Tampere University of Technology

TUTCRIS Research Portal

Department of Signal Processing

Research unit: Department

  1. 2019
  2. Published

    Multimodal Machine Learning-based Knee Osteoarthritis Progression Prediction from Plain Radiographs and Clinical Data

    Tiulpin, A., Klein, S., Bierma-Zeinstra, S. M. A., Thevenot, J., Rahtu, E., Meurs, J. V., Oei, E. H. G. & Saarakkala, S., 1 Dec 2019, In : Scientific Reports. 9, 1, 20038.

    Research output: Contribution to journalArticleScientificpeer-review

  3. Published

    Semantic segmentation with inexpensive simulated data

    Peltomäki, J., Chen, M. & Huttunen, H., Oct 2019, 2019 IEEE Nordic Circuits and Systems Conference (NORCAS): NORCHIP and International Symposium of System-on-Chip (SoC). IEEE, 6 p.

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

  4. Published

    Comparing Optimization Methods of Neural Networks for Real-time Inference

    Khan, M., Lunnikivi, H., Huttunen, H. & Boutellier, J., 3 Sep 2019, 2019 27th European Signal Processing Conference (EUSIPCO). IEEE, 5 p. (European Signal Processing Conference).

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

  5. Published

    DL-CFAR: A Novel CFAR Target Detection Method Based on Deep Learning

    Lin, C-H., Lin, Y-C., Bai, Y., Chung, W-H., Lee, T-S. & Huttunen, H., 1 Sep 2019, 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall). IEEE, 6 p. (IEEE Vehicular Technology Conference).

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

  6. Published

    Rethinking the Evaluation of Video Summaries

    Otani, M., Nakashima, Y., Rahtu, E. & Heikkilä, J., Jun 2019, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). IEEE, p. 7588-7596 9 p. (IEEE/CVF Conference on Computer Vision and Pattern Recognition).

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

  7. Published

    Cumulative Attribute Space Regression for Head Pose Estimation and Color Constancy

    Chen, K., Jia, K., Huttunen, H., Matas, J. & Kämäräinen, J., Mar 2019, In : Pattern Recognition. 87, p. 29-37

    Research output: Contribution to journalArticleScientificpeer-review

  8. Published

    An Integrated Hardware/Software Design Methodology for Signal Processing Systems

    Li, L., Sau, C., Fanni, T., Li, J., Viitanen, T., Christophe, F., Palumbo, F., Raffo, L., Huttunen, H., Takala, J. & Bhattacharyya, S. S., Feb 2019, In : Journal of Systems Architecture. 93, p. 1-19

    Research output: Contribution to journalArticleScientificpeer-review

  9. Published

    Guest Editorial: Special Issue on Machine Learning Implementations

    Huttunen, H., Chen, K. & Zhang, Z., Feb 2019, In : Journal of Signal Processing Systems. 91, 2, p. 115-116

    Research output: Contribution to journalArticleScientific

  10. Published

    Modeling lens optics and rendering virtual views from fisheye imagery

    Gama, F., Georgiev, M. & Gotchev, A., 13 Jan 2019, Electronic Imaging, Image Processing: Algorithms and Systems XVII. (IS&T International Symposium on Electronic Imaging).

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

  11. Published

    Deep Neural Networks: A Signal Processing Perspective

    Huttunen, H., 2019, Handbook of Signal Processing Systems. 3 ed. Springer, p. 133-163

    Research output: Chapter in Book/Report/Conference proceedingChapterScientificpeer-review

  12. Published

    MLAttack: Fooling Semantic Segmentation Networks by Multi-layer Attacks

    Gupta, P. & Rahtu, E., 2019, Pattern Recognition - 41st DAGM German Conference, DAGM GCPR 2019, Proceedings. Fink, G. A., Frintrop, S. & Jiang, X. (eds.). Springer, p. 401-413 13 p. (Lecture Notes in Computer Science; vol. 11824 LNCS).

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

  13. Published

    Surface type classification for autonomous robot indoor navigation

    Lomio, F., Skënderi, E., Mohamadi, D., Collin, J., Ghabcheloo, R. & Huttunen, H., 2019, 27th EUSIPCO 2019 satellite workshop proceedings, “Signal Processing, Computer Vision and Deep Learning for Autonomous Systems”: September 6th 2019, Coruna, Spain. IEEE, (European Signal Processing Conference).

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

  14. 2018
  15. Published

    Automatic knee osteoarthritis diagnosis from plain radiographs: A deep learning-based approach

    Tiulpin, A., Thevenot, J., Rahtu, E., Lehenkari, P. & Saarakkala, S., 1 Dec 2018, In : Scientific Reports. 8, 1, 1727.

    Research output: Contribution to journalArticleScientificpeer-review

  16. Published

    Classification of Building Information Model (BIM) Structures with Deep Learning

    Lomio, F., Farinha, R., Laasonen, M. & Huttunen, H., Nov 2018, 2018 7th European Workshop on Visual Information Processing (EUVIP). IEEE

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

  17. Published

    Embedded Implementation of a Deep Learning Smile Detector

    Ghazi, P., Happonen, A. P., Boutellier, J. & Huttunen, H., Nov 2018, 2018 7th European Workshop on Visual Information Processing (EUVIP): 26-28 November, 2018, Tampere, Finland. IEEE

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

  18. Published

    Faster Bounding Box Annotation for Object Detection in Indoor Scenes

    Adhikari, B., Peltomäki, J., Puura, J. & Huttunen, H., Nov 2018, 2018 7th European Workshop on Visual Information Processing (EUVIP). IEEE

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

  19. Published

    Real Time System for Facial Analysis

    Tommola, J., Ghazi, P., Adhikari, B. & Huttunen, H., Nov 2018. 2 p.

    Research output: Other conference contributionPaper, poster or abstractScientific

  20. Published

    Bottom-Up Attention Guidance for Recurrent Image Recognition

    Tavakoli, H. R., Borji, A., Anwer, R. M., Rahtu, E. & Kannala, J., Oct 2018, 2018 25th IEEE International Conference on Image Processing (ICIP). IEEE, p. 3004-3008 5 p.

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

  21. Published

    Inertial Odometry on Handheld Smartphones

    Solin, A., Cortes, S., Rahtu, E. & Kannala, J., 5 Sep 2018, 2018 21st International Conference on Information Fusion, FUSION 2018. IEEE, p. 1361-1368 8 p. 8455482

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

  22. Published

    Acoustic Scene Classification: A Competition Review

    Gharib, S., Derrar, H., Niizumi, D., Senttula, T., Tommola, J., Heittola, T., Virtanen, T. & Huttunen, H., Sep 2018, 2018 IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2018. IEEE

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

  23. Published

    Binarized Convolutional Neural Networks for Efficient Inference on GPUs

    Khan, M., Huttunen, H. & Boutellier, J., Sep 2018, 2018 26th European Signal Processing Conference (EUSIPCO). IEEE, p. 682-686

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

  24. Published

    Elastic Neural Networks: A Scalable Framework for Embedded Computer Vision

    Bai, Y., Bhattacharyya, S. S., Happonen, A. P. & Huttunen, H., Sep 2018, 2018 26th European Signal Processing Conference (EUSIPCO). IEEE

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

  25. Published

    Feature synthesis for image classification and retrieval via one-against-all perceptrons

    Raitoharju, J., Kiranyaz, S. & Gabbouj, M., Feb 2018, In : Neural Computing and Applications. 29, 4, p. 943–957 15 p.

    Research output: Contribution to journalArticleScientificpeer-review

  26. Published

    ADVIO: An authentic dataset for visual-inertial odometry

    Cortés, S., Solin, A., Rahtu, E. & Kannala, J., 2018, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Springer Verlag, p. 425-440 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11214 LNCS).

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

  27. Published

    Time-of-Flight Range Measurement in Low-sensing Environment: Noise Analysis and Complex-domain Non-local Denoising

    Georgiev, M., Bregovic, R. & Gotchev, A., 2018, In : IEEE Transactions on Image Processing. 27, 6

    Research output: Contribution to journalArticleScientificpeer-review

  28. 2017
  29. Published

    Class-Specific Kernel Discriminant Analysis Revisited: Further Analysis and Extensions

    Iosifidis, A. & Gabbouj, M., 1 Dec 2017, In : IEEE Transactions on Cybernetics. 47, 12, p. 4485-4496

    Research output: Contribution to journalArticleScientificpeer-review

  30. Published

    Estimation of Flow Turbulence Metrics With a Lateral Line Probe and Regression

    Chen, K., Tuhtan, J. A., Fuentes-Pérez, J. F., Toming, G., Musall, M., Strokina, N., Kämäräinen, J-K. & Kruusmaa, M., Apr 2017, In : IEEE Transactions on Instrumentation and Measurement. p. 651-660

    Research output: Contribution to journalArticleScientificpeer-review

  31. Published

    Extended Quantum Cuts for Unsupervised Salient Object Extraction

    Aytekin, C., Ozan, E. C., Kiranyaz, S. & Gabbouj, M., Apr 2017, In : Multimedia Tools and Applications. 76, 8, p. 10443–10463

    Research output: Contribution to journalArticleScientificpeer-review

  32. Published

    Learning graph affinities for spectral graph-based salient object detection

    Aytekin, C., Iosifidis, A., Kiranyaz, S. & Gabbouj, M., Apr 2017, In : Pattern Recognition. 64, p. 159-167

    Research output: Contribution to journalArticleScientificpeer-review

  33. Published

    Learning with Ambiguous Label Distribution for Apparent Age Estimation

    Chen, K. & Kämäräinen, J-K., 11 Mar 2017, Computer Vision – ACCV 2016. Lai, SH., Lepetit, V., Nishino, K. & Sato, Y. (eds.). Springer International Publishing, p. 330-343 (Lecture Notes in Computer Science (LNCS); vol. 10113).

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

  34. Published

    An effective CU size decision method for quality scalability in SHVC

    Li, X., Chen, M., Qu, Z., Xiao, J. & Gabbouj, M., Mar 2017, In : Multimedia Tools and Applications. 76, 6, p. 8011–8030 20 p.

    Research output: Contribution to journalArticleScientificpeer-review

  35. Published

    Physical Activity: Absolute Intensity vs. Relative-to-Fitness-Level Volumes

    Kujala, U. M., Pietilä, J., Myllymäki, T., Mutikainen, S., Föhr, T., Korhonen, I. & Helander, E., Mar 2017, In : Medicine and Science in Sports and Exercise. 49, 3, p. 474–481

    Research output: Contribution to journalArticleScientificpeer-review

  36. Published

    Low power design methodology for signal processing systems using lightweight dataflow techniques

    Li, L., Fanni, T., Viitanen, T., Xie, R., Palumbo, F., Raffo, L., Huttunen, H., Takala, J. & Bhattacharyya, S. S., 13 Feb 2017, DASIP 2016 - Proceedings of the 2016 Conference on Design and Architectures for Signal and Image Processing. IEEE COMPUTER SOCIETY PRESS, p. 82-89 8 p.

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

  37. Published

    Epileptic seizure detection in long-term EEG records using sparse rational decomposition and local Gabor binary patterns feature extraction

    Samiee, K., Kovács, P. & Gabbouj, M., Feb 2017, In : Knowledge-Based Systems. 118, p. 228-240

    Research output: Contribution to journalArticleScientificpeer-review

  38. Published

    Literature Review of Patient Record Structures from the Physician's Perspective

    Forsvik, H., Voipio, V., Lamminen, J., Doupi, P., Hyppönen, H. & Vuokko, R., Feb 2017, In : Journal of Medical Systems. 41, 29

    Research output: Contribution to journalReview ArticleScientificpeer-review

  39. Published

    Real-time vibration-based structural damage detection using one-dimensional convolutional neural networks

    Abdeljaber, O., Avci, O., Kiranyaz, S., Gabbouj, M. & Inman, D. J., Feb 2017, In : Journal of Sound and Vibration. 388, p. 154-170 17 p.

    Research output: Contribution to journalArticleScientificpeer-review

  40. Published

    Viewport-adaptive encoding and streaming of 360-degree video for virtual reality applications

    Kammachi-Sreedhar, K., Aminlou, A., Hannuksela, M. M. & Gabbouj, M., 18 Jan 2017, 2016 IEEE International Symposium on Multimedia (ISM). IEEE, p. 583-586 4 p.

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

  41. Published

    Color-distribution similarity by information theoretic divergence for color images

    Murayama, M., Oguro, D., Kikuchi, H., Huttunen, H., Ho, Y. S. & Shin, J., 17 Jan 2017, 2016 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2016. IEEE

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

  42. Published

    Architectures and codecs for real-time light field streaming

    Kovács, P. T., Zare, A., Balogh, T., Bregovic, R. & Gotchev, A., 1 Jan 2017, In : Journal of Imaging Science and Technology. 61, 1, 010403.

    Research output: Contribution to journalArticleScientificpeer-review

  43. Published

    Approximate kernel extreme learning machine for large scale data classification

    Iosifidis, A., Tefas, A. & Pitas, I., Jan 2017, In : Neurocomputing. 219, p. 210-220 10 p.

    Research output: Contribution to journalArticleScientificpeer-review

  44. Published

    A Hybrid Approach for Near-Range Video Stabilization

    Liu, S., Xu, B., Den, C., Zhu, S., Zeng, B. & Gabbouj, M., 2017, In : IEEE Transactions on Circuits and Systems for Video Technology. 27, 9, p. 1922-1933

    Research output: Contribution to journalArticleScientificpeer-review

  45. Published

    An algorithm for motif-based network design

    Mäki-Marttunen, T., 2017, In : IEEE - ACM Transactions on Computational Biology and Bioinformatics. 14, 5, p. 1181-1186

    Research output: Contribution to journalArticleScientificpeer-review

  46. Published

    A New Block-based Method for HEVC Intra Coding

    Chen, C., Zhu, S., Zeng, B. & Gabbouj, M., 2017, In : IEEE Transactions on Circuits and Systems for Video Technology. 27, 8, p. 1727-1736

    Research output: Contribution to journalArticleScientificpeer-review

  47. Published

    Consistent Anisotropic Wiener Filtering for Audio Source Separation

    Magron, P., Le Roux, J. & Virtanen, T., 2017, IEEE Workshop on Applications of Signal Processing to Audio and Acoustics. p. 269-273 5 p. (IEEE Workshop on Applications of Signal Processing to Audio and Acoustics).

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

  48. Published

    Convolutional recurrent neural networks for bird audio detection

    Cakir, E., Adavanne, S., Parascandolo, G., Drossos, K. & Virtanen, T., 2017, European Signal Processing Conference . IEEE, p. 1744-1748 5 p. (European Signal Processing Conference).

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

  49. Published

    Deep Structured-Output Regression Learning for Computational Color Constancy

    Qian, Y., Chen, K., Kämäräinen, J-K., Nikkanen, J. & Matas, J., 2017, 2016 23rd International Conference on Pattern Recognition (ICPR). IEEE

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

  50. Published

    Depth from Defocus and Coded Apertures for 3D Scene Sensing

    Sahin, E., Wang, C. & Gotchev, A., 2017, Connected Media in the Future Internet Era. Kondoz, A. & Dagiuklas, T. (eds.). Springer, p. 107-134

    Research output: Chapter in Book/Report/Conference proceedingChapterScientificpeer-review

  51. Published

    Dynamic laser speckle metrology with binarization of speckle patterns

    Stoykova, E., Nazarova, D., Berberova, N., Gotchev, A., Ivanov, B. & Mateev, G., 2017, 19th International Conference and School on Quantum Electronics: Laser Physics and Applications. SPIE, 102260R. (Proceedings of SPIE; vol. 10226).

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

  52. Published

    Low Latency Sound Source Separation Using Convolutional Recurrent Neural Networks

    Naithani, G., Barker, T., Parascandolo, G., Bramsløw, L., Pontoppidan, N. H. & Virtanen, T., 2017, IEEE Workshop on Applications of Signal Processing to Audio and Acoustics. p. 71-75 5 p. (IEEE Workshop on Applications of Signal Processing to Audio and Acoustics).

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

  53. Published

    On the existence of the solution for one-dimensional discrete phase retrieval problem

    Rusu, C. & Astola, J., 2017, In : Signal, Image and Video Processing. 11, 2, p. 195–202 8 p.

    Research output: Contribution to journalArticleScientificpeer-review

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