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Gregor Urban
Gregor Urban
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Deep learning localizes and identifies polyps in real time with 96% accuracy in screening colonoscopy
G Urban, P Tripathi, T Alkayali, M Mittal, F Jalali, W Karnes, P Baldi
Gastroenterology 155 (4), 1069-1078. e8, 2018
6222018
Deep MRI brain extraction: A 3D convolutional neural network for skull stripping
J Kleesiek, G Urban, A Hubert, D Schwarz, K Maier-Hein, M Bendszus, ...
NeuroImage 129, 460-469, 2016
5722016
Jet flavor classification in high-energy physics with deep neural networks
D Guest, J Collado, P Baldi, SC Hsu, G Urban, D Whiteson
Physical Review D 94 (11), 112002, 2016
2972016
Multi-modal brain tumor segmentation using deep convolutional neural networks
G Urban, M Bendszus, F Hamprecht, J Kleesiek
MICCAI BraTS (brain tumor segmentation) challenge. Proceedings, winning …, 2014
2822014
Do deep convolutional nets really need to be deep and convolutional?
G Urban, KJ Geras, SE Kahou, O Aslan, S Wang, R Caruana, A Mohamed, ...
ICLR 2017 Conference, 2016
2612016
Deep learning for chemical reaction prediction
D Fooshee, A Mood, E Gutman, M Tavakoli, G Urban, F Liu, N Huynh, ...
Molecular Systems Design & Engineering 3 (3), 442-452, 2018
1952018
Automated synaptic connectivity inference for volume electron microscopy
S Dorkenwald, PJ Schubert, MF Killinger, G Urban, S Mikula, F Svara, ...
Nature methods 14 (4), 435-442, 2017
1292017
Joint model training
O Aslan, R Caruana, MR Richardson, A Mohamed, M Philipose, K Geras, ...
US Patent App. 15/195,894, 2017
812017
Ilastik for multi-modal brain tumor segmentation
J Kleesiek, A Biller, G Urban, U Kothe, M Bendszus, F Hamprecht
Proceedings MICCAI BraTS (brain tumor segmentation challenge), 12-17, 2014
812014
Blending lstms into cnns
KJ Geras, A Mohamed, R Caruana, G Urban, S Wang, O Aslan, ...
arXiv preprint arXiv:1511.06433, 2015
70*2015
Deep learning for drug discovery and cancer research: Automated analysis of vascularization images
G Urban, K Bache, DTT Phan, A Sobrino, AK Shmakov, SJ Hachey, ...
IEEE/ACM transactions on computational biology and bioinformatics 16 (3 …, 2018
652018
Classifying shoulder implants in X-ray images using deep learning
G Urban, S Porhemmat, M Stark, B Feeley, K Okada, P Baldi
Computational and structural biotechnology journal 18, 967-972, 2020
442020
Training and validation of deep neural networks for the prediction of 90-day post-liver transplant mortality using UNOS registry data
BD Ershoff, CK Lee, CL Wray, VG Agopian, G Urban, P Baldi, ...
Transplantation proceedings 52 (1), 246-258, 2020
432020
Do deep convolutional nets really need to be deep (or even convolutional)?
G Urban, KJ Geras, SE Kahou, OAS Wang, R Caruana, A Mohamed, ...
432016
Analysis of deep neural networks with extended data jacobian matrix
S Wang, A Mohamed, R Caruana, J Bilmes, M Plilipose, M Richardson, ...
International Conference on Machine Learning, 718-726, 2016
412016
Inner and outer recursive neural networks for chemoinformatics applications
G Urban, N Subrahmanya, P Baldi
Journal of chemical information and modeling 58 (2), 207-211, 2018
222018
Su1642 automated polyp detection using deep learning: leveling the field
WE Karnes, T Alkayali, M Mittal, A Patel, J Kim, KJ Chang, AQ Ninh, ...
Gastrointestinal Endoscopy 85 (5), AB376-AB377, 2017
182017
Combining deep learning with optical coherence tomography imaging to determine scalp hair and follicle counts
G Urban, N Feil, E Csuka, K Hashemi, C Ekelem, F Choi, NA Mesinkovska, ...
Lasers in Surgery and Medicine 53 (1), 171-178, 2021
172021
SSpro/ACCpro 6: almost perfect prediction of protein secondary structure and relative solvent accessibility using profiles, deep learning and structural similarity
G Urban, CN Magnan, P Baldi
Bioinformatics 38 (7), 2064-2065, 2022
112022
Protein profiles: Biases and protocols
G Urban, M Torrisi, CN Magnan, G Pollastri, P Baldi
Computational and structural biotechnology journal 18, 2281-2289, 2020
102020
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