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Babak Taati
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Journal Articles
- 2023
- [j17]Vida Adeli, Navid Korhani, Andrea Sabo, Sina Mehdizadeh, Avril Mansfield, Alastair Flint, Andrea Iaboni, Babak Taati:
Ambient Monitoring of Gait and Machine Learning Models for Dynamic and Short-Term Falls Risk Assessment in People With Dementia. IEEE J. Biomed. Health Informatics 27(7): 3599-3609 (2023) - 2022
- [j16]Andrea Sabo, Sina Mehdizadeh, Andrea Iaboni, Babak Taati:
Estimating Parkinsonism Severity in Natural Gait Videos of Older Adults With Dementia. IEEE J. Biomed. Health Informatics 26(5): 2288-2298 (2022) - 2021
- [j15]Andrea Bandini, Sia Rezaei, Diego L. Guarin, Madhura Kulkarni, Derrick Lim, Mark I. Boulos, Lorne Zinman, Yana Yunusova, Babak Taati:
A New Dataset for Facial Motion Analysis in Individuals With Neurological Disorders. IEEE J. Biomed. Health Informatics 25(4): 1111-1119 (2021) - [j14]Siavash Rezaei, Abhishek Moturu, Shun Zhao, Kenneth M. Prkachin, Thomas Hadjistavropoulos, Babak Taati:
Unobtrusive Pain Monitoring in Older Adults With Dementia Using Pairwise and Contrastive Training. IEEE J. Biomed. Health Informatics 25(5): 1450-1462 (2021) - 2020
- [j13]Maziar Hafezi, Nasim Montazeri, Shumit Saha, Kaiyin Zhu, Bojan Gavrilovic, Azadeh Yadollahi, Babak Taati:
Sleep Apnea Severity Estimation From Tracheal Movements Using a Deep Learning Model. IEEE Access 8: 22641-22649 (2020) - 2019
- [j12]Babak Taati, Shun Zhao, Ahmed Bilal Ashraf, Azin Asgarian, M. Erin Browne, Kenneth M. Prkachin, Alex Mihailidis, Thomas Hadjistavropoulos:
Algorithmic Bias in Clinical Populations - Evaluating and Improving Facial Analysis Technology in Older Adults With Dementia. IEEE Access 7: 25527-25534 (2019) - [j11]Sina Akbarian, Ghazaleh Delfi, Kaiyin Zhu, Azadeh Yadollahi, Babak Taati:
Automated Non-Contact Detection of Head and Body Positions During Sleep. IEEE Access 7: 72826-72834 (2019) - 2017
- [j10]Shehroz S. Khan, Babak Taati:
Detecting unseen falls from wearable devices using channel-wise ensemble of autoencoders. Expert Syst. Appl. 87: 280-290 (2017) - [j9]Elham Dolatabadi, Avril Mansfield, Kara K. Patterson, Babak Taati, Alex Mihailidis:
Mixture-Model Clustering of Pathological Gait Patterns. IEEE J. Biomed. Health Informatics 21(5): 1297-1305 (2017) - [j8]Michael H. Li, Azadeh Yadollahi, Babak Taati:
Noncontact Vision-Based Cardiopulmonary Monitoring in Different Sleeping Positions. IEEE J. Biomed. Health Informatics 21(5): 1367-1375 (2017) - 2016
- [j7]Ahmed Bilal Ashraf, Babak Taati:
Automated Video Analysis of Handwashing Behavior as a Potential Marker of Cognitive Health in Older Adults. IEEE J. Biomed. Health Informatics 20(2): 682-690 (2016) - 2015
- [j6]Ahmad Akl, Babak Taati, Alex Mihailidis:
Autonomous Unobtrusive Detection of Mild Cognitive Impairment in Older Adults. IEEE Trans. Biomed. Eng. 62(5): 1383-1394 (2015) - 2014
- [j5]Babak Taati, Jasper Snoek, Dionne M. Aleman, Ardeshir Ghavamzadeh:
Data Mining in Bone Marrow Transplant Records to Identify Patients With High Odds of Survival. IEEE J. Biomed. Health Informatics 18(1): 21-27 (2014) - 2013
- [j4]Babak Taati, Jasper Snoek, Alex Mihailidis:
Video analysis for identifying human operation difficulties and faucet usability assessment. Neurocomputing 100: 163-169 (2013) - 2011
- [j3]Babak Taati, Michael A. Greenspan:
Local shape descriptor selection for object recognition in range data. Comput. Vis. Image Underst. 115(5): 681-694 (2011) - 2008
- [j2]Babak Taati, Amir M. Tahmasebi, Keyvan Hashtrudi-Zaad:
Experimental Identification and Analysis of the Dynamics of a PHANToM Premium 1.5A Haptic Device. Presence Teleoperators Virtual Environ. 17(4): 327-343 (2008) - 2006
- [j1]Babak Taati, Michael A. Greenspan, Kamal Gupta:
A Dynamic Load-Balancing Parallel Search for Enumerative Robot Path Planning. J. Intell. Robotic Syst. 47(1): 55-85 (2006)
Conference and Workshop Papers
- 2024
- [c34]Vida Adeli, Soroush Mehraban, Irene Ballester, Yasamin Zarghami, Andrea Sabo, Andrea Iaboni, Babak Taati:
Benchmarking Skeleton-based Motion Encoder Models for Clinical Applications: Estimating Parkinson's Disease Severity in Walking Sequences. FG 2024: 1-10 - [c33]Soroush Mehraban, Yiqian Qin, Babak Taati:
Evaluating Recent 2D Human Pose Estimators for 2D-3D Pose Lifting. FG 2024: 1-5 - [c32]Soroush Mehraban, Vida Adeli, Babak Taati:
MotionAGFormer: Enhancing 3D Human Pose Estimation with a Transformer-GCNFormer Network. WACV 2024: 6905-6915 - 2023
- [c31]Yasamin Zarghami, S. Mafeld, Aaron Conway, Babak Taati:
Pain Detection in Masked Faces during Procedural Sedation. FG 2023: 1-6 - [c30]Caroline Malin-Mayor, Vida Adeli, Andrea Sabo, Sergey Noritsyn, Carolina Gorodetsky, Alfonso Fasano, Andrea Iaboni, Babak Taati:
Pose2Gait: Extracting Gait Features from Monocular Video of Individuals with Dementia. PRIME@MICCAI 2023: 265-276 - [c29]Saeid Alavi Naeini, Raeid Saqur, Mozhgan Saeidi, John M. Giorgi, Babak Taati:
Large Language Models are Fixated by Red Herrings: Exploring Creative Problem Solving and Einstellung Effect using the Only Connect Wall Dataset. NeurIPS 2023 - 2022
- [c28]Saeid Alavi Naeini, Leif E. R. Simmatis, Deniz Jafar, Diego L. Guarin, Yana Yunusova, Babak Taati:
Automated Temporal Segmentation of Orofacial Assessment Videos. BHI 2022: 1-6 - [c27]Saeid Alavi Naeini, Leif E. R. Simmatis, Yana Yunusova, Babak Taati:
Concurrent Validity of Automatic Speech and Pause Measures During Passage Reading in ALS. BHI 2022: 1-6 - 2021
- [c26]Andrea Sabo, Sina Mehdizadeh, Andrea Iaboni, Babak Taati:
Prediction of Parkinsonian Gait in Older Adults with Dementia using Joint Trajectories and Gait Features from 2D Video *. EMBC 2021: 5700-5703 - [c25]Haiqi Wei, Frank Rudzicz, David Fleet, Teodor P. Grantcharov, Babak Taati:
Intraoperative Adverse Event Detection in Laparoscopic Surgery: Stabilized Multi-Stage Temporal Convolutional Network with Focal-Uncertainty Loss. MLHC 2021: 283-307 - 2020
- [c24]Diego L. Guarin, Aidan Dempster, Andrea Bandini, Yana Yunusova, Babak Taati:
Estimation of Orofacial Kinematics in Parkinson's Disease: Comparison of 2D and 3D Markerless Systems for Motion Tracking. FG 2020: 540-543 - [c23]Siavash Rezaei, Abhishek Moturu, Shun Zhao, Kenneth M. Prkachin, Thomas Hadjistavropoulos, Babak Taati:
Ambient Pain Monitoring in Older Adults with Dementia to Improve Pain Management in Long-Term Care Facilities. ICMI Companion 2020: 352-353 - 2019
- [c22]Azin Asgarian, Shun Zhao, Ahmed Bilal Ashraf, M. Erin Browne, Kenneth M. Prkachin, Alex Mihailidis, Thomas Hadjistavropoulos, Babak Taati:
Limitations and Biases in Facial Landmark Detection D An Empirical Study on Older Adults with Dementia. CVPR Workshops 2019: 28-36 - [c21]Kaiyin Zhu, Azadeh Yadollahi, Babak Taati:
Non-contact Apnea-Hypopnea Index Estimation using Near Infrared Video. EMBC 2019: 792-795 - [c20]Maziar Hafezi, Nasim Montazeri, Kaiyin Zhu, Hisham Alshaer, Azadeh Yadollahi, Babak Taati:
Sleep Apnea Severity Estimation from Respiratory Related Movements Using Deep Learning. EMBC 2019: 1601-1604 - [c19]Qi Zhang, Cristina De Oliveira Francisco, Muammar Muhammad Kabir, Jing Zhang, Nasim Montazeri, Babak Taati, Azadeh Yadollahi:
ioise Removal of Tracheal Sound Recorded During CPET to Determine Respiratory Rate. EMBC 2019: 4650-4653 - [c18]Ahnaf Rashik Hassan, Muammar Kabir, Behrang Keshavarz, Babak Taati, Azadeh Yadollahi:
Sigmoid Wake Probability Model for High-Resolution Detection of Drowsiness Using Electroencephalogram. EMBC 2019: 7080-7083 - [c17]Ahmed Ashraf, Anqi Yang, Babak Taati:
Pain Expression Recognition Using Occluded Faces. FG 2019: 1-5 - 2018
- [c16]Andrea Bandini, Jordan R. Green, Babak Taati, Silvia Orlandi, Lorne Zinman, Yana Yunusova:
Automatic Detection of Amyotrophic Lateral Sclerosis (ALS) from Video-Based Analysis of Facial Movements: Speech and Non-Speech Tasks. FG 2018: 150-157 - 2017
- [c15]Babak Taati, Pranay Lohia, Avril Mansfield, Ahmed Bilal Ashraf:
Video analysis of "YouTube funnies" to aid the study of human gait and falls - preliminary results and proof of concept. EMBC 2017: 1178-1181 - [c14]Michael H. Li, Tiago A. Mestre, Susan H. Fox, Babak Taati:
Automated vision-based analysis of levodopa-induced dyskinesia with deep learning. EMBC 2017: 3377-3380 - [c13]Azin Asgarian, Ahmed Bilal Ashraf, David Fleet, Babak Taati:
Subspace selection to suppress confounding source domain information in AAM transfer learning. IJCB 2017: 456-463 - [c12]Elham Dolatabadi, Ying Xuan Zhi, Bing Ye, Marge M. Coahran, Giorgia Lupinacci, Alex Mihailidis, Rosalie Wang, Babak Taati:
The toronto rehab stroke pose dataset to detect compensation during stroke rehabilitation therapy. PervasiveHealth 2017: 375-381 - 2016
- [c11]Elham Dolatabadi, Babak Taati, Alex Mihailidis:
Automated classification of pathological gait after stroke using ubiquitous sensing technology. EMBC 2016: 6150-6153 - 2014
- [c10]Michael H. Li, Azadeh Yadollahi, Babak Taati:
A non-contact vision-based system for respiratory rate estimation. EMBC 2014: 2119-2122 - 2012
- [c9]Gemma S. Parra-Dominguez, Babak Taati, Alex Mihailidis:
3D Human Motion Analysis to Detect Abnormal Events on Stairs. 3DIMPVT 2012: 97-103 - [c8]Yani Ioannou, Babak Taati, Robin Harrap, Michael A. Greenspan:
Difference of Normals as a Multi-scale Operator in Unorganized Point Clouds. 3DIMPVT 2012: 501-508 - [c7]Jasper Snoek, Babak Taati, Alex Mihailidis:
An Automated Machine Learning Approach Applied to Robotic Stroke Rehabilitation. AAAI Fall Symposium: Artificial Intelligence for Gerontechnology 2012 - 2011
- [c6]Michael Belshaw, Babak Taati, Jasper Snoek, Alex Mihailidis:
Towards a single sensor passive solution for automated fall detection. EMBC 2011: 1773-1776 - [c5]Babak Taati, Jasper Snoek, Alex Mihailidis:
Towards Aging-in-Place: Automatic Assessment of Product Usability for Older Adults with Dementia. HISB 2011: 205-212 - 2010
- [c4]Babak Taati, Jasper Snoek, David Giesbrecht, Alex Mihailidis:
Water Flow Detection in a Handwashing Task. CRV 2010: 175-182 - [c3]Jasper Snoek, Babak Taati, Yulia Eskin, Alex Mihailidis:
Automatic segmentation of video to aid the study of faucet usability for older adults. CVPR Workshops 2010: 63-70 - 2007
- [c2]Babak Taati, Michel Bondy, Piotr Jasiobedzki, Michael A. Greenspan:
Automatic Registration for Model Building using Variable Dimensional Local Shape Descriptors. 3DIM 2007: 265-272 - [c1]Babak Taati, Michel Bondy, Piotr Jasiobedzki, Michael A. Greenspan:
Variable Dimensional Local Shape Descriptors for Object Recognition in Range Data. ICCV 2007: 1-8
Informal and Other Publications
- 2024
- [i21]Vida Adeli, Soroush Mehraban, Irene Ballester, Yasamin Zarghami, Andrea Sabo, Andrea Iaboni, Babak Taati:
Benchmarking Skeleton-based Motion Encoder Models for Clinical Applications: Estimating Parkinson's Disease Severity in Walking Sequences. CoRR abs/2405.17817 (2024) - [i20]Alireza Hosseini, Amirhossein Kazerouni, Saeed Akhavan, Michael Brudno, Babak Taati:
SUM: Saliency Unification through Mamba for Visual Attention Modeling. CoRR abs/2406.17815 (2024) - [i19]Soroush Mehraban, Mohammad Javad Rajabi, Babak Taati:
STARS: Self-supervised Tuning for 3D Action Recognition in Skeleton Sequences. CoRR abs/2407.10935 (2024) - 2023
- [i18]Saeid Alavi Naeini, Raeid Saqur, Mozhgan Saeidi, John M. Giorgi, Babak Taati:
Large Language Models are Fixated by Red Herrings: Exploring Creative Problem Solving and Einstellung Effect using the Only Connect Wall Dataset. CoRR abs/2306.11167 (2023) - [i17]Caroline Malin-Mayor, Vida Adeli, Andrea Sabo, Sergey Noritsyn, Carolina Gorodetsky, Alfonso Fasano, Andrea Iaboni, Babak Taati:
Pose2Gait: Extracting Gait Features from Monocular Video of Individuals with Dementia. CoRR abs/2308.11484 (2023) - [i16]Soroush Mehraban, Vida Adeli, Babak Taati:
MotionAGFormer: Enhancing 3D Human Pose Estimation with a Transformer-GCNFormer Network. CoRR abs/2310.16288 (2023) - 2022
- [i15]Saeid Alavi Naeini, Leif E. R. Simmatis, Deniz Jafari, Diego L. Guarin, Yana Yunusova, Babak Taati:
Automated Temporal Segmentation of Orofacial Assessment Videos. CoRR abs/2208.10591 (2022) - [i14]Saeid Alavi Naeini, Leif E. R. Simmatis, Yana Yunusova, Babak Taati:
Concurrent Validity of Automatic Speech and Pause Measures During Passage Reading in ALS. CoRR abs/2208.10597 (2022) - [i13]Yasamin Zarghami, S. Mafeld, Aaron Conway, Babak Taati:
Pain Detection in Masked Faces during Procedural Sedation. CoRR abs/2211.06694 (2022) - 2021
- [i12]Siavash Rezaei, Abhishek Moturu, Shun Zhao, Kenneth M. Prkachin, Thomas Hadjistavropoulos, Babak Taati:
Unobtrusive Pain Monitoring in Older Adults with Dementia using Pairwise and Contrastive Training. CoRR abs/2101.03251 (2021) - [i11]Andrea Sabo, Sina Mehdizadeh, Andrea Iaboni, Babak Taati:
Estimating Parkinsonism Severity in Natural Gait Videos of Older Adults with Dementia. CoRR abs/2105.03464 (2021) - 2020
- [i10]Diego L. Guarin, Aidan Dempster, Andrea Bandini, Yana Yunusova, Babak Taati:
Estimation of Orofacial Kinematics in Parkinson's Disease: Comparison of 2D and 3D Markerless Systems for Motion Tracking. CoRR abs/2003.08048 (2020) - 2019
- [i9]Azin Asgarian, Shun Zhao, Ahmed Bilal Ashraf, M. Erin Browne, Kenneth M. Prkachin, Alex Mihailidis, Thomas Hadjistavropoulos, Babak Taati:
Limitations and Biases in Facial Landmark Detection - An Empirical Study on Older Adults with Dementia. CoRR abs/1905.07446 (2019) - [i8]Diego L. Guarin, Yana Yunusova, Babak Taati, Joseph R. Dusseldorp, Suresh Mohan, Joana Tavares, Martinus M. van Veen, Emily Fortier, Tessa A. Hadlock, Nate Jowett:
Toward an Automatic System for Computer-Aided Assessment in Facial Palsy. CoRR abs/1910.11497 (2019) - 2018
- [i7]Azin Asgarian, Parinaz Sobhani, Ji Chao Zhang, Madalin Mihailescu, Ariel Sibilia, Ahmed Bilal Ashraf, Babak Taati:
A Hybrid Instance-based Transfer Learning Method. CoRR abs/1812.01063 (2018) - [i6]Ahmed Ashraf, Shehroz S. Khan, Nikhil Bhagwat, M. Mallar Chakravarty, Babak Taati:
Learning to Unlearn: Building Immunity to Dataset Bias in Medical Imaging Studies. CoRR abs/1812.01716 (2018) - 2017
- [i5]Michael H. Li, Tiago A. Mestre, Susan H. Fox, Babak Taati:
Vision-Based Assessment of Parkinsonism and Levodopa-Induced Dyskinesia with Deep Learning Pose Estimation. CoRR abs/1707.09416 (2017) - [i4]Azin Asgarian, Ahmed Bilal Ashraf, David Fleet, Babak Taati:
Subspace Selection to Suppress Confounding Source Domain Information in AAM Transfer Learning. CoRR abs/1708.08508 (2017) - 2016
- [i3]Shehroz S. Khan, Babak Taati:
Detecting Unseen Falls from Wearable Devices using Channel-wise Ensemble of Autoencoders. CoRR abs/1610.03761 (2016) - [i2]Babak Taati, Pranay Lohia, Avril Mansfield, Ahmed Bilal Ashraf:
Video Analysis of "YouTube Funnies" to Aid the Study of Human Gait and Falls - Preliminary Results and Proof of Concept. CoRR abs/1610.08400 (2016) - 2012
- [i1]Yani Ioannou, Babak Taati, Robin Harrap, Michael A. Greenspan:
Difference of Normals as a Multi-Scale Operator in Unorganized Point Clouds. CoRR abs/1209.1759 (2012)
Coauthor Index
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