BT
Babak Taati
cs.CVcs.LGDementiaGaitcs.AIComputer visionWalkingcomputer visiondementiaPain
On Valency
published · living versionsW_khtddeyf·v1 · currentpublished
SpecKCast: Spectral Kalman Forecasting for Diffusion Acceleration
with Javad Rajabi, Hakki Can Karaimer, David B. Lindell, Michael S. Brown
1 version
Preprints & journals
120 papers in the corpus · 2011–2026SpecKCast: Spectral Kalman Forecasting for Diffusion Acceleration2610.26837v1 · Javad Rajabi, Hakki Can Karaimer, David B. Lindell et al.2026 · 0 citationsarXivon Valency
Assessment of change in drug-induced parkinsonism in daily-life gait using vision-based machine learning.42879498 · Filtjens, Benjamin, Adeli, Vida, Mehraban, Soroush et al.2026 · 0 citationsPLOS digital health. 2026;5(10):e0001780
AReA: Adaptive Receptive-Field Attention for Efficient High-Resolution Diffusion Transformers2610.17227v1 · Javad Rajabi, Koorosh Roohi, David B. Lindell et al.2026 · 0 citationsarXiv
SCOPD: Sparse-Context On-Policy Self-Distillation for Efficient Vision-Language Models2609.34044v1 · Ahmadreza Jeddi, Enming Zhang, Jasper Gerigk et al.2026 · 0 citationsarXiv
TopoRig: Topology-Agnostic Facial Rigging via Multi-Source Supervision2609.15746v2 · Andrew Fleet, Soroush Mehraban, Vida Adeli et al.2026 · 0 citationsarXiv
Puppeteer: Object-Grounded Posture-Aware Co-Speech Gesture Generation2609.00369v1 · Vida Adeli, Soroush Mehraban, Jacob Rommann et al.2026 · 0 citationsarXiv
LiNC: Lightweight Noise Correction via Per-Sample Trust and Gaussian Mixture Modeling2608.04147v1 · Abhishek Moturu, Babak Taati, Anna Goldenberg2026 · 0 citationsarXiv
PhotoQuilt: Training-Free Arbitrary-Resolution Photomosaics via Bootstrapped Tiled Denoising2606.30968v1 · Koorosh Roohi, Javad Rajabi, Andrew Fleet et al.2026 · 0 citationsarXiv
AVIS: Adaptive Test-Time Scaling for Vision-Language Models2606.11576v1 · Ahmadreza Jeddi, Minh Ngoc Le, Amirhossein Kazerouni et al.2026 · 0 citationsarXiv
SEGA: Spectral-Energy Guided Attention for Resolution Extrapolation in Diffusion Transformers2605.22668v1 · Javad Rajabi, Kimia Shaban, Koorosh Roohi et al.2026 · 0 citationsarXiv
LiBaGS: Lightweight Boundary Gap Synthesis for Targeted Synthetic Data Selection2605.11231v2 · Abhishek Moturu, Anna Goldenberg, Babak Taati2026 · 0 citationsarXiv
GEAR: Genetic AutoResearch for Agentic Code Evolution2605.13874v1 · Ahmadreza Jeddi, Minh Ngoc Le, Hakki C. Karaimer et al.2026 · 0 citationsarXiv
Sleep physiology in late pregnancy: A video-based, multi-night, in-home, level 3 sleep apnea study of pregnant participants and their bed partners10.64898/2026.04.17.26351131v1 · Kember, A. J., Ritchie, L., Zia, H. et al.2026 · 0 citationsmedRxiv
Paincontrol: identity-preserving pain expression transfer with generative diffusion models.41968302 · Zarghami, Yasamin, Muzammil, Muhammad, Adeli, Vida et al.2026 · 0 citationsBiomedical engineering online. 2026;25(1)
Computer vision for pain detection during procedural sedation.41957050 · Zarghami, Yasamin, Rad, Mohammad Goudarzi, Mafeld, Sebastian et al.2026 · 1 citationScientific reports. 2026;16(1)
Face2Scene: Using Facial Degradation as an Oracle for Diffusion-Based Scene Restoration2603.16570v2 · Amirhossein Kazerouni, Maitreya Suin, Tristan Aumentado-Armstrong et al.2026 · 0 citationsarXiv
When Does RL Help Medical VLMs? Disentangling Vision, SFT, and RL Gains2603.01301v1 · Ahmadreza Jeddi, Kimia Shaban, Negin Baghbanzadeh et al.2026 · 0 citationsarXiv
LoopFormer: Elastic-Depth Looped Transformers for Latent Reasoning via Shortcut Modulation2602.11451v1 · Ahmadreza Jeddi, Marco Ciccone, Babak Taati2026 · 0 citationsarXiv
Sleeping posture, behaviour, and environment in late pregnancy: A comprehensive analysis of a video-based, multi-night, in-home, level 3 sleep apnea study of pregnant participants and their bed partners10.64898/2026.02.03.26345492v1 · Kember, A. J., Ritchie, L., Zia, H. et al.2026 · 0 citationsmedRxiv
Development and evaluation of a vision pose-tracking based Beighton score tool for generalized joint hypermobility in individuals with suspected Ehlers-Danlos syndromes.41639883 · Sabo, Andrea, Taati, Babak, Deshpande, Amol et al.2026 · 0 citationsBiomedical engineering online. 2026;25(1)
Large Language Models Improve Scene-Invariant Detection of Behavior of Risk in Dementia Residential Care Across Multiple Surveillance Camera Views.41564063 · Mishra, Pratik K, Taati, Babak, Ye, Bing et al.2026 · 3 citationsIEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society. 2026;34:788-797
FastHMR: Accelerating Human Mesh Recovery via Token and Layer Merging with Diffusion Decoding2510.10868v1 · Soroush Mehraban, Andrea Iaboni, Babak Taati2025 · 2 citationsarXiv
CARE-PD: A Multi-Site Anonymized Clinical Dataset for Parkinson's Disease Gait Assessment2510.04312v1 · Vida Adeli, Ivan Klabucar, Javad Rajabi et al.2025 · 3 citationsarXiv
LiLAW: Lightweight Learnable Adaptive Weighting to Learn Sample Difficulty & Improve Noisy Training2509.20786v4 · Abhishek Moturu, Muhammad Muzammil, Anna Goldenberg et al.2025 · 0 citationsarXiv
Pain in 3D: Generating Controllable Synthetic Faces for Automated Pain Assessment2509.16727v5 · Xin Lei Lin, Soroush Mehraban, Abhishek Moturu et al.2025 · 0 citationsarXiv
Evidence demands action: An invitation to share the burden of proof.40762984 · Andrade, Danielle M, Berg, Anne T, Selvarajah, Arunan et al.2025 · 1 citationEpilepsia. 2025;66(10):3681-3687
SynPAIN: A Synthetic Dataset of Pain and Non-Pain Facial Expressions2507.19673v3 · Babak Taati, Muhammad Muzammil, Yasamin Zarghami et al.2025 · 0 citationsarXiv
Special collection in association with the 2024 International Conference on Aging, Innovation and Rehabilitation.40660244 · Taati, Babak, Popovic, Milos2025 · 0 citationsBiomedical engineering online. 2025;24(1):89
Mitigating 3D Prostate Biparametric MRI Data Scarcity through Domain Adaptation using Locally-Trained Latent Diffusion Models for Prostate Cancer Detection2507.06384v2 · Emerson P. Grabke, Babak Taati, Masoom A. Haider2025 · 0 citationsarXiv
Token Perturbation Guidance for Diffusion Models2506.10036v2 · Javad Rajabi, Soroush Mehraban, Seyedmorteza Sadat et al.2025 · 1 citationarXiv
Using AI to triage patients without clinically significant prostate cancer using biparametric MRI and PSA.40445307 · Grabke, Emerson P, Heming, Carolina A M, Hadari, Amit et al.2026 · 3 citationsAbdominal radiology (New York). 2025;50(12):5924-5933
GAITGen: Disentangled Motion-Pathology Impaired Gait Generative Model -- Bringing Motion Generation to the Clinical Domain2503.22397v3 · Vida Adeli, Soroush Mehraban, Majid Mirmehdi et al.2025 · 2 citationsarXiv
LIFT: Latent Implicit Functions for Task- and Data-Agnostic Encoding2503.15420v1 · Amirhossein Kazerouni, Soroush Mehraban, Michael Brudno et al.2025 · 0 citationsarXiv
Similarity-Aware Token Pruning: Your VLM but Faster2503.11549v1 · Ahmadreza Jeddi, Negin Baghbanzadeh, Elham Dolatabadi et al.2025 · 0 citationsarXiv
Dravet syndrome: From neurodevelopmental to neurodegenerative disease?40034086 · Selvarajah, Arunan, Sabo, Andrea, Gorodetsky, Carolina et al.2025 · 20 citationsEpilepsia. 2025;66(6):1975-1987
A Unified Theory of Sinusoidal Activation Families for Implicit Neural Representations2502.00869v3 · Alireza Morsali, MohammadJavad Vaez, Mohammadhossein Soltani et al.2025 · 0 citationsarXiv
Real-time evaluation of an automated computer vision system to monitor pain behavior in older adults.39807245 · Stopyn, Rhonda Jn, Moturu, Abhishek, Taati, Babak et al.2025 · 2 citationsJournal of rehabilitation and assistive technologies engineering. 2025;12:20556683251313762
Author Correction: Transitioning sleeping position detection in late pregnancy using computer vision from controlled to real-world settings: an observational study.39420064 · Kember, Allan J, Zia, Hafsa, Elangainesan, Praniya et al.2024 · 0 citationsScientific reports. 2024;14(1):24371
Transitioning sleeping position detection in late pregnancy using computer vision from controlled to real-world settings: an observational study.39075133 · Kember, Allan J, Zia, Hafsa, Elangainesan, Praniya et al.2024 · 5 citationsScientific reports. 2024;14(1):17380
SUM: Saliency Unification through Mamba for Visual Attention Modeling2406.17815v2 · Alireza Hosseini, Amirhossein Kazerouni, Saeed Akhavan et al.2024 · 14 citationsarXiv
Benchmarking Skeleton-based Motion Encoder Models for Clinical Applications: Estimating Parkinson's Disease Severity in Walking Sequences2405.17817v2 · Vida Adeli, Soroush Mehraban, Irene Ballester et al.2024 · 5 citationsIEEE International Conference on Automatic Face and Gesture Recognition (FG 2024)
Special collection in association with the 2023 International Conference on aging, innovation and rehabilitation.38773592 · Taati, Babak, Popovic, Milos R2024 · 0 citationsBiomedical engineering online. 2024;23(1):49
Automating sedation state assessments using natural language processing.38532639 · Conway, Aaron, Li, Jack, Rad, Mohammad Goudarzi et al.2025 · 3 citationsJournal of nursing scholarship : an official publication of Sigma Theta Tau International Honor Society of Nursing. 2025;57(1):17-27
Improving Dysarthric Speech Segmentation With Emulated and Synthetic Augmentation.38606392 · Naeini, Saeid Alavi, Simmatis, Leif, Jafari, Deniz et al.2024 · 14 citationsIEEE journal of translational engineering in health and medicine. 2024;12:382-389
Evaluating the ability of a predictive vision-based machine learning model to measure changes in gait in response to medication and DBS within individuals with Parkinson's disease.38082277 · Sabo, Andrea, Iaboni, Andrea, Taati, Babak et al.2023 · 15 citationsBiomedical engineering online. 2023;22(1):120
Automated, Vision-Based Goniometry and Range of Motion Calculation in Individuals With Suspected Ehlers-Danlos Syndromes/Generalized Hypermobility Spectrum Disorders: A Comparison of Pose-Estimation Libraries to Goniometric Measurements.38088992 · Sabo, Andrea, Mittal, Nimish, Deshpande, Amol et al.2023 · 6 citationsIEEE journal of translational engineering in health and medicine. 2024;12:140-150
MotionAGFormer: Enhancing 3D Human Pose Estimation with a Transformer-GCNFormer Network2310.16288v1 · Soroush Mehraban, Vida Adeli, Babak Taati2023 · 175 citationsarXiv
Vision-based detection and quantification of maternal sleeping position in the third trimester of pregnancy in the home setting-Building the dataset and model.37788239 · Kember, Allan J, Selvarajan, Rahavi, Park, Emma et al.2023 · 4 citationsPLOS digital health. 2023;2(10):e0000353
Pose2Gait: Extracting Gait Features from Monocular Video of Individuals with Dementia2308.11484v1 · Caroline Malin-Mayor, Vida Adeli, Andrea Sabo et al.2023 · 1 citationarXiv
Ambient Monitoring of Gait and Machine Learning Models for Dynamic and Short-Term Falls Risk Assessment in People With Dementia.37058371 · Adeli, Vida, Korhani, Navid, Sabo, Andrea et al.2023 · 38 citationsIEEE journal of biomedical and health informatics. 2023;27(7):3599-3609
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