Juho Kannala
    • Aalto SCI Computer Science Konemiehentie 2

    20042022

    Research activity per year

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    • 2022

      Automated Tip Functionalization via Machine Learning in Scanning Probe Microscopy

      Alldritt, B., Urtev, F., Oinonen, N., Aapro, M., Kannala, J., Liljeroth, P. & Foster, A. S., Apr 2022, In: Computer Physics Communications. 273, 108258.

      Research output: Contribution to journalArticleScientificpeer-review

      Open Access
      File
      3 Citations (Scopus)
      41 Downloads (Pure)
    • Continual Learning for Image-Based Camera Localization

      Wang, S., Laskar, Z., Melekhov, I., Li, X. & Kannala, J., 2022, 2021 International Conference on Computer Vision, ICCV. IEEE, p. 3232-3242 11 p. (IEEE International Conference on Computer Vision).

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

      Open Access
      File
      8 Downloads (Pure)
    • Digging Into Self-Supervised Learning of Feature Descriptors

      Melekhov, I., Laskar, Z., Li, X., Wang, S. & Kannala, J., Jan 2022, Proceedings - 2021 International Conference on 3D Vision, 3DV 2021. IEEE, p. 1144-1155 12 p.

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

      Open Access
      File
      4 Downloads (Pure)
    • Electrostatic Discovery Atomic Force Microscopy

      Oinonen, N., Xu, C., Alldritt, B., Canova, F. F., Urtev, F., Cai, S., Krejčí, O., Kannala, J., Liljeroth, P. & Foster, A. S., 25 Jan 2022, In: ACS Nano. 16, 1, p. 89-97 9 p.

      Research output: Contribution to journalArticleScientificpeer-review

      Open Access
      File
      2 Citations (Scopus)
      14 Downloads (Pure)
    • HybVIO: Pushing the limits of real-time visual-inertial odometry

      Seiskari, O., Rantalankila, P., Kannala, J., Ylilammi, J., Rahtu, E. & Solin, A., 2022, Proceedings - 2022 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV). IEEE, p. 287-296 10 p.

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

      Open Access
      2 Citations (Scopus)
    • Interpolation consistency training for semi-supervised learning

      Verma, V., Kawaguchi, K., Lamb, A., Kannala, J., Solin, A., Bengio, Y. & Lopez-Paz, D., 2022, In: Neural Networks. 145, p. 90-106

      Research output: Contribution to journalArticleScientificpeer-review

      Open Access
      File
      2 Citations (Scopus)
      56 Downloads (Pure)
    • Single Source One Shot Reenactment using Weighted Motion from Paired Feature Points

      Tripathy, S., Kannala, J. & Rahtu, E., 2022, Proceedings - 2022 IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2022. IEEE, p. 2121-2130 10 p.

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

      Open Access
    • 2021

      Bridging the Gap Between Paired and Unpaired Medical Image Translation

      Paavilainen, P., Akram, S. U. & Kannala, J., 25 Sep 2021, Deep Generative Models, and Data Augmentation, Labelling, and Imperfections: First Workshop, DGM4MICCAI 2021, and First Workshop, DALI 2021, Held in Conjunction with MICCAI 2021, Proceedings. Engelhardt, S., Oksuz, I., Zhu, D., Yuan, Y., Mukhopadhyay, A., Heller, N., Huang, S. X., Nguyen, H., Sznitman, R. & Xue, Y. (eds.). p. 35-44 10 p. (Lecture Notes in Computer Science; vol. 13003 LNCS).

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

      Open Access
      1 Citation (Scopus)
    • Data-Efficient Ranking Distillation for Image Retrieval

      Laskar, Z. & Kannala, J., 2021, Computer Vision – ACCV 2020 - 15th Asian Conference on Computer Vision, 2020, Revised Selected Papers. Ishikawa, H., Liu, C-L., Pajdla, T. & Shi, J. (eds.). p. 469-484 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12622 LNCS).

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

      Open Access
      File
      12 Downloads (Pure)
    • FACEGAN: Facial attribute controllable rEenactment GAN

      Tripathy, S., Kannala, J. & Rahtu, E., Jan 2021, Proceedings - 2021 IEEE Winter Conference on Applications of Computer Vision, WACV 2021. IEEE, p. 1328-1337 10 p. (IEEE Winter Conference on Applications of Computer Vision).

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

      Open Access
      4 Citations (Scopus)
    • GraphMix: Improved Training of GNNs for Semi-Supervised Learning

      Verma, V., Qu, M., Kawaguchi, K., Lamb, A., Bengio, Y., Kannala, J. & Tang, J., 2021, THIRTY-FIFTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, THIRTY-THIRD CONFERENCE ON INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE AND THE ELEVENTH SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE. AAAI, p. 10024-10032 9 p. (AAAI Conference on Artificial Intelligence; vol. 35).

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

      Open Access
      2 Citations (Scopus)
    • GraphMix: Regularized Training of Graph Neural Networks for Semi-Supervised Learning

      Verma, V., Qu, M., Lamb, A., Bengio, Y., Kannala, J. & Jian, T., 2021, AAAI.

      Research output: Working paperScientific

    • Homotopy Continuation for Sensor Networks Self-Calibration

      Ferranti, L., Åström, K., Oskarsson, M., Boutellier, J. & Kannala, J., 8 Dec 2021, Proceedings of 29th European Signal Processing Conference, EUSIPCO. IEEE, p. 1725-1729 5 p. 9616184. (European Signal Processing Conference).

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

      Open Access
      File
      17 Downloads (Pure)
    • Interpolation-based Semi-supervised Learning for Object Detection

      Jeong, J., Verma, V., Hyun, M., Kannala, J. & Kwak, N., 13 Nov 2021, Proceedings of IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2021. IEEE, p. 11597-11606 10 p. 9578767

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

      Open Access
      3 Citations (Scopus)
    • Learning to Play Imperfect-Information Games by Imitating an Oracle Planner

      Boney, R., Ilin, A., Kannala, J. & Seppanen, J., 2021, (E-pub ahead of print) In: IEEE Transactions on Games. 11 p.

      Research output: Contribution to journalArticleScientificpeer-review

      Open Access
    • Novel view synthesis via depth-guided skip connections

      Hou, Y., Solin, A. & Kannala, J., Jan 2021, Proceedings - 2021 IEEE Winter Conference on Applications of Computer Vision, WACV 2021. IEEE, p. 3118-3127 10 p.

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

      Open Access
      1 Citation (Scopus)
    • Sensor Networks Tdoa Self-Calibration: 2d Complexity Analysis and Solutions

      Ferranti, L., Åström, K., Oskarsson, M., Boutellier, J. & Kannala, J., 2021, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. IEEE, Vol. 2021-June. p. 4635-4639 5 p. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

      Open Access
      1 Citation (Scopus)
    • 2020

      Automated structure discovery in atomic force microscopy

      Alldritt, B., Hapala, H., Oinonen, N., Urtev, F., Krejci, O., Federici Canova, F., Kannala, J., Schulz, F., Liljeroth, P. & Foster, A., 26 Feb 2020, In: Science Advances. 6, 9, 10 p., eaay6913.

      Research output: Contribution to journalArticleScientificpeer-review

      Open Access
      File
      32 Citations (Scopus)
      57 Downloads (Pure)
    • Can You Trust Your Pose? Confidence Estimation in Visual Localization

      Ferranti, L., Li, X., Boutellier, J. & Kannala, J., 2020, Proceedings of ICPR 2020 - 25th International Conference on Pattern Recognition. IEEE, p. 5004-5011 9413234

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

    • Deep audio-visual saliency: Baseline model and data

      Tavakoli, H. R., Borji, A., Kannala, J. & Rahtu, E., 6 Feb 2020, Proceedings ETRA 2020 Short Papers - ACM Symposium on Eye Tracking Research and Applications, ETRA 2020. Spencer, S. N. (ed.). ACM, 5 p. 3

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

      3 Citations (Scopus)
    • Deep Automodulators

      Heljakka, A., Hou, Y., Kannala, J. & Solin, A., 2020, Thirty-fourth Conference on Neural Information Processing Systems. Vol. 33. (Advances in Neural Information Processing Systems; vol. 33).

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

      Open Access
    • Geometric Image Correspondence Verification by Dense Pixel Matching

      Laskar, Z., Melekhov, I., Rezazadegan Tavakoli, H., Ylioinas, J. & Kannala, J., Mar 2020, IEEE Winter Conference on Applications of Computer Vision. IEEE, p. 2510-2519 10 p. 9093482

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

      Open Access
      4 Citations (Scopus)
    • Hierarchical Scene Coordinate Classification and Regression for Visual Localization

      Li, X., Wang, S., Zhao, Y., Verbeek, J. & Kannala, J., 1 Jun 2020, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). IEEE, p. 11980-11989 10 p.

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

      Open Access
      20 Citations (Scopus)
    • ICface: Interpretable and controllable face reenactment using GANs

      Tripathy, S., Kannala, J. & Rahtu, E., Mar 2020, Proceedings - 2020 IEEE Winter Conference on Applications of Computer Vision, WACV 2020. IEEE, p. 3374-3383 10 p. 9093474. (IEEE Winter Conference on Applications of Computer Vision).

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

      Open Access
      19 Citations (Scopus)
    • MAMBA: Adaptive and Bi-directional Data Transfer for Reliable Camera-display Communication

      Bufalino, J., Freire, M. L. M., Kannala, J. & Di Francesco, M., Aug 2020, Proceedings - 21st IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks, WoWMoM 2020. IEEE, p. 307-316 10 p. 9217725

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

      Open Access
      File
      19 Downloads (Pure)
    • Movement-induced priors for deep stereo

      Hou, Y., Janjua, M. K., Kannala, J. & Solin, A., 2020, Proceedings of ICPR 2020 - 25th International Conference on Pattern Recognition. IEEE, p. 7478-7485 8 p. 9413074. (Proceedings - International Conference on Pattern Recognition).

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

    • Regularizing Model-Based Planning with Energy-Based Models

      Boney, R., Kannala, J. & Ilin, A., 2020, Proceedings of the Conference on Robot Learning. p. 182-191 (Proceedings of Machine Learning Research ; vol. 100).

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

      Open Access
      File
      9 Downloads (Pure)
    • Towards photographic image manipulation with balanced growing of generative autoencoders

      Heljakka, A., Solin, A. & Kannala, J., Mar 2020, Proceedings - 2020 IEEE Winter Conference on Applications of Computer Vision, WACV 2020. IEEE, p. 3109-3118 10 p. 9093375

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

      Open Access
      9 Citations (Scopus)
    • 2019

      Conditional image sampling by deep automodulators

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

      Research output: Contribution to conferencePaperScientificpeer-review

      Open Access
    • 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.). 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

      Open Access
      17 Citations (Scopus)
    • 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. p. 673-677 5 p. (Lecture Notes in Computer Science; vol. 11134)(Image Processing, Computer Vision, Pattern Recognition, and Graphics; vol. 11134).

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

      Open Access
    • 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

      Open Access
      39 Citations (Scopus)
    • 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. IEEE, p. 273-282 10 p. 8658619

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

      Open Access
      10 Citations (Scopus)
    • 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

      Open Access
      13 Citations (Scopus)
    • 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

      Open Access
      File
      156 Downloads (Pure)
    • 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

      Open Access
    • Iterative path reconstruction for large-scale inertial navigation on smartphones

      Cortes Reina, S., Hou, Y., Kannala, J. & Solin, A., 2019, 2019 22ND INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION 2019). IEEE, 8 p.

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

      Open Access
    • 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. IEEE, 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

      Open Access
      1 Citation (Scopus)
    • 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.). 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

      Open Access
      6 Citations (Scopus)
    • 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

      Open Access
      83 Citations (Scopus)
    • Multi-view stereo by temporal nonparametric fusion

      Hou, Y., Kannala, J. & Solin, A., 2019, 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019). IEEE, p. 2651–2660 10 p. 9008539. (Proceedings of the IEEE International Conference on Computer Vision; vol. 2019-October).

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

      Open Access
      26 Citations (Scopus)
    • 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

      Open Access
      File
      11 Citations (Scopus)
      166 Downloads (Pure)
    • Regularizing Trajectory Optimization with Denoising Autoencoders

      Boney, R., Di Palo, N., Berglund, M., Ilin, A., Kannala, J., Rasmus, A. & Valpola, H., 2019, 33rd Conference on Neural Information Processing Systems: NeurIPS 2019 . Neural Information Processing Systems Foundation, (Advances in Neural Information Processing Systems).

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

      Open Access
    • 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. Vol. 3. p. 229-245 (Lecture Notes in Computer Science; vol. 11131).

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

      Open Access
    • 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). IEEE, p. 1061-1069 9 p. 8658796

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

      Open Access
      File
      5 Citations (Scopus)
      170 Downloads (Pure)
    • Semi-supervised semantic matching

      Laskar, Z. & Kannala, J., 1 Jan 2019, Computer Vision – ECCV 2018 Workshops, Proceedings. Leal-Taixé, L. & Roth, S. (eds.). 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

      Open Access
    • 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

    • 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.). 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

      Open Access
      1 Citation (Scopus)
    • 2018

      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

      Open Access
      4 Citations (Scopus)
    • 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. 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

      Open Access
      14 Citations (Scopus)
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