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 | 3511 | 2018 |
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 | 1144 | 2011 |
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 | 1063 | 2019 |
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 | 585 | 2011 |
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 | 464 | 2014 |
Deep learning tools for the measurement of animal behavior in neuroscience MW Mathis, A Mathis Current Opinion in Neurobiology 60, 1-11, 2020 | 368 | 2020 |
Serotonergic neurons signal reward and punishment on multiple timescales JY Cohen, MW Amoroso, N Uchida eLife 4, e06346, 2015 | 354 | 2015 |
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 | 352 | 2022 |
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 | 315* | 2022 |
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 | 297 | 2013 |
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 | 184 | 2020 |
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 | 174 | 2017 |
Learnable latent embeddings for joint behavioural and neural analysis S Schneider, JH Lee, MW Mathis Nature, 360-368, 2023 | 145 | 2023 |
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 | 137 | 2021 |
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 | 124 | 2020 |
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 | 109 | 2016 |
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 | 96 | 2012 |
Concentration-dependent requirement for local protein synthesis in motor neuron subtype-specific response to axon guidance cues S Nédelec, M Peljto, P Shi, MW Amoroso, LC Kam, H Wichterle Journal of Neuroscience 32 (4), 1496-1506, 2012 | 58 | 2012 |
Protein Prenylation Constitutes an Endogenous Brake on Axonal Growth H Li, T Kuwajima, D Oakley, E Nikulina, J Hou, WS Yang, ER Lowry, ... Cell Reports 16 (2), 545-558, 2016 | 56 | 2016 |
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 | 51 | 2021 |