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Mackenzie Weygandt Mathis
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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
40162018
Using DeepLabCut for 3D markerless pose estimation across species and behaviors.
T Nath, A Mathis, AC Chen, A Patel, M Bethge, MW Mathis
Nature protocols 14 (7), 2152–2176, 2019
11942019
Reference Maps of human ES and iPS cell variation enable high-throughput characterization of pluripotent cell lines
C Bock, E Kiskinis, G Verstappen, H Gu, G Boulting, ZD Smith, M Ziller, ...
Cell 144 (3), 439-452, 2011
11602011
A functionally characterized test set of human induced pluripotent stem cells
GL *Boulting, E *Kiskinis, GF *Croft, MW *Amoroso, DH *Oakley, ...
Nature biotechnology 29 (3), 279-286, 2011
5942011
Necroptosis Drives Motor Neuron Death in Models of Both Sporadic and Familial ALS
DB Re, V Le Verche, C Yu, MW Amoroso, KA Politi, S Phani, B Ikiz, ...
Neuron 81 (5), 1001-1008, 2014
4792014
Perspectives in machine learning for wildlife conservation
D Tuia, B Kellenberger, S Beery, BR Costelloe, S Zuffi, B Risse, A Mathis, ...
Nature Communications 13 (1), 1-15, 2022
4472022
Deep learning tools for the measurement of animal behavior in neuroscience
MW Mathis, A Mathis
Current Opinion in Neurobiology 60, 1-11, 2020
4092020
Multi-animal pose estimation, identification and tracking with DeepLabCut
J Lauer, M Zhou, S Ye, W Menegas, S Schneider, T Nath, MM Rahman, ...
Nature Methods 19 (4), 496-504, 2022
408*2022
Serotonergic neurons signal reward and punishment on multiple timescales
JY Cohen, MW Amoroso, N Uchida
eLife 4, e06346, 2015
3732015
Accelerated high-yield generation of limb-innervating motor neurons from human stem cells
MW Amoroso, GF Croft, DJ Williams, S O'Keeffe, MA Carrasco, AR Davis, ...
Journal of Neuroscience 33 (2), 574-586, 2013
3092013
Learnable latent embeddings for joint behavioural and neural analysis
S Schneider, JH Lee, MW Mathis
Nature, 360-368, 2023
2202023
A Primer on Motion Capture with Deep Learning: Principles, Pitfalls, and Perspectives
A Mathis, S Schneider, J Lauer, MW Mathis
Neuron 108 (1), 44-65, 2020
2102020
Somatosensory Cortex Plays an Essential Role in Forelimb Motor Adaptation in Mice
MW Mathis, A Mathis, N Uchida
Neuron 93 (6), 1493 - 1503.e6, 2017
1892017
Pretraining boosts out-of-domain robustness for pose estimation
A Mathis, T Biasi, S Schneider, M Yüksekgönül, B Rogers, M Bethge, ...
WACV 2021, 1859.1868, 2021
1472021
Real-time, low-latency closed-loop feedback using markerless posture tracking
GA Kane, G Lopes, JL Saunders, A Mathis, MW Mathis
Elife 9, e61909, 2020
1472020
ALS disrupts spinal motor neuron maturation and aging pathways within gene co-expression networks
R Ho, S Sances, G Gowing, MW Amoroso, JG O'Rourke, A Sahabian, ...
Nature Neuroscience 19 (9), 1256, 2016
1112016
Maturation of spinal motor neurons derived from human embryonic stem cells
T Takazawa, GF Croft, MW Amoroso, L Studer, H Wichterle, ...
PloS one 7 (7), e40154, 2012
962012
Keypoint-MoSeq: parsing behavior by linking point tracking to pose dynamics
C Weinreb, JE Pearl, S Lin, MAM Osman, L Zhang, S Annapragada, ...
Nature Methods 21 (7), 1329-1339, 2024
642024
Striatal dopamine explains novelty-induced behavioral dynamics and individual variability in threat prediction
K Akiti, I Tsutsui-Kimura, Y Xie, A Mathis, JE Markowitz, R Anyoha, ...
Neuron 110 (22), 3789-3804. e9, 2022
612022
Measuring and modeling the motor system with machine learning
SB Hausmann, AM Vargas, A Mathis, MW Mathis
Current Opinion in Neurobiology 70, 11-23, 2021
592021
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