Professorship Kannala J.

Organisational unit: Research group

Research outputs

  1. 2020
  2. Accepted/In press

    Bayesian Feature Pyramid Networks for Automatic Multi-Label Segmentation of Chest X-rays and Assessment of Cardio-Thoratic Ratio

    Solovyev, R., Melekhov, I., Lesonen, T., Vaattovaara, E., Tervonen, O. & Tiulpin, A., 2020, (Accepted/In press) Advanced Concepts for Intelligent Vision Systems (ACIVS).

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

  3. Accepted/In press

    Geometric Image Correspondence Verification by Dense Pixel Matching

    Laskar, Z., Melekhov, I., Rezazadegan Tavakoli, H., Ylioinas, J. & Kannala, J., 2020, (Accepted/In press) IEEE Winter Conference on Applications of Computer Vision.

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

  4. Accepted/In press

    InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization

    Sun, F-Y., Hoffman, J., Verma, V. & Tang, J., 2020, (Accepted/In press).

    Research output: Contribution to conferencePaperScientificpeer-review

  5. Accepted/In press

    SketchTransfer: A New Dataset for Exploring Detail-Invariance and the Abstractions Learned by Deep Networks

    Lamb, A., Ozair, S., Verma, V. & Ha, D., 2020, (Accepted/In press) 2020 Winter Conference on Applications of Computer Vision (WACV ’20).

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

  6. 2019
  7. Published

    Learning Image Relations with Contrast Association Networks

    Lu, Y., Yang, Z., Kannala, J. & Kaski, S., 1 Jul 2019, 2019 International Joint Conference on Neural Networks, IJCNN 2019. Institute of Electrical and Electronics Engineers, 7 p. 8852344. (Proceedings of the International Joint Conference on Neural Networks; vol. 2019-July).

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

  8. Published

    DGC-Net: Dense Geometric Correspondence Network

    Melekhov, I., Tiulpin, A., Sattler, T., Pollefeys, M., Rahtu, E. & Kannala, J., 4 Mar 2019, Proceedings - 2019 IEEE Winter Conference on Applications of Computer Vision, WACV 2019. IEEE, p. 1034-1042 9 p. 8658868. (IEEE Winter Conference on Applications of Computer Vision).

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

  9. Published

    Digging deeper into egocentric gaze prediction

    Tavakoli, H. R., Rahtu, E., Kannala, J. & Borji, A., 4 Mar 2019, Proceedings - 2019 IEEE Winter Conference on Applications of Computer Vision, WACV 2019. Institute of Electrical and Electronics Engineers, p. 273-282 10 p. 8658619

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

  10. Published

    Gyroscope-aided motion deblurring with deep networks

    Mustaniemi, J., Kannala, J., Särkkä, S., Matas, J. & Heikkilä, J., 4 Mar 2019, Proceedings of the 2019 IEEE Winter Conference on Applications of Computer Vision, WACV 2019. IEEE, p. 1914-1922 9 p. 8658406. (IEEE Winter Conference on Applications of Computer Vision).

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

  11. Published

    Semantic matching by weakly supervised 2D point set registration

    Laskar, Z., Tavakoli, H. R. & Kannala, J., 4 Mar 2019, 2019 IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION (WACV). Institute of Electrical and Electronics Engineers, p. 1061-1069 9 p. 8658796

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

  12. Published

    Adversarial mixup resynthesizers

    Beckham, C., Honari, S., Verma, V., Lamb, A., Ghadiri, F., Hjelm, R. D. & Pal, C., 1 Jan 2019.

    Research output: Contribution to conferencePaperScientificpeer-review

  13. Published

    CubiCasa5K: A Dataset and an Improved Multi-task Model for Floorplan Image Analysis

    Kalervo, A., Ylioinas, J., Häikiö, M., Karhu, A. & Kannala, J., 1 Jan 2019, Image Analysis - 21st Scandinavian Conference, SCIA 2019, Proceedings. Felsberg, M., Forssén, P-E., Unger, J. & Sintorn, I-M. (eds.). Springer Verlag, p. 28-40 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11482 LNCS).

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

  14. Published

    Semi-supervised semantic matching

    Laskar, Z. & Kannala, J., 1 Jan 2019, Computer Vision – ECCV 2018 Workshops, Proceedings. Leal-Taixé, L. & Roth, S. (eds.). Springer Verlag, p. 444-455 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11131 LNCS).

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

  15. Published

    Unstructured Multi-view Depth Estimation Using Mask-Based Multiplane Representation

    Hou, Y., Solin, A. & Kannala, J., 1 Jan 2019, Image Analysis - 21st Scandinavian Conference, SCIA 2019, Proceedings. Felsberg, M., Forssén, P-E., Unger, J. & Sintorn, I-M. (eds.). Springer Verlag, p. 54-66 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11482 LNCS).

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

  16. Published

    Conditional image sampling by deep automodulators

    Heljakka, A., Hou, Y., Kannala, J. & Solin, A., 2019.

    Research output: Contribution to conferencePaperScientificpeer-review

  17. Published

    Devon: Deformable Volume Network for Learning Optical Flow

    Lu, Y., Valmadre, J., Wang, H., Kannala, J., Harandi, M. & Torr, P. H. S., 2019, Computer Vision – ECCV 2018 Workshops: Munich, Germany, September 8-14, 2018, Proceedings, Part VI. Springer International Publishing AG, (Lecture Notes in Computer Science).

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

  18. Published

    Interpolated Adversarial Training: Achieving Robust Neural Networks Without Sacrificing Too Much Accuracy

    Verma, V., Lamb, A., Kannala, J. & Bengio, Y., 2019, AISec'19: Proceedings of the 12th ACM Workshop on Artificial Intelligence and Security. ACM, p. 95-103

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

  19. Published

    Interpolation consistency training for semi-supervised learning

    Verma, V., Lamb, A., Kannala, J., Bengio, Y. & Lopez-Paz, D., 2019, Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence (IJCAI-19). p. 3635-3641

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

  20. Accepted/In press

    Iterative path reconstruction for large-scale inertial navigation on smartphones

    Cortes Reina, S., Hou, Y., Kannala, J. & Solin, A., 2019, (Accepted/In press) Proceedings of the International Conference on Information Fusion (FUSION). IEEE

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

  21. Accepted/In press

    KNEEL: Knee Anatomical Landmark Localization Using Hourglass Networks

    Tiulpin, A., Melekhov, I. & Saarakkala, S., 2019, (Accepted/In press) The IEEE International Conference on Computer Vision (ICCV) Workshops.

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

  22. Published

    Learning Image-to-Image Translation Using Paired and Unpaired Training Samples

    Tripathy, S., Kannala, J. & Rahtu, E., 2019, Computer Vision - ACCV 2018 - 14th Asian Conference on Computer Vision, Revised Selected Papers. Schindler, K., Mori, G., Jawahar, C. V. & Li, H. (eds.). Springer Verlag, p. 51-66 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11362 LNCS).

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

  23. Published

    Machine Learning Methods for Classification of Unstructured Data

    Sayfullina, L., 2019, Aalto University. 162 p.

    Research output: ThesisDoctoral ThesisCollection of Articles

  24. Published

    Manifold Mixup: Better Representations by Interpolating Hidden States

    Verma, V., Lamb, A., Beckham, C., Najafi, A., Mitliagkas, I., Lopez-Paz, D. & Bengio, Y., 2019, Proceedings of the 36th International Conference on Machine Learning. (Proceedings of Machine Learning Research; vol. 97).

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

  25. Published

    Mask-RCNN and u-net ensembled for nuclei segmentation

    Vuola, A. O., Akram, S. U. & Kannala, J., 2019, ISBI 2019 - 2019 IEEE International Symposium on Biomedical Imaging. IEEE, p. 208-212 5 p. 8759574. (IEEE International Symposium on Biomedical Imaging).

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

  26. Accepted/In press

    Multi-view stereo by temporal nonparametric fusion

    Hou, Y., Kannala, J. & Solin, A., 2019, (Accepted/In press) International Conference on Computer Vision (ICCV). IEEE, p. 2651–2660

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

  27. Published

    On Adversarial Mixup Resynthesis

    Beckham, C., Honari, S., Verma, V., Lamb, A., Ghadiri, F., Hjelm, R. D., Bengio, Y. & Pal, C., 2019.

    Research output: Contribution to conferencePaperScientificpeer-review

  28. Published

    Pioneer Networks: Progressively Growing Generative Autoencoder

    Heljakka, A., Solin, A. & Kannala, J., 2019, Computer Vision – ACCV 2018 - 14th Asian Conference on Computer Vision, Revised Selected Papers. Mori, G., Jawahar, C. V., Schindler, K. & Li, H. (eds.). Springer, Cham, p. 22-38 17 p. (Lecture notes in computer science; vol. 11361).

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

  29. Accepted/In press

    Regularizing Model-Based Planning with Energy-Based Models

    Boney, R., Kannala, J. & Ilin, A., 2019, (Accepted/In press) Conference on Robot Learning 2019.

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

  30. Accepted/In press

    Regularizing Trajectory Optimization with Denoising Autoencoders

    Boney, R., Norman Di Palo, Mathias Berglund, Ilin, A., Kannala, J., Antti Rasmus & Harri Valpola, 2019, (Accepted/In press) Advances in Neural Information Processing Systems 32 (NIPS 2019).

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

  31. Published

    Responsible team players wanted: an analysis of soft skill requirements in job advertisements

    Calanca, F., Sayfullina, L., Minkus, L., Wagner, C. & Malmi, E., 2019, In : EPJ Data Science. 8, 1, p. 1-20 13.

    Research output: Contribution to journalArticle

  32. Published

    Scene Coordinate Regression with Angle-Based Reprojection Loss for Camera Relocalization

    Li, X., Ylioinas, J., Verbeek, J. & Kannala, J., 2019, Computer Vision – ECCV 2018 Workshops: Munich, Germany, September 8-14, 2018, Proceedings, Part III. Springer International, p. 229-245 (Lecture Notes in Computer Science).

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

  33. Accepted/In press

    TC-Net: Self-Supervised Monocular Video Scene Understanding Using Temporally Consistent Geometric Prior

    Melekhov, I., Rahtu, E., Kannala, J. & Kendall, A., 2019, (Accepted/In press) International Conference on Machine Learning (ICML) Workshops.

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

  34. 2018
  35. Published

    Accurate 3-D Reconstruction with RGB-D Cameras using Depth Map Fusion and Pose Refinement

    Ylimäki, M., Kannala, J. & Heikkilä, J., 26 Nov 2018, 2018 24th International Conference on Pattern Recognition, ICPR 2018. IEEE, p. 1977-1982 8545508. (International Conference on Pattern Recognition).

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

  36. Published

    Robust Gyroscope-Aided Camera Self-Calibration

    Cortés Reina, S., Solin, A. & Kannala, J., 5 Sep 2018, 2018 21st International Conference on Information Fusion, FUSION 2018. Institute of Electrical and Electronics Engineers, p. 772-779 8 p. 8455353

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

  37. Published

    ADVIO: An authentic dataset for visual-inertial odometry

    Cortés, S., Solin, A., Rahtu, E. & Kannala, J., 1 Jan 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

  38. Published

    Learning representations for soft skill matching

    Sayfullina, L., Malmi, E. & Kannala, J., 1 Jan 2018, Analysis of Images, Social Networks and Texts - 7th International Conference, AIST 2018, Revised Selected Papers. Panchenko, A., van der Aalst, W. M., Khachay, M., Pardalos, P. M., Batagelj, V., Loukachevitch, N., Glavaš, G., Ignatov, D. I., Kuznetsov, S. O., Koltsova, O., Lomazova, I. A., Savchenko, A. V., Napoli, A. & Pelillo, M. (eds.). Springer Verlag, p. 141-152 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11179 LNCS).

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

  39. Published

    Leveraging Unlabeled Whole-Slide-Images for Mitosis Detection

    Akram, S. U., Qaiser, T., Graham, S., Kannala, J., Heikkilä, J. & Rajpoot, N., 1 Jan 2018, Computational Pathology and Ophthalmic Medical Image Analysis - First International Workshop, COMPAY 2018, and 5th International Workshop, OMIA 2018, Held in Conjunction with MICCAI 2018, Proceedings. Springer Verlag, p. 69-77 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11039 LNCS).

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

  40. Published

    Real-time human pose estimation with convolutional neural networks

    Linna, M., Kannala, J. & Rahtu, E., 1 Jan 2018, VISAPP: Proceedings of the 13th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications. Braz, J., Imai, F. & Tremeau, A. (eds.). SciTePress, Vol. 5. p. 335-342 8 p.

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

  41. Published

    Recursive Chaining of Reversible Image-to-Image Translators for Face Aging

    Heljakka, A., Solin, A. & Kannala, J., 1 Jan 2018, Advanced Concepts for Intelligent Vision Systems - 19th International Conference, ACIVS 2018, Proceedings. Springer Verlag, p. 309-320 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11182 LNCS).

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

  42. Published

    Residual connections encourage iterative inference

    Ebski, S. J., Arpit, D., Ballas, N., Verma, V., Che, T. & Bengio, Y., 1 Jan 2018, p. 1-14.

    Research output: Contribution to conferencePaperScientificpeer-review

  43. Published

    Bottom-Up Attention Guidance for Recurrent Image Recognition

    Rezazadegan Tavakoli, H., Borji, A., Anwer, R., Rahtu, E. & Kannala, J., 2018, 2018 IEEE International Conference on Image Processing, ICIP 2018 - Proceedings. Institute of Electrical and Electronics Engineers, p. 3004-3008 5 p. 8451537

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

  44. Published

    Deep learning based speed estimation for constraining strapdown inertial navigation on smartphones

    Cortes Reina, S., Solin, A. & Kannala, J., 2018, 2018 IEEE 28th International Workshop on Machine Learning for Signal Processing (MLSP). Aalborg: Institute of Electrical and Electronics Engineers, p. 1-6 8516710

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

  45. Published

    Domain Adaptation for Resume Classification Using Convolutional Neural Networks

    Sayfullina, L., Malmi, E., Liao, Y. & Jung, A., 2018, Analysis of Images, Social Networks and Texts: 6th International Conference, AIST 2017, Moscow, Russia, July 27--29, 2017, Revised Selected Papers. van der Aalst, W. M. P., Ignatov, D. I., Khachay, M., Kuznetsov, S. O., Lempitsky, V., Lomazova, I. A., Loukachevitch, N., Napoli, A., Panchenko, A., Pardalos, P. M., Savchenko, A. V. & Wasserman, S. (eds.). Cham: Springer International Publishing AG, p. 82-93 12 p. (Lecture Notes in Computer Science; vol. 10716).

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

  46. Published

    Fast Motion Deblurring for Feature Detection and Matching Using Inertial Measurements

    Mustaniemi, J., Kannala, J., Särkkä, S., Matas, J. & Heikkilä, J., 2018, 2018 24th International Conference on Pattern Recognition (ICPR). IEEE, p. 3068 -3073 (International Conference on Pattern Recognition (ICPR)).

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

  47. Published

    Full-Frame Scene Coordinate Regression for Image-Based Localization

    Li, X., Ylioinas, J. & Kannala, J., 2018, Robotics: Science and Systems XIV. University of Queensland, 9 p. (Robotics: Science and Systems).

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

  48. Published

    Inertial Odometry on Handheld Smartphones

    Solin, A., Cortes Reina, S., Rahtu, E. & Kannala, J., 2018, 2018 21st International Conference on Information Fusion, FUSION 2018. Institute of Electrical and Electronics Engineers, p. 1361-1368 8455482

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

  49. Published

    Modeling and Interpolation of the Ambient Magnetic Field by Gaussian Processes

    Solin, A., Kok, M., Wahlstrom, N., Schon, T. B. & Sarkka, S., 2018, In : IEEE Transactions on Robotics. 34, 4, p. 1112-1127

    Research output: Contribution to journalArticle

  50. 2017
  51. Published

    Deep learning for magnification independent breast cancer histopathology image classification

    Bayramoglu, N., Kannala, J. & Heikkila, J., 13 Apr 2017, 2016 23rd International Conference on Pattern Recognition, ICPR 2016. Institute of Electrical and Electronics Engineers, p. 2440-2445 6 p. 7900002. (International Conference on Pattern Recognition).

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

  52. Published

    Camera Relocalization by Computing Pairwise Relative Poses Using Convolutional Neural Network

    Laskar, Z., Melekhov, I., Kalia, S. & Kannala, J., 2017, 2017 IEEE International Conference on Computer Vision Workshops (ICCVW) . IEEE, p. 920-929 (IEEE International Conference on Computer Vision Workshops (ICCVW) ).

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

  53. Published

    Context aware query image representation for particular object retrieval

    Laskar, Z. & Kannala, J., 2017, Image Analysis - 20th Scandinavian Conference, SCIA 2017, Proceedings. Vol. 10270 LNCS. p. 88-99 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10270 LNCS).

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

  54. Published

    Image-based Localization using Hourglass Networks

    Melekhov, I., Ylioinas, J., Kannala, J. & Rahtu, E., 2017, 2017 IEEE International Conference on Computer Vision Workshops (ICCVW) . IEEE, p. 870-877 (IEEE International Conference on Computer Vision workshops).

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

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