Recent publications
Article
Horanyi, N, Xia, K, Yi, KM, Bojja, AK, Leonardis, A & Chang, HJ 2022, 'Repurposing existing deep networks for caption and aesthetic-guided image cropping', Pattern Recognition, vol. 126, 108485, pp. 108485. https://doi.org/10.1016/j.patcog.2021.108485
Jia, X, Thorley, A, Chen, W, Qiu, H, Shen, L, Styles, IB, Chang, HJ, Leonardis, A, De Marvao, A, O'Regan, DP, Rueckert, D & Duan, J 2021, 'Learning a Model-Driven Variational Network for Deformable Image Registration', IEEE Transactions on Medical Imaging. https://doi.org/10.1109/TMI.2021.3108881
Lee, K, Chang, HJ, Choi, J, Heo, B, Leonardis, A & Choi, JY 2021, 'Motion-aware ensemble of three-mode trackers for unmanned aerial vehicles', Machine Vision and Applications, vol. 32, no. 3, 54. https://doi.org/10.1007/s00138-021-01181-x
Cho, H, Kim, T, Chang, HJ & Hwang, W 2021, 'Self-supervised visual learning by variable playback speeds prediction of a video', IEEE Access, vol. 9, 9443174, pp. 79562-79571. https://doi.org/10.1109/ACCESS.2021.3084840
Conference contribution
Tse, THE, Kim, KI, Leonardis, A & Chang, HJ 2022, Collaborative learning for hand and object reconstruction with attention-guided graph convolution. in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Proceedings. IEEE Computer Society Conference on Computer Vision and Pattern Recognition., IEEE, 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, Louisiana, United States, 19/06/22.
Freer, J, Yi, KM, Jiang, W, Choi, J & Chang, HJ 2022, Novel-view synthesis of human tourist photos. in L O’Conner (ed.), 2022 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)., 9706936, Proceedings. IEEE Workshop on Applications of Computer Vision, IEEE, pp. 857-864, Winter Conference on Applications of Computer Vision, Waikoloa, Hawaii, United States, 4/01/22. https://doi.org/10.1109/WACV51458.2022.00093
Zheng, L, Leonardis, A, Tse, THE, Horanyi, N, Chen, H, Zhang, W & Chang, HJ 2022, TP-AE: temporally primed 6D object pose tracking with auto-encoders. in 2022 IEEE International Conference on Robotics and Automation (ICRA). IEEE International Conference on Robotics and Automation, IEEE, 2022 IEEE International Conference on Robotics and Automation (ICRA), Philadelphia , Pennsylvania, United States, 23/05/22.
Chen, H, Chang, HJ & Howes, A 2021, Apparently irrational choice as optimal sequential decision making. in AAAI'21 Proceedings of the Thirty-fifth AAAI Conference on Artificial Intelligence. Proceedings of the AAAI Conference on Artificial Intelligence, no. 1, vol. 35, AAAI Press, pp. 792-800, 35th AAAI Conference on Artificial Intelligence, Vancouver, Canada, 2/02/21. <https://ojs.aaai.org/index.php/AAAI/article/view/16161>
Lim, J, Um, D, Chang, HJ, Jo, DU & Choi, JY 2021, Class-attentive diffusion network for semi-supervised classification. in AAAI'21 Proceedings of the Thirty-fifth AAAI Conference on Artificial Intelligence. Proceedings of the AAAI Conference on Artificial Intelligence, no. 10, vol. 35, AAAI Press, pp. 8601-8609, 35th AAAI Conference on Artificial Intelligence, Vancouver, Canada, 2/02/21. <https://ojs.aaai.org/index.php/AAAI/article/view/17043>
Chen, W, Jia, X, Chang, HJ, Duan, J, Shen, L & Leonardis, A 2021, FS-Net: fast shape-based network for category-level 6D object pose estimation with decoupled rotation mechanism. in 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Proceedings. IEEE Computer Society Conference on Computer Vision and Pattern Recognition., IEEE, pp. 1581 - 1590, 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville, Tennessee, United States, 21/06/21. https://doi.org/10.1109/CVPR46437.2021.00163
Na, J, Jung, H, Chang, HJ & Hwang, W 2021, FixBi: bridging domain spaces for unsupervised domain adaptation. in 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Proceedings. IEEE Computer Society Conference on Computer Vision and Pattern Recognition., IEEE, 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville, Tennessee, United States, 21/06/21. https://doi.org/10.1109/CVPR46437.2021.00115
Thorley, A, Jia, X, Chang, HJ, Liu, B, Bunting, K, Stoll, V, de Marvao, A, O’Regan, DP, Gkoutos, G, Kotecha, D & Duan, J 2021, Nesterov accelerated ADMM for fast diffeomorphic image registration. in M de Bruijne, PC Cattin, S Cotin, N Padoy, S Speidel, Y Zheng & C Essert (eds), Medical Image Computing and Computer Assisted Intervention – MICCAI 2021: 24th International Conference, Strasbourg, France, September 27–October 1, 2021, Proceedings, Part IV. 1 edn, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 12904 LNCS, Springer, pp. 150-160, 24th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2021, Virtual, Online, 27/09/21. https://doi.org/10.1007/978-3-030-87202-1_15
Park, J, Cho, J, Chang, HJ & Choi, JY 2021, Unsupervised hyperbolic representation learning via message passing auto-encoders. in 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Proceedings. IEEE Computer Society Conference on Computer Vision and Pattern Recognition., IEEE, 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville, Tennessee, United States, 21/06/21. https://doi.org/10.1109/CVPR46437.2021.00547
Choi, J, Yi, KM, Kim, J, Choo, J, Kim, B, Chang, J, Gwon, Y & Chang, HJ 2021, VaB-AL: incorporating class imbalance and difficulty with variational Bayes for active learning. in 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Proceedings. IEEE Computer Society Conference on Computer Vision and Pattern Recognition., IEEE, pp. 6745 - 6754, 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville, Tennessee, United States, 21/06/21. https://doi.org/10.1109/CVPR46437.2021.00668
Kim, KI, Richardt, C & Chang, HJ 2020, Combining Task Predictors via Enhancing Joint Predictability. in Computer Vision - ECCV 2020: 16th European Conference, Glasgow, UK, Agust 23-28 2020, Proceedings. Lecture Notes in Computer Science, Springer, 16th European Conference on Computer Vision (ECCV2020), Virtual Event, 23/08/20.
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