systems: Architectures, Modeling and Simulation, SAMOS 2016. Piscataway: Institute of Electrical and Electronics Engineers, p. 235-244 10 p. 7818353

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Reconfigurable architectures
Reconfigurable Architectures
Subword
Field Programmable Gate Array
Parallelism
1 Citation (Scopus)

Extending halide to improve software development for imaging DSPs

Vocke, S., Corporaal, H., Jordans, R., Corvino, R. & Nas, R., 1 Sep 2017, In : ACM Transactions on Architecture and Code Optimization. 14, 3, 25 p., 21

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
Digital signal processors
Software engineering
Imaging techniques
Image processing
Pipelines

Improving the efficiency of deep convolutional networks

Peemen, M. C. J., 12 Oct 2017, Eindhoven: Technische Universiteit Eindhoven. 160 p.

Research output: ThesisPhd Thesis 1 (Research TU/e / Graduation TU/e)Academic

Open Access
File
15 Citations (Scopus)

Locality-aware CTA Clustering for modern GPUs

Li, A., Song, S. L., Liu, W., Liu, X., Kumar, A. & Corporaal, H., 4 Apr 2017, ASPLOS 2017 - 22nd International Conference on Architectural Support for Programming Languages and Operating Systems. New York: Association for Computing Machinery, Inc, p. 297-311 15 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Hardware
Data storage equipment
Graphics processing unit
Scheduling

Loop overhead reduction techniques for coarse grained reconfigurable architectures

Vadivel, K., Wijtvliet, M., Jordans, R. & Corporaal, H., 28 Sep 2017, DSD 2017 - 20th Euromicro Conference on Digital System Design, 30 August - 1 September 2017, Vienna, Austriavadivel wijtvliet jordfans. Piscataway: Institute of Electrical and Electronics Engineers, p. 14-21 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Reconfigurable architectures
Computer hardware
Energy efficiency
Computer vision
Particle accelerators
17 Citations (Scopus)

Memristor for computing: myth or reality?

Hamdioui, S., Kvatinsky, S., Cauwenberghs, G., Xie, L., Wald, N., Joshi, S., Elsayed, H. M., Corporaal, H. & Bertels, K., 11 May 2017, Proceedings of the 2017 Design, Automation and Test in Europe, DATE 2017. Piscataway: Institute of Electrical and Electronics Engineers, p. 722-731 10 p. 7927083

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Memristors
Computer architecture
Data storage equipment
Logic design
Fueling

MeSAP: a fast analytic power model for DRAM memories

Poddar, S., Jongerius, R., Fiorin, L., Mariani, G., Dittmann, G., Anghel, A. & Corporaal, H., 11 May 2017, Proceedings of the 2017 Design, Automation and Test in Europe, DATE 2017. Piscataway: Institute of Electrical and Electronics Engineers, p. 49-54 6 p. 7926957

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Dynamic random access storage
Data storage equipment
Image processing
Simulators

Scheduling and variation-aware design of self-re-entrant flowshops

Waqas, U., 23 Nov 2017, Eindhoven: Technische Universiteit Eindhoven. 149 p.

Research output: ThesisPhd Thesis 1 (Research TU/e / Graduation TU/e)Academic

Open Access
File
1 Citation (Scopus)

Skeleton-based synthesis flow for computation-in-memory architectures

Yu, J., Nane, R., Ashraf, I., Taouil, M., Hamdioui, S., Corporaal, H. & Bertels, K., 19 Oct 2017, (Accepted/In press) In : IEEE Transactions on Emerging Topics in Computing.

Research output: Contribution to journalArticleAcademicpeer-review

Memristors
Memory architecture
Data flow graphs
Scheduling
Data storage equipment
2016
1 Citation (Scopus)

A fast estimator of performance with respect to the design parameters of self re-entrant flowshops

Waqas, U., Geilen, M. C. W., Stuijk, S., van Pinxten, J. H. H., Basten, A. A., Somers, L. J. A. M. & Corporaal, H., 27 Oct 2016, Euromicro Conference on Digital System Design (DSD) 2016, 31 August - 2 September 2016, Limassol, Cyprus. Piscataway: Institute of Electrical and Electronics Engineers, p. 215 - 221 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Liquid crystal displays
Light emitting diodes
Printing
Costs
1 Citation (Scopus)

Code generation for reconfigurable explicit datapath architectures with LLVM

Adriaansen, M., Wijtvliet, M., Jordans, R., Waeijen, L. & Corporaal, H., 31 Aug 2016, 2016 Euromicro Conference on Digital System Design (DSD). Institute of Electrical and Electronics Engineers, p. 30-37 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

2 Citations (Scopus)

Configurable XOR hash functions for banked scratchpad memories in GPUs

van den Braak, G. J., Gómez-Luna, J., González-Linares, J. M., Corporaal, H. & Guil, N., 1 Jul 2016, In : IEEE Transactions on Computers. 65, 7, p. 2045-2058 14 p., 7271051

Research output: Contribution to journalArticleAcademicpeer-review

Hash functions
Hash Function
Percent
Data storage equipment
Speedup
5 Citations (Scopus)

Critical points based register-concurrency autotuning for GPUs

Li, A., Song, S. L., Kumar, A., Zhang, E. Z., Chavarría-Miranda, D. & Corporaal, H., 25 Apr 2016, Proceedings of the 2016 Design, Automation and Test in Europe Conference and Exhibition, DATE 2016. Piscataway: Institute of Electrical and Electronics Engineers, p. 1273-1278 6 p. 7459506

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Data storage equipment
Hazardous materials spills
Tuning
Switches
Graphics processing unit
1 Citation (Scopus)

CSDFa: a model for exploiting the trade-off between data and pipeline parallelism

Koek, P., Geuns, S. J., Hausmans, J. P. H. M., Corporaal, H. & Bekooij, M. J. G., 23 May 2016, Proceedings of the 19th International Workshop on Software and Compilers for Embedded Systems, SCOPES 2016. New York: Association for Computing Machinery, Inc, p. 30-39 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Pipelines
Processing
Data flow graphs
Radar
Data storage equipment
2 Citations (Scopus)

End-to-end latency analysis of dataflow scenarios mapped onto shared heterogeneous resources

Siyoum, F., Geilen, M. & Corporaal, H., 17 Mar 2016, In : IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. 35, 4, p. 535-548

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
Throughput
Algebra

Exascale computer system design : the square kilometre array

Jongerius, R., 20 Sep 2016, Eindhoven: Technische Universiteit Eindhoven. 159 p.

Research output: ThesisPhd Thesis 1 (Research TU/e / Graduation TU/e)Academic

Open Access
File

GPU performance modeling and optimization

Li, A., 18 Oct 2016, Eindhoven: Technische Universiteit Eindhoven. 169 p.

Research output: ThesisPhd Thesis 1 (Research TU/e / Graduation TU/e)Academic

Open Access
File
4 Citations (Scopus)

MacSim: a MAC-enabled high-performance low-power SIMD architecture

Geng, T., Waeijen, L., Peemen, M. C. J., Corporaal, H. & He, Y., 26 Oct 2016, Proceedings - 19th Euromicro Conference on Digital System Design, DSD 2016. Piscataway: Institute of Electrical and Electronics Engineers, p. 160-167 8 p. 7723549

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Energy utilization
Data storage equipment
Computational efficiency
Field programmable gate arrays (FPGA)
Throughput

Multi-granular arithmetic in a coarse-grain reconfigurable architecture

Louwers, S., Waeijen, L., Wijtvliet, M., Koolen, R. & Corporaal, H., 26 Oct 2016, Proceedings - 19th Euromicro Conference on Digital System Design, DSD 2016. Piscataway: Institute of Electrical and Electronics Engineers, p. 599-606 8 p. 7723605

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Reconfigurable architectures
Computer hardware
Hardware
Silicon
Networks (circuits)

Reaching intrinsic compute efficiency requires adaptable micro-architectures

Wijtvliet, M., Waeijen, L. J. W., Adriaansen, M. & Corporaal, H., 18 Jan 2016, p. 1-7 7 p.

Research output: Contribution to conferencePaperAcademic

Open Access
File
3 Citations (Scopus)

R-GPU: A reconfigurable GPU architecture

van den Braak, G. J. & Corporaal, H., 1 Mar 2016, In : ACM Transactions on Architecture and Code Optimization. 13, 1, 24 p., 12

Research output: Contribution to journalArticleAcademicpeer-review

Energy efficiency
Pipelines
Graphics processing unit
Particle accelerators
Electric power utilization

Robust online face detection and tracking

Comaschi, F., 4 Oct 2016, Eindhoven: Technische Universiteit Eindhoven. 158 p.

Research output: ThesisPhd Thesis 1 (Research TU/e / Graduation TU/e)Academic

Open Access
File
2 Citations (Scopus)

Robust online face tracking-by-detection

Comaschi, F., Stuijk, S., Basten, A. A. & Corporaal, H., Jul 2016

Research output: Contribution to conferenceOtherAcademic