Embedded Signal Processing and Machine Learning Lab

Research output

Research output per year 2019 2021 2024

• 20 Conference Paper
• 7 Article
• 4 Other contribution
• 1 Chapter
• 1 More
  • 1 Paper

Research output per year

Research output per year

Search results

• 2024

  RISC-V based SoC Platform for Neural Network Acceleration

  Rodriguez, N. D., Gigena Ivanovich, D., Villemur, M. & Julian, P., 2024, 2024 Argentine Conference on Electronics (CAE). p. 142-147 6 p.

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper

  • Reduced instruction set computing 100%
  • System-on-chip 81%
  • Particle accelerators 80%
  • Energy efficiency 63%
  • Neural networks 48%
• 2023

  Architecture Analysis for Symmetric Simplicial Deep Neural Networks on Chip

  Rodríguez, N., Villemur, M. & Julián, P., 24 Mar 2023, 2023 57th Annual Conference on Information Sciences and Systems (CISS). p. 1-6 6 p. 10089667

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Network-on-chip 100%
  • Deep neural networks 86%
  • Computer hardware 51%
  • Image classification 31%
  • Data transfer 29%

• Hopfield Boosting for Out-of-Distribution Detection

  Hofmann, C., Schmid, S. L., Lehner, B., Klotz, D. & Hochreiter, S., 15 Dec 2023, (Accepted/In press) NeurIPS 2023 Workshop: Associative Memory & Hopfield Networks.

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  File

  • Machine learning 100%

• System on Chip Testbed for Deep Neuromorphic Neural Networks

  Rodriguez, N. D., Villemur, M., Klepatsch, D., Gigena Ivanovich, D. & Julian, P., 21 Jul 2023, 2023 IEEE International Symposium on Circuits and Systems (ISCAS).

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • System-on-chip 100%
  • Particle accelerators 99%
  • Testbeds 95%
  • Deep neural networks 95%
  • Interfaces (computer) 46%
• 2022

  A Soft Interference Cancellation Inspired Neural Network for SC-FDE

  Baumgartner, S., Lang, O. & Huemer, M., 2022, (Accepted/In press) IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC) 2022.

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Neural networks 100%
  • Network architecture 30%
  • Machine learning 24%
  • Communication 16%

• Braille Letter Reading: A Benchmark for Spatio-Temporal Pattern Recognition on Neuromorphic Hardware

  Müller-Cleve, S., Fra, V., Khacef, L., Pequeno-Zurro, A., Klepatsch, D., Forno, E., Ivanovich, D. G., Rastogi, S., Urgese, G., Zenke, F. & Bartolozzi, C., 11 Nov 2022, In: Frontiers in Neuroscience. 25 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Benchmarking 100%
  • Psychology Recognition 81%
  • Reading 81%
  • Long-Term Memory 53%
  • Touch 46%

• DL-Based Physical Tamper Attack Detection in OFDM Systems with Multiple Receiver Antennas: A Performance–Complexity Trade-Off

  Dehmollaian, E., Etzlinger, B., Torres, N. B. & Springer, A., 30 Aug 2022, In: Sensors. 22, 17, p. 6547

  Research output: Contribution to journal › Article › peer-review

  Open Access

• Embedded Processing Pipeline Exploration For Neuromorphic Event Based Perceptual Systems.

  Sengupta, J. P., Villemur, M., Pouliquen, P. O., Julián, P. & Andreou, A. G., 2022, ISCAS. p. 486-490 5 p.

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

• Exploration of Deep Neural Networks with Symmetric Simplicial Layers for On-Satellite Earth Observation Processing

  Rodriguez, N., Ratschbacher, L., Xu, C. & Julian, P., Mar 2022, Argentine Conference on Electronics. p. 31-36

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Deep neural networks 100%
  • Earth (planet) 86%
  • Satellites 79%
  • Artificial intelligence 30%
  • Bandwidth 21%

• Radar Signatures based Classification under Strict System Limitations

  Huber, C., Blazek, T., Xu, C., Gaich, A., Pathuri-Bhuvana, V. & Feger, R., 2 Nov 2022, 2022 56th Asilomar Conference on Signals, Systems, and Computers. p. 564-568 5 p. 10051912

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Radar 100%
  • Continuous wave radar 41%
  • Balloons 38%
  • Metal foil 33%
  • Random forests 32%

• Surfing Virtual Waves to Thermal Tomography: From model- to deep learning-based reconstructions

  Kovács, P., Lehner, B., Thummerer, G., Mayr, G., Burgholzer, P. & Huemer, M., Jan 2022, In: IEEE Signal Processing Magazine. 39, 1, p. 55-67

  Research output: Contribution to journal › Article › peer-review

  • Heat Flow 100%
  • Tomography 98%
  • Lateral 91%
  • Defects 82%
  • Learning 75%

• XAI and Strategy Extraction via Reward Redistribution

  Dinu, M-C., Hofmarcher, M., Patil, V. P., Dorfer, M., Blies, P. M., Brandstetter, J., Arjona-Medina, J. A. & Hochreiter, S., 2022, xxAI - Beyond Explainable AI: International Workshop, Held in Conjunction with ICML 2020, July 18, 2020, Vienna, Austria, Revised and Extended Papers. Holzinger, A., Goebel, R., Fong, R., Moon, T., Müller, K-R. & Samek, W. (eds.). Cham, p. 177-205 29 p.

  Research output: Conference proceeding/Chapter in Book/Report/ › Chapter › peer-review

  • Demonstrations 100%
  • Trajectories 85%
  • Reinforcement learning 73%
  • Deep learning 21%
• 2021

  A Deep Learning Approach for Network Anomaly Detection

  Lehner, B., 2021

  Research output: Other contribution

• Architecture and Algorithm Co-Design Framework for Embedded Processors in Event-Based Cameras

  Sengupta, J. P., Villemur, M., Mendat, D. R., Tognetti, G. & Andreou, A. G., 28 May 2021, 2021 IEEE International Symposium on Circuits and Systems (ISCAS). IEEE Computer Society, p. 1-5 5 p. 9401246. (Proceedings - IEEE International Symposium on Circuits and Systems; vol. 2021-May).

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Cameras 100%
  • Reduced instruction set computing 88%
  • Object tracking 76%
  • Particle accelerators 71%
  • Embedded systems 65%

• A Spike-based Cellular-Neural Network Architecture for Spatiotemporal filtering

  Sengupta, J. P., Villemur, M. & Andreou, A. G., 26 Mar 2021, 2021 55th Annual Conference on Information Sciences and Systems, CISS 2021. IEEE Computer Society, p. 1-6 6 p. 9400308. (2021 55th Annual Conference on Information Sciences and Systems, CISS 2021).

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Cellular neural networks 100%
  • Network architecture 70%
  • Sensors 38%
  • Computer hardware 22%

• Deep Convolutional Network: an Event-based approach

  Ivanovich, D. G., Rodríguez, N., Pasciaroni, A. & Julián, P., 12 Mar 2021, 2021 Argentine Conference on Electronics - Congreso Argentino de Electronica 2021, CAE 2021. IEEE Computer Society, p. 50-54 5 p. 9397561. (2021 Argentine Conference on Electronics - Congreso Argentino de Electronica 2021, CAE 2021).

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Traffic signs 100%
  • Neural networks 45%

• Efficient, event-driven feature extraction and unsupervised object tracking for embedded applications

  Sengupta, J. P., Villemur, M. & Andreou, A. G., 26 Mar 2021, 2021 55th Annual Conference on Information Sciences and Systems, CISS 2021. IEEE Computer Society, p. 1-6 6 p. 9400234. (2021 55th Annual Conference on Information Sciences and Systems (CISS)).

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Object tracking 100%
  • Feature extraction 71%
  • Sensors 47%
  • Data reduction 36%
  • Embedded systems 28%

• Efficient Majority Voting in Digital Hardware.

  Baumgartner, S., Huemer, M. & Lunglmayr, M., 2021

  Research output: Other contribution › peer-review

• Event-based hand shadow recognition with varied light intensity and background subtraction

  Gigena Ivanovich, D., Xu, C. & Julian, P., 2021, 2021 Asilomar Conference on Signals, Systems, and Computers. p. 1121-1124 5 p.

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Palmprint recognition 100%
  • Gesture recognition 41%
  • Deep learning 31%
  • Data communication systems 31%
  • Lighting 28%

• Modern Hopfield Networks for Return Decomposition for Delayed Rewards

  Widrich, M., Hofmarcher, M., Patil, V. P., Bitto-Nemling, A. & Hochreiter, S., 12 Oct 2021, Deep Reinforcement Learning Workshop at Neural Information Processing Systems, 2021.

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Long short-term memory 100%
  • Decomposition 86%
  • Reinforcement learning 34%
  • Pattern recognition 15%
  • Experiments 6%

• Neural Network Based Data Estimation for Unique Word OFDM

  Baumgartner, S., Bognár, G., Lang, O. & Huemer, M., 3 Nov 2021, 2021 55th Asilomar Conference on Signals, Systems, and Computers. p. 381-388 8 p. 9723229

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Orthogonal frequency division multiplexing 100%
  • Neural networks 67%
  • Communication systems 29%
  • Machine learning 13%

• Neural Network Optimal UW-OFDM

  Borgnár, G., Baumgartner, S., Lang, O. & Huemer, M., 3 Nov 2021, 2021 55th Asilomar Conference on Signals, Systems, and Computers. p. 389-394 6 p. 9723117

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Orthogonal frequency division multiplexing 100%
  • Neural networks 67%
  • Optimal systems 33%
  • Network architecture 25%
  • Transmitters 23%

• Noise Characterization of an Event-Based Imager

  Ivanovich, D. G., Vilches, G., Julián, P. & Moroni, G. F., 12 Mar 2021, 2021 Argentine Conference on Electronics - Congreso Argentino de Electronica 2021, CAE 2021. IEEE Computer Society, p. 32-39 8 p. 9397562. (2021 Argentine Conference on Electronics - Congreso Argentino de Electronica 2021, CAE 2021).

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Image sensors 100%
  • Quantum efficiency 73%
  • Pixels 70%
  • Photons 55%

• Road Detection for Driving Applications based on Histograms

  Cousseau, I., Ivanovich, D. G. & Julian, P., 11 Mar 2021, 2021 Argentine Conference on Electronics - Congreso Argentino de Electronica 2021, CAE 2021. IEEE Computer Society, p. 67-72 6 p. 9397558. (2021 Argentine Conference on Electronics - Congreso Argentino de Electronica 2021, CAE 2021).

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Field programmable gate arrays (FPGA) 100%

• Simplicial Computation: A Methodology to Compute Vector-vector Multiplications with Reduced Complexity

  Julian, P., Villemur, M., Rodriguez, N. D. & Andreou, A. G., 2021, In: International Journal of Circuit Theory and Applications. p. 1-23

  Research output: Contribution to journal › Article › peer-review

  Open Access

• Symmetric Simplicial Neural Networks

  Rodriguez, N., Julian, P. & Villemur, M., 24 Mar 2021, 2021 55th Annual Conference on Information Sciences and Systems, CISS 2021. IEEE Computer Society, p. 1-6 6 p. 9400270. (2021 55th Annual Conference on Information Sciences and Systems, CISS 2021).

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Neural networks 100%
  • Image classification 43%
  • Convolutional neural networks 37%
  • Topology 27%

• Uncertainty Estimation for Deep Learning-based Thermographic Imaging

  Lehner, B., Gallien, T., Kovács, P., Thummerer, G., Mayr, G., Burgholzer, P. & Huemer, M., Feb 2021, In: Sensors and Transducers Journal. 249, 2, p. 25-35

  Research output: Contribution to journal › Article › peer-review

  File

  • Deep learning 100%
  • Imaging techniques 85%
  • Defects 76%
  • Uncertainty 70%
  • Automatic identification 67%

• Understanding the Effects of Dataset Characteristics on Offline Reinforcement Learning

  Schweighofer, K., Hofmarcher, M., Dinu, M-C., Renz, P., Bitto-Nemling, A., Patil, V. & Hochreiter, S., 12 Oct 2021.

  Research output: Contribution to conference (No Proceedings) › Paper › peer-review

  • Reinforcement learning 100%
  • Learning algorithms 55%
  • Trajectories 34%
  • Cloning 22%

• VPNET: Variable Projection Networks

  Kovács, P., Bognár, G., Huber, C. & Huemer, M., 13 Oct 2021, In: International Journal of Neural Systems.

  Research output: Contribution to journal › Article › peer-review

  • Signal processing 100%
  • Neural networks 75%
  • Electrocardiography 60%
  • Network architecture 57%
  • Costs 23%
• 2020

  Align-RUDDER - Learning From Few Demonstrations by Reward Redistribution.

  Patil, V. P., Hofmarcher, M., Dinu, M-C., Dorfer, M., Blies, P. M., Brandstetter, J., Arjona-Medina, J. A. & Hochreiter, S., 2020

  Research output: Other contribution › peer-review

• Deep learning approaches for thermographic imaging

  Kovács, P., Lehner, B., Thummerer, G., Mayr, G., Burgholzer, P. & Huemer, M., 21 Oct 2020, In: Journal of Applied Physics. 128, 15, p. 155103

  Research output: Contribution to journal › Article › peer-review

  • learning 100%
  • temperature measurement 50%
  • surface temperature 36%
  • synthetic apertures 23%
  • education 18%

• VPNet - Variable Projection Networks.

  Kovács, P., Bognár, G., Huber, C. & Huemer, M., 18 Nov 2020

  Research output: Other contribution › peer-review

  Open Access
• 2019

  Integrated Camera and Radar Tracking using Multi-Model Cubature Kalman Filter

  Bhuvana, V. P. & Huemer, M., 14 Nov 2019, 2019 IEEE Global Conference on Signal and Information Processing (GlobalSIP). IEEE Computer Society, p. 1-5 5 p. 8969484. (IEEE Global Conference on Signal and Information Processing).

  Research output: Conference proceeding/Chapter in Book/Report/ › Conference Paper › peer-review

  • Radar tracking 100%
  • Kalman filters 61%
  • Cameras 47%
  • Radar 30%
  • Sensors 19%