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Helena R. Torres is an auxiliar researcher at 2AI-IPCA since October 2023. In June 2023, she received a Ph.D. degree in Biomedical Engineering from the University of Minho. Her Ph.D. thesis focused on the development of a smart framework for continuous 3D assessment of head disturbances from fetal to infancy period. Due to her work in her Ph.D. project, Helena received the ESPR Young Investigator START-UP Award. In 2016, she received an MSc in Biomedical Engineering from the University of Minho. Her dissertation was focused on the project entitled "Kidney Segmentation in 3D US images", where real-time medical image processing methods were explored. Before initiating her Ph.D., she received a research scholarship under the University of Minho/Bosch partnership, working on the project "INNOVCAR: Innovation for Intelligent Vehicles." Afterward, she worked on the "SmartOrthosis" project at 2AI-IPCA. Currently, her main interests are imaging processing, computer vision, deep learning, and biomedical applications. Her achievements include 18 publications in international peer-reviewed journals (6 as first author, 12 as co-author), 2 provisional patent applications, 31 contributions to international conference proceedings, 8 abstracts presented at congresses, 3 publicly available datasets, 6 oral presentations at international/national conferences, 5 posters at international conferences, 6 awards at international events, and 4 academic excellence scholarships. She is also a team member of 5 funded projects. Finally, since 2019, she is a guest lecturer at a higher education institute. She also supervised three bachelor students (in the ambit of internships in different companies), supervises six bachelor students, co-supervises one master student, and participated in multiple academic juris.
Identification

Personal identification

Full name
HELENA DANIELA RIBEIRO TORRES

Citation names

  • Torres, Helena R.

Author identifiers

Ciência ID
0912-478E-7598
ORCID iD
0000-0001-8407-3255

Email addresses

  • htorres@ipca.pt (Professional)
  • htorres@ipca.pt (Personal)

Knowledge fields

  • Engineering and Technology - Medical Engineering
  • Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics

Languages

Language Speaking Reading Writing Listening Peer-review
English Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
Portuguese (Mother tongue)
Education
Degree Classification
2018/09 - 2023/06/23
Concluded
Doctoral Program in Biomedical Engineering (Doutoramento)
Universidade do Minho, Portugal
"Smart framework for continuous 3D assessment of head disturbances from fetal to infancy period " (THESIS/DISSERTATION)
Very Good (maximum grade)
2016
Concluded
Integrated Master in Biomedical Engineering (Mestrado)
Universidade do Minho, Portugal
"Kidney segmentation in 3D Ultrasound images" (THESIS/DISSERTATION)
17
2011
Concluded
Sciences and technologies (Ensino secundário)
Escola Secundária Henrique Medina , Portugal
18
Affiliation

Science

Category
Host institution
Employer
2023/10/01 - Current Auxiliary Researcher (Research) Instituto Politécnico do Cávado e do Ave Laboratório de Inteligência Artificial Aplicada, Portugal
2018 - 2023/10 Researcher (Research) Instituto Politécnico do Cávado e do Ave Laboratório de Inteligência Artificial Aplicada, Portugal
Instituto Politécnico do Cávado e do Ave, Portugal
2015 - 2023/07 Researcher (Research) Universidade do Minho Centro ALGORITMI, Portugal
Universidade do Minho, Portugal
2015 - 2023/06 Researcher (Research) Laboratório Associado ICVS 3B's, Portugal
Universidade do Minho, Portugal

Teaching in Higher Education

Category
Host institution
Employer
2019/02/10 - Current Invited Assistant (Polytechnic Teacher) Instituto Politécnico do Cávado e do Ave, Portugal
Instituto Politécnico do Cávado e do Ave, Portugal
Projects

Grant

Designation Funders
2023/06/01 - 2023/09/30 SmartHealth - Artificial Intelligence for Lifelong Personalized Patient Care
NORTE-01-0145-FEDER-000045
Research Fellow
Instituto Politécnico do Cávado e do Ave Laboratório de Inteligência Artificial Aplicada, Portugal
Comissao de Coordenacao e Desenvolvimento Regional do Norte
2018 - 2023 Smart framework for continuous 3D assessment of head disturbances from fetal to infancy period
SFRH/BD/136670/2018
COVID/BD/154328/2023
PhD Student Fellow
Universidade do Minho, Portugal
Fundação para a Ciência e a Tecnologia
2018 - 2018 SmartOrthosis - Personalized cranial intelligent orthosis for deformational plagiocephaly
NORTE-01-0145-FEDER-024300
Research Fellow
Instituto Politécnico do Cávado e do Ave Laboratório de Inteligência Artificial Aplicada, Portugal
Fundação para a Ciência e a Tecnologia
2017 - 2018 INNOVCAR - Innovations for smart vehicles
POCI-01-0247-FEDER-002797
Research Fellow
Universidade do Minho, Portugal
Agência Nacional de Inovação SA

Contract

Designation Funders
2024/12/01 - Current TherapEase: Rehabilitation therapy at ease
COMPETE2030-FEDER-01204500
Principal investigator
Ongoing

Other

Designation Funders
2021 - Current HfPT - Health from Portugal: Pacto para a Saúde - PPS3
RE-C05-i01.01
Researcher
Instituto Politécnico do Cávado e do Ave Laboratório de Inteligência Artificial Aplicada, Portugal
2021 - Current RUN-EU Plus - Professional Research Programmes for Business and Society
H2020-IBA-SwafS-Support-2-2020
Researcher
Instituto Politécnico do Cávado e do Ave Laboratório de Inteligência Artificial Aplicada, Portugal
2021 - Current HfPT - Health from Portugal: Pacto para a Saúde - PPS4
RE-C05-i01.01
Researcher
Instituto Politécnico do Cávado e do Ave Laboratório de Inteligência Artificial Aplicada, Portugal
2020 - Current SmartHealth - Artificial Intelligence for Lifelong Personalized Patient Care
NORTE-01-0145-FEDER-000045
Researcher
Instituto Politécnico do Cávado e do Ave Laboratório de Inteligência Artificial Aplicada, Portugal
2021 - 2023 OncoNavigator - Intelligent System for Personalized Navigation and Mapping of Oncological Interventions
NORTE-01-0145-FEDER-000059
Researcher
Instituto Politécnico do Cávado e do Ave Laboratório de Inteligência Artificial Aplicada, Portugal
Outputs

Publications

Conference paper
  1. Silva, Bruno; Queirós, Sandro; Fernández-Rodríguez, Marcos; Oliveira, Bruno; Torres, Helena R.; Morais, Pedro; Buschle, L. R.; et al. "Evaluating unsupervised optical flow for keypoint tracking in laparoscopic videos". Paper presented in SPIE Medical Imaging, San Diego, 2024.
    In press
  2. Fernández-Rodríguez, Marcos; Silva, Bruno; Queirós, Sandro; Torres, Helena R.; Oliveira, Bruno; Morais, Pedro; Buschle, L. R.; et al. "Exploring optical flow inclusion into nnU-Net framework for surgical instrument segmentation". Paper presented in SPIE Medical Imaging 2024, San Diego, 2024.
    In press
  3. Eisenmann, M.; Reinke, A.; Weru, V.; Tizabi, M.D.; Isensee, F.; Adler, T.J.; Ali, S.; et al. "Why is the Winner the Best?". Paper presented in Conference on Computer Vision and Pattern Recognition (CVPR), 2023.
    10.1109/CVPR52729.2023.01911
  4. Torres, H.R.; Oliveira, B.; Fonseca, J.C.; Morais, P.; Vilaca, J.L.. "Dual consistency loss for contour-aware segmentation in medical images". Paper presented in 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2023.
    10.1109/EMBC40787.2023.10340931
  5. Rodrigues, N.S.; Torres, H.R.; Morais, P.; Buschle, L.R.; Haag, S.; Correia-Pinto, J.; Lima, E.; Vilaca, J.L.. "CycleGAN-Based Image to Image Translation for Realistic Surgical Training Phantoms". Paper presented in 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2023.
    10.1109/EMBC40787.2023.10340986
  6. Ribeiro, R.F.; Torres, H.R.; Oliveira, B.; Morais, P.; Vilaca, J.L.. "Comparative analysis of deep learning methods for lesion detection on full screening mammography". Paper presented in 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2023.
    10.1109/EMBC40787.2023.10340501
  7. Fernandes, R.; Torres, H.R.; Oliveira, B.; Azevedo, J.; Fan, K.; Lee, A.P.; Vilaca, J.L.; Morais, P.. "Deep learning networks in the segmentation of the left atrial appendage in 2D ultrasound: A comparative analysis". Paper presented in 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2023.
    10.1109/EMBC40787.2023.10340937
  8. Valente, S.; Morais, P.; Torres, H.R.; Oliveira, B.; Buschle, L.R.; Fritz, A.; Correia-Pinto, J.; Lima, E.; Vilaca, J.L.. "A Comparative Study of Deep Learning Methods for Multi-Class Semantic Segmentation of 2D Kidney Ultrasound Images". Paper presented in 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2023.
    10.1109/EMBC40787.2023.10341170
  9. Duarte, B.; Oliveira, B.; Torres, H.R.; Morais, P.; Fonseca, J.C.; Vilaca, J.L.. "Robust 3D breast reconstruction based on monocular images and artificial intelligence for robotic guided oncological interventions". Paper presented in 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2023.
    10.1109/EMBC40787.2023.10341168
  10. Ferreira, M.R.; Torres, H.R.; Oliveira, B.; de Araujo, A.R.V.F.; Morais, P.; Novais, P.; Vilaca, J.L.. "Deep Learning Networks for Breast Lesion Classification in Ultrasound Images: A Comparative Study". Paper presented in 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2023.
    10.1109/EMBC40787.2023.10340293
  11. Bruno Duarte; Bruno Oliveira; Helena R. Torres; Pedro Morais; Jaime C. Fonseca; Joao L. Vilaca. "Augmented Synthetic Dataset with Structured Light to Develop Ai-Based Methods for Breast Depth Estimation". 2022.
    10.1145/3569192.3569206
  12. Valente, S.; Morais, P.; Torres, H.R.; Oliveira, B.; Gomes-Fonseca, J.; Buschle, L.R.; Fritz, A.; et al. "A deep learning method for kidney segmentation in 2D ultrasound images". Paper presented in 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2022.
    10.1109/EMBC48229.2022.9871748
  13. Costa, J.N.; Gomes-Fonseca, J.; Valente, S.; Ferreira, L.; Oliveira, B.; Torres, H.R.; Morais, P.; Alves, V.; Vilaca, J.L.. "Ultrasound training simulator using augmented reality glasses: an accuracy and precision assessment study". Paper presented in 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2022.
    10.1109/EMBC48229.2022.9871406
  14. Torres, H.R.; Morais, P.; Fritze, A.; Oliveira, B.; Veloso, F.; Rudiger, M.; Fonseca, J.C.; Vilaca, J.L.. "3D Facial Landmark Localization for cephalometric analysis". 2022.
    10.1109/EMBC48229.2022.9871184
  15. Veloso, F.; Miranda, D.; Morais, P.; Torres, H.R.; Laranjeira, R.; Ruediger, M.; Miranda, F.; Pinho, A.C.M.; Vilaça, J.L.. "Structural Mechanical Simulation to Optimize the Sensor Arm Geometry to Be Implemented on Cranial Remodeling Orthosis". Paper presented in INTERNATIONAL CONFERENCE OF NUMERICAL ANALYSIS AND APPLIED MATHEMATICS, 2022.
    10.1063/5.0081312
  16. Torres, H.R.; Oliveira, B.; Morais, P.; Fritze, A.; Birdir, C.; Rüdiger, M.; Fonseca, J.C.; Vilaça, J.L.. "Fetal head circumference delineation using convolutional neural networks with registration-based ellipse fitting". Paper presented in SPIE Medical Imaging, 2022.
    10.1117/12.2611150
  17. Ribeiro, R.F.; Gomes-Fonseca, J.; Torres, H.R.; Oliveira, B.; Vilhena, E.; Morais, P.; Vilaca, J.L.. "Deep learning methods for lesion detection on mammography images: a comparative analysis". Paper presented in 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2022.
    10.1109/EMBC48229.2022.9871452
  18. Oliveira, B.; Torres, H.R.; Morais, P.; Baptista, A.; Fonseca, J.; Vilaca, J.L.. "Classification of Chronic Venous Disorders using an Ensemble Optimization of Convolutional Neural Networks". Paper presented in 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2022.
    10.1109/EMBC48229.2022.9871502
  19. Ferreira, M.R.; Torres, H.R.; Oliveira, B.; Gomes-Fonseca, J.; Morais, P.; Novais, P.; Vilaca, J.L.. "Comparative Analysis of Current Deep Learning Networks for Breast Lesion Segmentation in Ultrasound Images". Paper presented in 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2022.
    10.1109/EMBC48229.2022.9871091
  20. Eisenmann, M.; Reinke, A.; Weru, V.; Tizabi, M.D.; Isensee, F.; Adler, T.J.; Godau, P.; et al. "Biomedical image analysis competitions: The state of current participation practice". 2022.
    10.48550/arXiv.2212.08568
  21. Lobo, P.; Vilaça, J.; Torres, H.; Oliveira, B.; Simões, A.. "Smart Scan of Blood Test Documents to be Integrated in a mHealth Application". Paper presented in E-Health and Bioengineering Conference, 2022.
    10.1109/EHB55594.2022.9991279
  22. Escrivaes, I.; Barbosa, L.C.N.; Torres, H.R.; Oliveira, B.; Vilaca, J.L.; Morais, P.. "ECG classification using Artificial Intelligence: Model Optimization and Robustness Assessment". Paper presented in IEEE 10th International Conference on Serious Games and Applications for Health, 2022.
    10.1109/SEGAH54908.2022.9978589
  23. Veloso, Fernando; Barbosa, Luis C. N.; Real, Antonio; Torres, Helena R.; Olivciral, Bruno; Pinho, Antonio C.M.; Correia-Pinto, Jorge; Morais, Pedro; Vilaca, Joao L.. "Development of a sensor device for measurement of forces in cranial remodeling orthoses". Paper presented in IEEE 9th International Conference on Serious Games and Applications for Health, 2021.
    10.1109/segah52098.2021.9551910
  24. Torres, Helena R.; Oliveira, Bruno; Morais, Pedro; Fritz, Anne; Veloso, Fernando; Rudiqer, Mario; Fonseca, Jaime C.; Vilaca, Joao L.. "Developing a medical training game for visual assessment of head deformities in infants". Paper presented in IEEE 9th International Conference on Serious Games and Applications for Health, 2021.
    10.1109/segah52098.2021.9551906
  25. Valente, Simao; Real, Antonio; Gomes-Fonseca, Joao; Torres, Helena R.; Lima, Estevao; Morais, Pedro; Vilaca, Joao L.. "A new handheld ultrasound probe simulator for medical training". Paper presented in IEEE 9th International Conference on Serious Games and Applications for Health, 2021.
    10.1109/segah52098.2021.9551859
  26. Borges, João; Oliveira, Bruno; Torres, Helena; Rodrigues, Nelson; Queirós, Sandro; Shiller, Maximilian; Coelho, Victor; et al. "Automated Generation of Synthetic in-Car Dataset for Human Body Pose Detection". Paper presented in Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications VISAPP, 2020.
    10.5220/0009316205500557
  27. Torres, Helena. "Synthetic infant head shapes with deformational plagiocephaly: concept and 3D model parameterization". Paper presented in IEEE 7th International Conference on Serious Games and Applications for Health, 2019.
    10.1109/segah.2019.8882444
  28. Torres, H.R.; Oliveira, B.; Veloso, F.; Ruediger, M.; Burkhardt, W.; Moreira, A.; Dias, N.; et al. "Deep learning-based detection of anthropometric landmarks in 3D infants head models". Paper presented in SPIE Medical Imaging, 2019.
    10.1117/12.2512196
  29. Rodrigues, N.; Torres, H.; Oliveira, B.; Borges, J.; Queirós, S.; Mendes, J.; Fonseca, J.; Coelho, V.; Brito, J.H.. "Top-down human pose estimation with depth images and domain adaptation". Paper presented in 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 2019.
  30. Oliveira, B.; Torres, H.R.; Veloso, F.; Vilhena, E.; Rodrigues, N.F.; Fonseca, J.C.; Morais, P.; Vilaça, J.L.. "Automatic strategy for extraction of anthropometric measurements for the diagnostic and evaluation of deformational plagiocephaly from infant's head models". Paper presented in SPIE Medical Imaging, 2019.
    10.1117/12.2512782
  31. Torres, H.R.; Oliveira, B.; Fonseca, J.; Queirós, S.; Borges, J.; Rodrigues, N.; Coelho, V.; et al. "Real-Time Human Body Pose Estimation for In-Car Depth Images". Paper presented in Doctoral Conference on Computing, Electrical and Industrial Systems, 2019.
    10.1007/978-3-030-17771-3_14
  32. Oliveira, B.; Torres, H.R.; Queirós, S.; Morais, P.; Fonseca, J.C.; D'Hooge, J.; Rodrigues, N.F.; Vilaça, J.L.. "Segmentation of kidney and renal collecting system on 3D computed tomography images". Paper presented in IEEE 6th International Conference on Serious Games and Applications for Health (SeGAH), 2018.
    10.1109/SeGAH.2018.8401384
  33. Torres, H.R.; Oliveira, B.; Queiros, S.; Morais, P.; Fonseca, J.C.; D'Hooge, J.; Rodrigues, N.F.; Vilaca, J.L.. "Kidney segmentation in 3D CT images using B-Spline Explicit Active Surfaces". Paper presented in IEEE International Conference on Serious Games and Applications for Health (SeGAH), 2016.
    10.1109/SeGAH.2016.7586276
Conference poster
  1. Ferreira, Margarida R.; Torres, Helena R.; Oliveira, Bruno; de Araújo, Augusto R. V. F.; Morais, Pedro; Novais, Paulo; Vilaça, João L.. "Deep Learning Networks for Breast Lesion Classification in Ultrasound Images: A Comparative Study". 2023.
    10.1109/embc40787.2023.10340293
  2. Torres, Helena R.; Oliveira, Bruno; Morais, Pedro R.; Fritze, Anne; Birdir, Cahit; Rüdiger, Mario; Fonseca, Jaime C.; Vilaça, João L.. "Fetal head circumference delineation using convolutional neural networks with registration-based ellipse fitting". Paper presented in SPIE – Medical Imaging 2022, 2022.
    10.1117/12.2611150
  3. Torres, Helena R.; Morais, Pedro; Fritze, Anne; Oliveira, Bruno; Veloso, Fernando; Rudiger, Mario; Fonseca, Jaime C.; Vilaca, Joao L.. "3D Facial Landmark Localization for cephalometric analysis". 2022.
    10.1109/embc48229.2022.9871184
  4. Torres, Helena R.; Oliveira, Bruno; Veloso, Fernando; Ruediger, Mario; Burkhardt, Wolfram; Moreira, António; Dias, Nuno; et al. "Deep learning-based detection of anthropometric landmarks in 3D infants head models". Paper presented in SPIE – Medical Imaging 2019, 2019.
    10.1117/12.2512196
  5. Torres, Helena R.; Oliveira, Bruno; Queiros, Sandro; Morais, Pedro; Fonseca, Jaime C.; D'hooge, Jan; Rodrigues, Nuno F.; Vilaca, Joao L.. "Kidney segmentation in 3D CT images using B-spline explicit active surfaces". Paper presented in IEEE SeGAH 2016, 2016.
    10.1109/segah.2016.7586276
Journal article
  1. Torres, Helena R.; Oliveira, Bruno; Morais, Pedro; Fritze, Anne; Hahn, Gabriele; Rüdiger, Mario; Fonseca, Jaime C.; Vilaça, João L.. "Infant head and brain segmentation from magnetic resonance images using fusion-based deep learning strategies". Multimedia Systems 30 2 (2024): http://dx.doi.org/10.1007/s00530-024-01267-2.
    10.1007/s00530-024-01267-2
  2. Oliveira, B.; Morais, P.; Torres, H.R.; Fonseca, J.C.; Vilaça, J.L.. "Design optimization of medical robotic systems based on task performance metrics: A feasibility study for robotic guided vascular laser treatments". Journal of Field Robotics 41 1 (2024): 144-161. https://doi.org/10.1002/rob.22250.
    10.1002/rob.22250
  3. Pedro Lobo; João L. Vilaça; Helena Torres; Bruno Oliveira; Alberto Simões. "Smart scan of medical device displays to integrate with a mHealth application". Heliyon (2023): https://doi.org/10.1016/j.heliyon.2023.e16297.
    10.1016/j.heliyon.2023.e16297
  4. Nwoye, Chinedu Innocent; Alapatt, Deepak; Yu, Tong; Vardazaryan, Armine; Xia, Fangfang; Zhao, Zixuan; Xia, Tong; et al. "CholecTriplet2021: A benchmark challenge for surgical action triplet recognition". Medical Image Analysis 86 (2023): 102803. http://dx.doi.org/10.1016/j.media.2023.102803.
    10.1016/j.media.2023.102803
  5. Nuno Costa; Luís Ferreira; Augusto R. V. F. de Araújo; Bruno Oliveira; Helena R. Torres; Pedro Morais; Victor Alves; João L. Vilaça. "Augmented Reality-Assisted Ultrasound Breast Biopsy". Sensors (2023): https://doi.org/10.3390/s23041838.
    10.3390/s23041838
  6. Oliveira, B.; Torres, H.R.; Morais, P.; Veloso, F.; Baptista, A.L.; Fonseca, J.C.; Vilaça, J.L.. "A multi-task convolutional neural network for classification and segmentation of chronic venous disorders". Scientific Reports 13 1 (2023): https://doi.org/10.1038/s41598-022-27089-8.
    10.1038/s41598-022-27089-8
  7. Real, A.; Morais, P.; Oliveira, B.; Torres, H.R.; Vilaça, J.L.. "Remote Monitoring System of Dynamic Compression Bracing to Correct Pectus Carinatum". Sensors 23 9 (2023): https://doi.org/10.3390/s23094427.
    10.3390/s23094427
  8. Payette, K.; Li, H.B.; de Dumast, P.; Licandro, R.; Ji, H.; Siddiquee, M.M.R.; Xu, D.; et al. "Fetal brain tissue annotation and segmentation challenge results". Medical Image Analysis 88 (2023): https://doi.org/10.1016/j.media.2023.102833.
    10.1016/j.media.2023.102833
  9. Nwoye, C.I.; Yu, T.; Sharma, S.; Murali, A.; Alapatt, D.; Vardazaryan, A.; Yuan, K.; et al. "CholecTriplet2022: Show me a tool and tell me the triplet - An endoscopic vision challenge for surgical action triplet detection". Medical Image Analysis 89 (2023): https://doi.org/10.1016/j.media.2023.102888.
    10.1016/j.media.2023.102888
  10. Torres, Helena R.; Oliveira, Bruno; Morais, Pedro; Fritze, Anne; Rüdiger, Mario; Fonseca, Jaime C.; Vilaça, João L.. "Realistic 3D infant head surfaces augmentation to improve AI-based diagnosis of cranial deformities". Journal of Biomedical Informatics 132 (2022): 104121. http://dx.doi.org/10.1016/j.jbi.2022.104121.
    10.1016/j.jbi.2022.104121
  11. Torres, Helena R.; Morais, Pedro; Fritze, Anne; Burkhardt, Wolfram; Kaufmann, Maxi; Oliveira, Bruno; Veloso, Fernando; et al. "Anthropometric Landmarking for Diagnosis of Cranial Deformities: Validation of an Automatic Approach and Comparison with Intra- and Interobserver Variability". Annals of Biomedical Engineering 50 9 (2022): 1022-1037. http://dx.doi.org/10.1007/s10439-022-02981-6.
    10.1007/s10439-022-02981-6
  12. Torres, Helena R.; Morais, Pedro; Oliveira, Bruno; Birdir, Cahit; Rüdiger, Mario; Fonseca, Jaime C.; Vilaça, João L.. "A review of image processing methods for fetal head and brain analysis in ultrasound images". Computer Methods and Programs in Biomedicine 215 (2022): 106629. http://dx.doi.org/10.1016/j.cmpb.2022.106629.
    10.1016/j.cmpb.2022.106629
  13. Oliveira, B.; Morais, P.; Torres, H.R.; Baptista, A.L.; Fonseca, J.C.; Vilaça, J.L.. "Characterization of the Workspace and Limits of Operation of Laser Treatments for Vascular Lesions of the Lower Limbs". Sensors 22 19 (2022): https://doi.org/10.3390/s22197481.
    10.3390/s22197481
  14. Veloso, F.; Miranda, D.; Morais, P.; Torres, H.R.; Oliveira, B.; Correia-Pinto, J.; Pinho, A.C.M.; Vilaça, J.L.. "Study of the compression behavior of functionally graded lattice for customized cranial remodeling orthosis". Journal of the Mechanical Behavior of Biomedical Materials 130 (2022): https://doi.org/10.1016/j.jmbbm.2022.105191.
    10.1016/j.jmbbm.2022.105191
  15. Borges, J.; Queirós, S.; Oliveira, B.; Torres, H.; Rodrigues, N.; Coelho, V.; Pallauf, J.; et al. "A system for the generation of in-car human body pose datasets". Machine Vision and Applications 32 1 (2021): https://doi.org/10.1007/s00138-020-01131-z.
    10.1007/s00138-020-01131-z
  16. Torres HR; Queiros S; Morais P; Oliveira B; Gomes-Fonseca J; Mota P; Lima E; et al. "Kidney Segmentation in Three-Dimensional Ultrasound Images using a Fast Phase-based Approach.". IEEE transactions on ultrasonics, ferroelectrics, and frequency control (2020): https://doi.org/10.1109/tuffc.2020.3039334.
    10.1109/tuffc.2020.3039334
  17. R Torres H; Morais P; Fritze A; Oliveira B; Veloso F; Ruediger M; Fonseca JC; Vilaca JL. "Anthropometric Landmark Detection in 3D Head Surfaces using a Deep Learning Approach.". IEEE journal of biomedical and health informatics (2020): https://doi.org/10.1109/JBHI.2020.3035888.
    10.1109/jbhi.2020.3035888
  18. Torres, H.R.; Queirós, S.; Morais, P.; Oliveira, B.; Fonseca, J.C.; Vilaça, J.L.. "Kidney segmentation in ultrasound, magnetic resonance and computed tomography images: A systematic review". Computer Methods and Programs in Biomedicine 157 (2018): 49-67. https://doi.org/10.1016/j.cmpb.2018.01.014.
    10.1016/j.cmpb.2018.01.014
  19. Oliveira, B.; Queirós, S.; Morais, P.; Torres, H.R.; Gomes-Fonseca, J.; Fonseca, J.C.; Vilaça, J.L.. "A novel multi-atlas strategy with dense deformation field reconstruction for abdominal and thoracic multi-organ segmentation from computed tomography". Medical Image Analysis 45 (2018): 108-120. https://doi.org/10.1016/j.media.2018.02.001.
    10.1016/j.media.2018.02.001
Thesis / Dissertation
  1. "Smart framework for continuous 3D assessment of head disturbances from fetal to infancy period". PhD, 2023.
  2. Torres, Helena. "Kidney segmentation in 3D US images". Master, 2016.

Intellectual property

Provisional application for patent
  1. 2022. "Realistic 3D infant head surfaces augmentation to improve AI-based diagnosis of cranial deformities (PP 20221000002549)".
  2. 2022. "Device for assisting in collecting a biological sample from a subject using a collection needle (PP 20222004337092)".

Other

Dataset
  1. Torres, Helena. MoLa R10k InCar Dataset Pt2.
    10.17632/58DB7XY5P3.1
  2. Torres, Helena R.. MoLa R8.7k InCar Dataset.
    10.17632/724c998h9c.1
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2023 Dual consistency loss for contour-aware segmentation in medical images IEEE EMBC 2023
IEEE Engineering in Medicine & Biology Society (Sydney, Australia)
2022 Medical training game for visual assessment of head deformities Encontro Ciência 2022
Fundação para a Ciência e Tecnologia (Lisboa, Portugal)
2021 Fetal brain segmentation in in-utero MR images International Conference on Medical Image Computing and Computer Assisted Intervention - MICCAI
Fetal Brain Tissue Annotation and Segmentation Challenge (FeTA) (Virtual, France)
2021 Anthropometric Landmark Detection in 3D Head Surfaces using a Deep Learning Approach Encontro Ciência 2021
Fundação para a Ciência e Tecnologia (Lisboa, Portugal)
2021 Developing a medical training game for visual assessment of head deformities in infants IEEE SeGAH 2021
International Conference on Serious Games and Applications for Health (Virtual, United Arab Emirates)
2018 Multi-Modality Image Fusion for Minimally Invasive Interventions 11th Sociedade Portuguesa de Cirurgia Minimamente Invasiva Congress
Sociedade Portuguesa de Cirurgia Minimamente Invasiva (Guimarães, Portugal)
2017 Kidney Segmentation in 3D US images Talked Science
Life and Health Sciences Research Institute (ICVS) (Braga, Portugal)

Supervision

Thesis Title
Role
Degree Subject (Type)
Institution / Organization
2024 - Current FetalSonoPlan: Detection of Brain Anatomical Planes in Fetal Ultrasound
Supervisor
Bachelor’s Degree in Medical Informatic Engineering (Degree)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2024 - Current Detection of brain structures in 2D fetal ultrasound images
Supervisor
Bachelor’s Degree in Medical Informatic Engineering (Degree)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2024 - Current Silent Install Builder
Supervisor
Bachelor’s Degree in Electrical and Computer Engineering (Degree)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2024 - Current Serious game for medical training and visual assessment of head deformities in infants
Supervisor
Traineeship program in digital skills (Other)
Instituto Politécnico do Cávado e do Ave Laboratório de Inteligência Artificial Aplicada, Portugal

Technological University of the Shannon Midlands Midwest, Ireland
2024 - Current Development of serious games to educate ear hygiene to young children
Supervisor
Traineeship program in digital skills (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal

Technological University of the Shannon Midlands Midwest, Ireland
2024 - Current 3D scanning from mobile devices
Supervisor
Traineeship program in digital skills (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal

Technological University of the Shannon Midlands Midwest, Ireland
2023 - Current Segmentation of fetal brain structures in MRI images
Co-supervisor
Master's Degree in Biomedical Engineering (Master)
Universidade do Minho Escola de Engenharia, Portugal
2023 - 2023 Desenvolvimento de uma aplicação de gestão do armazenamento para laboratório mecânico de metrologia de uma empresa do ramo automóvel
Supervisor
Bachelor’s Degree in Electrical and Computer Engineering (Degree)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2023 - 2023 Smart Camera
Supervisor
Bachelor’s Degree in Electrical and Computer Engineering (Degree)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2023 - 2023 Inspeção de soldas em 3D
Supervisor
Bachelor’s Degree in Electrical and Computer Engineering (Degree)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal

Event organisation

Event name
Type of event (Role)
Institution / Organization
2023 - 2023 Organization member of the activities of 2AI laboratory for Semana da Ciência e Tecnologia 2023 (2023 - 2023)
Workshop (Co-organisor)
Instituto Politécnico do Cávado e do Ave Laboratório de Inteligência Artificial Aplicada, Portugal
2014 - 2014 X Biomedical Engineering Journeys (2014)
Meeting (Member of the Organising Committee)
Universidade do Minho, Portugal

Event participation

Activity description
Type of event
Event name
Institution / Organization
2023 - 2023 International conference IEEE EMBC 2023
Conference
IEEE EMBC 2023
2023 - 2023 Tour de Capitales
Congress
Tour de Capitales
Agência Nacional de Inovação SA, Portugal
2023 - 2023 Session Chair of the 11th International Conference on Serious Games and Applications for Health (SeGAH 2023)
Conference
IEEE SeGAH 2023
2023 - 2023 Participant in the Short Advanced Program - Delivering on the Digital Transition within the EU
Other
Széchenyi István Egyetem, Hungary
2022 - 2022 International conference SPIE - Medical Imaging 2022
Conference
SPIE - Medical Imaging 2022
2022 - 2022 International conference IEEE EMBC 2022
Conference
IEEE EMBC 2022
2022 - 2022 Session Chair of the 10th International Conference on Serious Games and Applications for Health (SeGAH 2022)
Conference
IEEE SeGAH 2022
2021 - 2021 Participation in the Fetal Brain Tissue Annotation and Segmentation Challenge (FeTA)
Other
MICCAI 2021
2021 - 2021 International conference IEEE SeGAH 2021
Conference
IEEE SeGAH 2021
2021 - 2021 International conference MICCAI 2021
Conference
MICCAI 2021
2019 - 2019 KUKA Innovation Award 2019
Exhibition
MEDICA - Leading International Traide Fair
KUKA Roboter GmbH, Germany
2019 - 2019 International conference SPIE - Medical Imaging 2019
Conference
SPIE - Medical Imaging 2019
2018 - 2018 International conference IEEE SeGAH 2018
Conference
IEEE SeGAH 2018
2018 - 2018 11th Sociedade Portuguesa de Cirurgia Minimamente Invasiva Congress
Congress
11th Sociedade Portuguesa de Cirurgia Minimamente Invasiva Congress
2017 - 2017 Frontiers in Human Machine Interfaces 2nd meeting
Congress
Innovatice Car Experience
Bosch Car Multimedia, Portugal
2016 - 2016 International conference IEEE SeGAH 2016
Conference
IEEE SeGAH 2016
2016 - 2016 Faculty member in the masterclass Innovations in Minimally Urologic Surgery
Workshop
Innovations in Minimally Urologic Surgery
Universidade do Minho Instituto de Investigação em Ciências da Vida e Saúde, Portugal
2016 - 2016 Invited participant in the "International Meeting for Engineering Leadership" (EILE 2016)
Meeting
International Meeting for Engineering Leadership
Universidade de São Paulo, Brazil

Jury of academic degree

Topic
Role
Candidate name (Type of degree)
Institution / Organization
2023 Geração de Imagens de Faces com Alta Resolução utilizando Variational Autoencoders
(Thesis) Main arguer
Tiago Rico Gonçalves (Master)
Universidade do Minho Departamento de Informática, Portugal
2023 Desenvolvimento de uma aplicação de gestão do armazenamento para laboratório mecânico de metrologia de uma empresa do ramo automóvel
(Thesis) Main arguer
Miguel José Ribeiro da Costa (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2023 Controlo Robô EPSON com interpretador de comandos genéricos
(Thesis) Main arguer
César Noé Lima Carneiro Sá (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2022 Desenvolvimento de um software para central de incêndios endereçável
(Thesis) Main arguer
Pedro Miguel Rocha Silva Gomes (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2022 SatForest2 - Land use and land cover classification with satellite imagery and Deep Learning
(Thesis) Main arguer
João Miguel Palha Silva (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2021 Fruit SoftGripper
(Thesis) Main arguer
João Rafael Silva Fernandes (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2021 Ai Knitting Supervisor
(Thesis) Main arguer
Marco André da Costa Calheiros (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2021 Deteção de Anomalia através do Som usando Deep Learning
(Thesis) Main arguer
José Carlos Vilaça de Brito (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2021 WBG: Words by Gestures Emergency Line for hearing impaired community
(Thesis) Main arguer
André Filipe Zuzarte Torneiro (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2021 Physio Motion Transfer: A retargeting approach to transfer human motion and appearance in monocular videos for physiotherapy applications
(Thesis) Main arguer
Fábio Diogo Ferreira Oliveira (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2020 Violence detection in game video metadata using ConvLSTM
(Thesis) Main arguer
Helena Araújo Correia (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2020 PhoneScanner
(Thesis) Main arguer
Raúl Manuel Ferrete Ribeiro (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2020 Sistema de controlo de qualidade com AI na indústria metalomecânica
(Thesis) Main arguer
Pedro Miguel Pereira Apolinário (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2020 EcoLearn - Jogo de Educação Financeira
(Thesis) Main arguer
Diogo Paulo Gomes Araújo (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal
2019 Inspecção Visual Automática de Cabo Eléctrico
President of the jury
Hélder Alexandre Serra Ferreira (Other)
Instituto Politécnico do Cávado e do Ave Escola Superior de Tecnologia, Portugal

Ad Hoc journal article review

Journal title (ISSN) Publisher
2023 - Current Scientific Reports

Committee member

Activity description
Role
Institution / Organization
2024 - 2024 Guest Editor in Special Issue "The Sensing Technologies and Computational Methods for Biomedical Engineering" - Sensors Journal
Other

Conference scientific committee

Conference name Conference host
2020 - Current Symposium on Modelling and Simulation in Computer Sciences and Engineering
2020 - Current Symposium on Mathematical Methods for Artificial Intelligence
2023 - 2023 11th International Conference on Serious Games and Applications for Health (SeGAH 2023)
2023 - 2023 Symposium of Applied Research 2023
2022 - 2022 10th International Conference on Serious Games and Applications for Health (SeGAH 2022)
2022 - 2022 Symposium of Applied Research 2022
2021 - 2021 Symposium of Applied Research 2021
2021 - 2021 9th International Conference on Serious Games and Applications for Health (SeGAH 2021)
2020 - 2020 8th International Conference on Serious Games and Applications for Health (SeGAH 2020)
2019 - 2019 7th International Conference on Serious Games and Applications for Health (SeGAH 2019)
2018 - 2018 6th International Conference on Serious Games and Applications for Health (SeGAH 2018)

Course / Discipline taught

Academic session Degree Subject (Type) Institution / Organization
2022/09 - Current Basics of eletric circuits Engenharia Eletrotécnica e de Computadores (Licenciatura) Instituto Politécnico do Cávado e do Ave, Portugal
2021 - Current Biomedical Imaging Processing Engenharia de Informática Médica (Licenciatura) Instituto Politécnico do Cávado e do Ave, Portugal
2019 - 2021 Object Oriented Programming Engenharia Eletrotécnica e de Computadores (Licenciatura) Instituto Politécnico do Cávado e do Ave, Portugal
2018 - 2019 Signal and Imaging Processing Licenciatura em Engenharia Informática Médica (Licenciatura) Instituto Politécnico do Cávado e do Ave, Portugal
Distinctions

Award

2019 Winner of ESPR Young Investigator START - UP Award 2019
European Society for Paediatric Research, Netherlands
2016 Excellence Scholarship
Universidade do Minho, Portugal
2015 Excellence Scholarship
Universidade do Minho, Portugal
2014 Excellence Scholarship
Universidade do Minho, Portugal
2013 Excellence Scholarship
Universidade do Minho, Portugal

Other distinction

2021 Finalist of the International Challenge Fetal Tissue Annotation Challenge 2021 (FeTA)
2021 Finalist of the International Challenge Surgical Action Triplet Recognition 2021
2021 1st Place of international challenge on Endoscopic Vision Challenge - Category Instrument Detection - Karl Storz Endoscopic Workflow Award
2020 Top 10 Finalist of International Challenge on COVID-19 Lung CT Lesion Segmentation Challenge
2019 Finalist of the KUKA Innovation Award 2019 - LaserNavi