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Taiga Abe
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DeepLabCut: markerless pose estimation of user-defined body parts with deep learning
A Mathis, P Mamidanna, KM Cury, T Abe, VN Murthy, MW Mathis, ...
Nature neuroscience 21 (9), 1281-1289, 2018
32882018
BehaveNet: nonlinear embedding and Bayesian neural decoding of behavioral videos
E Batty, M Whiteway, S Saxena, D Biderman, T Abe, S Musall, W Gillis, ...
Advances in Neural Information Processing Systems 32, 2019
712019
Chronic, cortex-wide imaging of specific cell populations during behavior
J Couto, S Musall, XR Sun, A Khanal, S Gluf, S Saxena, I Kinsella, T Abe, ...
Nature protocols 16 (7), 3241-3263, 2021
432021
Deep Ensembles Work, But Are They Necessary?
T Abe, EK Buchanan, G Pleiss, R Zemel, JP Cunningham
Advances in Neural Information Processing Systems 35, 2022
352022
Neuroscience Cloud Analysis As a Service: An open-source platform for scalable, reproducible data analysis
T Abe, I Kinsella, S Saxena, EK Buchanan, J Couto, J Briggs, SL Kitt, ...
Neuron, 2022
322022
Pathologies of Predictive Diversity in Deep Ensembles
T Abe, EK Buchanan, G Pleiss, JP Cunningham
arXiv preprint arXiv:2302.00704, 2023
52023
The Best Deep Ensembles Sacrifice Predictive Diversity
T Abe, EK Buchanan, G Pleiss, JP Cunningham
I Can't Believe It's Not Better Workshop: Understanding Deep Learning …, 2022
52022
Inverse articulated-body dynamics from video via variational sequential Monte Carlo
D Biderman, CA Naesseth, L Wu, T Abe, AC Mosberger, LJ Sibener, ...
22020
The Role of Model Implementation in Neuroscientific Applications of Machine Learning
T Abe
Columbia University, 2024
2024
Markerless tracking of user-defined anatomical features with deep learning
M Mathis, A Mathis, P Mamidanna, T Abe, V Murty, M Bethge
28th Annual Meeting of the Society for the Neural Control of Movement (NCM …, 2018
2018
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