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Iaroslav Melekhov

  • Aalto SCI Computer Science Konemiehentie 2

20162020

Research output per year

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Research Output

  • 10 Conference contribution
  • 1 Doctoral Thesis
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Conference contribution
2020

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

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

2019

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
6 Citations (Scopus)

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. IEEE

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

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

2017

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

Open Access

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

Open Access

Image patch matching using convolutional descriptors with Euclidean distance

Melekhov, I., Kannala, J. & Rahtu, E., 2017, Computer Vision - ACCV 2016 Workshops, ACCV 2016 International Workshops, Revised Selected Papers. p. 638-653 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10118 LNCS).

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

Open Access
4 Citations (Scopus)

Relative Camera Pose Estimation Using Convolutional Neural Networks

Melekhov, I., Ylioinas, J., Kannala, J. & Rahtu, E., 2017, Advanced Concepts for Intelligent Vision Systems: 18th International Conference, ACIVS 2017, Antwerp, Belgium, September 18-21, 2017, Proceedings. Blanc-Talon, J., Penne, R., Philips, W., Popescu, D. & Scheunders, P. (eds.). Cham, p. 675-687 13 p. (Lecture Notes in Computer Science; vol. 10617).

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

Open Access
29 Citations (Scopus)
2016

Siamese network features for image matching

Melekhov, I., Kannala, J. & Rahtu, E., 2016, 2016 23rd International Conference on Pattern Recognition, ICPR 2016. IEEE, p. 378-383 6 p. 7899663

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

48 Citations (Scopus)