Jungwook Choi
TitleCited byYear
Pact: Parameterized clipping activation for quantized neural networks
J Choi, Z Wang, S Venkataramani, PIJ Chuang, V Srinivasan, ...
arXiv preprint arXiv:1805.06085, 2018
562018
Training deep neural networks with 8-bit floating point numbers
N Wang, J Choi, D Brand, CY Chen, K Gopalakrishnan
Advances in neural information processing systems, 7675-7684, 2018
462018
A real-time FPGA-based 20 000-word speech recognizer with optimized DRAM access
YK Choi, K You, J Choi, W Sung
IEEE Transactions on Circuits and Systems I: Regular Papers 57 (8), 2119-2131, 2010
412010
Adacomp: Adaptive residual gradient compression for data-parallel distributed training
CY Chen, J Choi, D Brand, A Agrawal, W Zhang, K Gopalakrishnan
Thirty-Second AAAI Conference on Artificial Intelligence, 2018
362018
Approximate computing: Challenges and opportunities
A Agrawal, J Choi, K Gopalakrishnan, S Gupta, R Nair, J Oh, DA Prener, ...
2016 IEEE International Conference on Rebooting Computing (ICRC), 1-8, 2016
332016
An FPGA implementation of speech recognition with weighted finite state transducers
J Choi, K You, W Sung
2010 IEEE International Conference on Acoustics, Speech and Signal …, 2010
302010
A Scalable Multi-TeraOPS Deep Learning Processor Core for AI Trainina and Inference
B Fleischer, S Shukla, M Ziegler, J Silberman, J Oh, V Srinivasan, J Choi, ...
2018 IEEE Symposium on VLSI Circuits, 35-36, 2018
282018
Hardware implementation of MRF map inference on an FPGA platform
J Choi, RA Rutenbar
22nd International Conference on Field Programmable Logic and Applications …, 2012
232012
Video-rate stereo matching using Markov random field TRW-S inference on a hybrid CPU+ FPGA computing platform
J Choi, RA Rutenbar
IEEE Transactions on Circuits and Systems for Video Technology 26 (2), 385-398, 2015
222015
Promise: An end-to-end design of a programmable mixed-signal accelerator for machine-learning algorithms
P Srivastava, M Kang, SK Gonugondla, S Lim, J Choi, V Adve, NS Kim, ...
Proceedings of the 45th Annual International Symposium on Computer …, 2018
162018
Error resilient MRF message passing architecture for stereo matching
J Choi, EP Kim, RA Rutenbar, NR Shanbhag
SiPS 2013 Proceedings, 348-353, 2013
162013
Memory access optimized VLSI for 5000-word continuous speech recognition
K You, Y Choi, J Choi, W Sung
Journal of Signal Processing Systems 63 (1), 95-105, 2011
142011
VLSI for 5000-word continuous speech recognition
Y Choi, K You, J Choi, W Sung
2009 IEEE International Conference on Acoustics, Speech and Signal …, 2009
142009
Bridging the accuracy gap for 2-bit quantized neural networks (QNN)
J Choi, PIJ Chuang, Z Wang, S Venkataramani, V Srinivasan, ...
arXiv preprint arXiv:1807.06964, 2018
132018
Exploiting approximate computing for deep learning acceleration
CY Chen, J Choi, K Gopalakrishnan, V Srinivasan, S Venkataramani
2018 Design, Automation & Test in Europe Conference & Exhibition (DATE), 821-826, 2018
122018
Compensated-DNN: energy efficient low-precision deep neural networks by compensating quantization errors
S Jain, S Venkataramani, V Srinivasan, J Choi, P Chuang, L Chang
2018 55th ACM/ESDA/IEEE Design Automation Conference (DAC), 1-6, 2018
102018
Flexible and expandable speech recognition hardware with weighted finite state transducers
K You, J Choi, W Sung
Journal of Signal Processing Systems 66 (3), 235-244, 2012
92012
Fast hierarchical implementation of sequential tree-reweighted belief propagation for probabilistic inference
S Hurkat, J Choi, E Nurvitadhi, JF Martínez, RA Rutenbar
2015 25th International Conference on Field Programmable Logic and …, 2015
82015
POSTER: Design space exploration for performance optimization of deep neural networks on shared memory accelerators
S Venkataramani, J Choi, V Srinivasan, K Gopalakrishnan, L Chang
2017 26th International Conference on Parallel Architectures and Compilation …, 2017
72017
Error resilient and energy efficient MRF message-passing-based stereo matching
EP Kim, J Choi, NR Shanbhag, RA Rutenbar
IEEE Transactions on Very Large Scale Integration (VLSI) Systems 24 (3), 897-908, 2015
42015
The system can't perform the operation now. Try again later.
Articles 1–20