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Jong Hwan Ko
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Edge-host partitioning of deep neural networks with feature space encoding for resource-constrained internet-of-things platforms
JH Ko, T Na, MF Amir, S Mukhopadhyay
2018 15th IEEE International Conference on Advanced Video and Signal Based ・, 2018
1092018
Cascade Adversarial Machine Learning Regularized with a Unified Embedding
T Na, JH Ko, S Mukhopadhyay
International Conference on Learning Representations (ICLR), 2017
1012017
Design of an energy-efficient accelerator for training of convolutional neural networks using frequency-domain computation
JH Ko, B Mudassar, T Na, S Mukhopadhyay
Proceedings of the 54th Annual Design Automation Conference 2017, 1-6, 2017
502017
Energy efficient and side-channel secure cryptographic hardware for IoT-edge nodes
A Singh, N Chawla, JH Ko, M Kar, S Mukhopadhyay
IEEE Internet of Things Journal 6 (1), 421-434, 2018
432018
Adaptive Weight Compression for Memory-Efficient Neural Networks
JH Ko, D Kim, T Na, J Kung, Saibal Mukhopadhyay
Design, Automation, and Test in Europe (DATE 2017), 2017
392017
On-Chip Training of Recurrent Neural Networks with Limited Numerical Precision
T Na, JH Ko, J Kung, S Mukhopadhyay
International Joint Conference on Neural Networks (IJCNN 2017), 2017
382017
Exploring power attack protection of resource constrained encryption engines using integrated low-drop-out regulators
A Singh, M Kar, JH Ko, S Mukhopadhyay
2015 IEEE/ACM International Symposium on Low Power Electronics and Design ・, 2015
332015
3-D stacked image sensor with deep neural network computation
MF Amir, JH Ko, T Na, D Kim, S Mukhopadhyay
IEEE Sensors Journal 18 (10), 4187-4199, 2018
322018
Edge-cloud collaborative processing for intelligent internet of things: A case study on smart surveillance
BA Mudassar, JH Ko, S Mukhopadhyay
Proceedings of the 55th Annual Design Automation Conference, 1-6, 2018
312018
An energy-efficient wireless video sensor node for moving object surveillance
JH Ko, BA Mudassar, S Mukhopadhyay
IEEE Transactions on Multi-Scale Computing Systems 1 (1), 7-18, 2015
282015
Taesik Na, Mohammad Faisal Amir, and Saibal Mukhopadhyay. 2018. Edge-host partitioning of deep neural networks with feature space encoding for resource-constrained internet-of ・
JH Ko
IEEE International Conference on Advanced Video and Signal Based Surveillance, 2018
202018
Precision scaling of neural networks for efficient audio processing
JH Ko, J Fromm, M Philipose, I Tashev, S Zarar
arXiv preprint arXiv:1712.01340, 2017
192017
A single-chip image sensor node with energy harvesting from a CMOS pixel array
JH Ko, MF Amir, KZ Ahmed, T Na, S Mukhopadhyay
IEEE Transactions on Circuits and Systems I: Regular Papers 64 (9), 2295-2307, 2017
182017
Camel: An adaptive camera with embedded machine learning-based sensor parameter control
BA Mudassar, P Saha, Y Long, MF Amir, E Gebhardt, T Na, JH Ko, M Wolf, ...
IEEE Journal on Emerging and Selected Topics in Circuits and Systems 9 (3 ・, 2019
162019
Binary-classifiers-enabled filters for semi-supervised learning
T Kumar, J Park, MS Ali, AFMS Uddin, JH Ko, SH Bae
IEEE Access 9, 167663-167673, 2021
132021
A charge-domain scalable-weight in-memory computing macro with dual-SRAM architecture for precision-scalable DNN accelerators
E Lee, T Han, D Seo, G Shin, J Kim, S Kim, S Jeong, J Rhe, J Park, JH Ko, ...
IEEE Transactions on Circuits and Systems I: Regular Papers 68 (8), 3305-3316, 2021
132021
Mixture of pre-processing experts model for noise robust deep learning on resource constrained platforms
T Na, M Lee, BA Mudassar, P Saha, JH Ko, S Mukhopadhyay
2019 International Joint Conference on Neural Networks (IJCNN), 1-7, 2019
132019
Limiting numerical precision of neural networks to achieve real-time voice activity detection
JH Ko, J Fromm, M Philipose, I Tashev, S Zarar
2018 IEEE International Conference on Acoustics, Speech and Signal ・, 2018
132018
Taesik Na, and Saibal Mukhopadhyay. Design of an energy-efficient accelerator for training of convolutional neural networks using frequency-domain computation
JH Ko, B Mudassar
Proceedings of the 54th Annual Design Automation Conference, 59, 2017
132017
Design and analysis of a neural network inference engine based on adaptive weight compression
JH Ko, D Kim, T Na, S Mukhopadhyay
IEEE Transactions on Computer-Aided Design of Integrated Circuits and ・, 2018
122018
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