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  • Jae-sun Seo
2020

Vesti: Energy-Efficient In-Memory Computing Accelerator for Deep Neural Networks

Yin, S., Jiang, Z., Kim, M., Gupta, T., Seok, M. & Seo, J. S., Jan 2020, In : IEEE Transactions on Very Large Scale Integration (VLSI) Systems. 28, 1, p. 48-61 14 p., 8867863.

Research output: Contribution to journalArticle

2019

A 1.06-μW Smart ECG Processor in 65-nm CMOS for Real-Time Biometric Authentication and Personal Cardiac Monitoring

Yin, S., Kim, M., Kadetotad, D., Liu, Y., Bae, C., Kim, S. J., Cao, Y. & Seo, J. S., Aug 1 2019, In : IEEE Journal of Solid-State Circuits. 54, 8, p. 2316-2326 11 p., 8713394.

Research output: Contribution to journalArticle

A 8.93-TOPS/W LSTM Recurrent Neural Network Accelerator Featuring Hierarchical Coarse-Grain Sparsity with All Parameters Stored On-Chip

Kadetotad, D., Berisha, V., Chakrabarti, C. & Seo, J. S., Sep 2019, ESSCIRC 2019 - IEEE 45th European Solid State Circuits Conference. Institute of Electrical and Electronics Engineers Inc., p. 119-122 4 p. 8902809. (ESSCIRC 2019 - IEEE 45th European Solid State Circuits Conference).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

A Real-Time 17-Scale Object Detection Accelerator with Adaptive 2000-Stage Classification in 65 nm CMOS

Kim, M., Mohanty, A., Kadetotad, D., Wei, L., He, X., Cao, Y. & Seo, J. S., Oct 2019, In : IEEE Transactions on Circuits and Systems I: Regular Papers. 66, 10, p. 3843-3853 11 p., 8741167.

Research output: Contribution to journalArticle

C3SRAM: In-Memory-Computing SRAM Macro Based on Capacitive-Coupling Computing

Jiang, Z., Yin, S., Seo, J. S. & Seok, M., Sep 2019, ESSCIRC 2019 - IEEE 45th European Solid State Circuits Conference. Institute of Electrical and Electronics Engineers Inc., p. 131-134 4 p. 8902752. (ESSCIRC 2019 - IEEE 45th European Solid State Circuits Conference).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Cases for analog mixed signal computing integrated circuits for deep neural networks

Seok, M., Yang, M., Jiang, Z., Lazar, A. A. & Seo, J., Apr 1 2019, 2019 International Symposium on VLSI Design, Automation and Test, VLSI-DAT 2019. Institute of Electrical and Electronics Engineers Inc., 8742044. (2019 International Symposium on VLSI Design, Automation and Test, VLSI-DAT 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Corrigendum: Large-scale neuromorphic spiking array processors: A quest to mimic the brain (Frontiers in Neuroscience (2018) 12 (891) DOI: 10.3389/fnins.2018.00891)

Thakur, C. S., Molin, J. L., Cauwenberghs, G., Indiveri, G., Kumar, K., Qiao, N., Schemmel, J., Wang, R., Chicca, E., Hasler, J. O., Seo, J., Yu, S., Cao, Y., Van Schaik, A. & Etienne-Cummings, R., Jan 1 2019, In : Frontiers in Neuroscience. 13, JAN, 991.

Research output: Contribution to journalComment/debate

Open Access

Custom Sub-Systems and Circuits for Deep Learning: Guest Editorial Overview

Chen, C. Y., Murmann, B., Seo, J. & Yoo, H. J., Jun 1 2019, In : IEEE Journal on Emerging and Selected Topics in Circuits and Systems. 9, 2, p. 247-252 6 p., 8720273.

Research output: Contribution to journalArticle

1 Scopus citations

ECG authentication neural network hardware design with collective optimization of low precision and structured compression

Cherupally, S. K., Srivastava, G., Yin, S., Kadetotad, D., Bae, C., Kim, S. J. & Jae-Sun, S., Jan 1 2019, 2019 IEEE International Symposium on Circuits and Systems, ISCAS 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 8702308. (Proceedings - IEEE International Symposium on Circuits and Systems; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Inference engine benchmarking across technological platforms from CMOS to RRAM

Peng, X., Kim, M., Sun, X., Yin, S., Rakshit, T., Hatcher, R. M., Kittl, J. A., Seo, J. S. & Yu, S., Sep 30 2019, MEMSYS 2019 - Proceedings of the International Symposium on Memory Systems. Association for Computing Machinery, p. 471-479 9 p. (ACM International Conference Proceeding Series).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Joint Optimization of Quantization and Structured Sparsity for Compressed Deep Neural Networks

Srivastava, G., Kadetotad, D., Yin, S., Berisha, V., Chakrabarti, C. & Seo, J. S., May 1 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1393-1397 5 p. 8682791. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

K-Nearest Neighbor Hardware Accelerator Using In-Memory Computing SRAM

Saikia, J., Yin, S., Jiang, Z., Seok, M. & Seo, J. S., Jul 2019, International Symposium on Low Power Electronics and Design, ISLPED 2019. Institute of Electrical and Electronics Engineers Inc., 8824822. (Proceedings of the International Symposium on Low Power Electronics and Design; vol. 2019-July).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Monolithically Integrated RRAM- And CMOS-Based In-Memory Computing Optimizations for Efficient Deep Learning

Yin, S., Seo, J. S., Kim, Y., Han, X., Barnaby, H., Yu, S., Luo, Y., He, W., Sun, X. & Kim, J. J., Nov 1 2019, In : IEEE Micro. 39, 6, p. 54-63 10 p., 8894568.

Research output: Contribution to journalArticle

Neuromorphic hardware accelerator for SNN inference based on STT-RAM crossbar arrays

Kulkarni, S. R., Kadetotad, D. V., Yin, S., Seo, J. S. & Rajendran, B., Nov 2019, 2019 26th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2019. Institute of Electrical and Electronics Engineers Inc., p. 438-441 4 p. 8964886. (2019 26th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2017

A 1.06 μw smart ECG processor in 65 nm CMOS for real-time biometrie authentication and personal cardiac monitoring

Yin, S., Kim, M., Kadetotad, D., Liu, Y., Bae, C., Kim, S. J., Cao, Y. & Seo, J., Aug 10 2017, 2017 Symposium on VLSI Circuits, VLSI Circuits 2017. Institute of Electrical and Electronics Engineers Inc., p. C102-C103 8008563

Research output: Chapter in Book/Report/Conference proceedingConference contribution

7 Scopus citations

An automatic RTL compiler for high-throughput FPGA implementation of diverse deep convolutional neural networks

Ma, Y., Cao, Y., Vrudhula, S. & Seo, J., Oct 2 2017, 2017 27th International Conference on Field Programmable Logic and Applications, FPL 2017. Institute of Electrical and Electronics Engineers Inc., 8056824

Research output: Chapter in Book/Report/Conference proceedingConference contribution

38 Scopus citations

A real-time 17-scale object detection accelerator with adaptive 2000-stage classification in 65nm CMOS

Kim, M., Mohanty, A., Kadetotad, D., Suda, N., Wei, L., Saseendran, P., He, X., Cao, Y. & Seo, J., Sep 25 2017, IEEE International Symposium on Circuits and Systems: From Dreams to Innovation, ISCAS 2017 - Conference Proceedings. Institute of Electrical and Electronics Engineers Inc., 8050798

Research output: Chapter in Book/Report/Conference proceedingConference contribution

A real-time 17-scale object detection accelerator with adaptive 2000-stage classification in 65nm CMOS

Kim, M., Mohanty, A., Kadetotad, D., Suda, N., Wei, L., Saseendran, P., He, X., Cao, Y. & Seo, J., Feb 16 2017, 2017 22nd Asia and South Pacific Design Automation Conference, ASP-DAC 2017. Institute of Electrical and Electronics Engineers Inc., p. 21-22 2 p. 7858282

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Bi-Level rare temporal pattern detection

Zhou, D., He, J., Cao, Y. & Seo, J., Jan 31 2017, Proceedings - 16th IEEE International Conference on Data Mining, ICDM 2016. Institute of Electrical and Electronics Engineers Inc., p. 719-728 10 p. 7837896

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Comprehensive evaluation of openCL-based CNN implementations for FPGAs

Tapiador-Morales, R., Rios-Navarro, A., Linares-Barranco, A., Kim, M., Kadetotad, D. & Seo, J., 2017, Advances in Computational Intelligence - 14th International Work-Conference on Artificial Neural Networks, IWANN 2017, Proceedings. Springer Verlag, Vol. 10306 LNCS. p. 271-282 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10306 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Designing ECG-based physical unclonable function for security of wearable devices

Yin, S., Bae, C., Kim, S. J. & Seo, J., Sep 13 2017, 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Smarter Technology for a Healthier World, EMBC 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3509-3512 4 p. 8037613

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

End-to-end scalable FPGA accelerator for deep residual networks

Ma, Y., Kim, M., Cao, Y., Vrudhula, S. & Seo, J., Sep 25 2017, IEEE International Symposium on Circuits and Systems: From Dreams to Innovation, ISCAS 2017 - Conference Proceedings. Institute of Electrical and Electronics Engineers Inc., 8050344

Research output: Chapter in Book/Report/Conference proceedingConference contribution

18 Scopus citations

Flying and decoupling capacitance optimization for area-constrained on-chip switched-capacitor voltage regulators

Mi, X., Moghadam, H. F. & Seo, J., May 11 2017, Proceedings of the 2017 Design, Automation and Test in Europe, DATE 2017. Institute of Electrical and Electronics Engineers Inc., p. 1269-1272 4 p. 7927186

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Improving efficiency in sparse learning with the feedforward inhibitory motif

Xu, Z., Skorheim, S., Tu, M., Berisha, V., Yu, S., Seo, J., Bazhenov, M. & Cao, Y., Feb 11 2017, (Accepted/In press) In : Neurocomputing.

Research output: Contribution to journalArticle

Low-power neuromorphic speech recognition engine with coarse-grain sparsity

Yin, S., Kadetotad, D., Yan, B., Song, C., Chen, Y., Chakrabarti, C. & Seo, J., Feb 16 2017, 2017 22nd Asia and South Pacific Design Automation Conference, ASP-DAC 2017. Institute of Electrical and Electronics Engineers Inc., p. 111-114 4 p. 7858305

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Monolithic 3D IC designs for low-power deep neural networks targeting speech recognition

Chang, K., Kadetotad, D., Cao, Y., Seo, J. & Lim, S. K., Aug 11 2017, ISLPED 2017 - IEEE/ACM International Symposium on Low Power Electronics and Design. Institute of Electrical and Electronics Engineers Inc., 8009175

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations

Optimizing loop operation and dataflow in FPGA acceleration of deep convolutional neural networks

Ma, Y., Cao, Y., Vrudhula, S. & Seo, J., Feb 22 2017, FPGA 2017 - Proceedings of the 2017 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays. Association for Computing Machinery, Inc, p. 45-54 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

98 Scopus citations

Triple-Mode, Hybrid-Storage, Energy Harvesting Power Management Unit: Achieving High Efficiency Against Harvesting and Load Power Variabilities

Li, J., Seo, J., Kymissis, I. & Seok, M., Oct 1 2017, In : IEEE Journal of Solid-State Circuits. 52, 10, p. 2550-2562 13 p., 8030042.

Research output: Contribution to journalArticle

9 Scopus citations

Triple-mode photovoltaic power management: Achieving high efficiency against harvesting and load variability

Li, J., Seo, J., Kymissis, I. & Seok, M., Feb 6 2017, 2016 IEEE Asian Solid-State Circuits Conference, A-SSCC 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 289-292 4 p. 7844192

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations
2016

A Fixed-Point Neural Network Architecture for Speech Applications on Resource Constrained Hardware

Shah, M., Arunachalam, S., Wang, J., Blaauw, D., Sylvester, D., Kim, H. S., Seo, J. & Chakrabarti, C., Nov 25 2016, (Accepted/In press) In : Journal of Signal Processing Systems. p. 1-15 15 p.

Research output: Contribution to journalArticle

4 Scopus citations

A Low Ripple Switched-Capacitor Voltage Regulator Using Flying Capacitance Dithering

Bang, S., Seo, J., Chang, L., Blaauw, D. & Sylvester, D., Jan 20 2016, (Accepted/In press) In : IEEE Journal of Solid-State Circuits.

Research output: Contribution to journalArticle

11 Scopus citations

Compact oscillation neuron exploiting metal-insulator-transition for neuromorphic computing

Chen, P. Y., Seo, J., Cao, Y. & Yu, S., Nov 7 2016, 2016 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 07-10-November-2016. 2967015

Research output: Chapter in Book/Report/Conference proceedingConference contribution

10 Scopus citations

Efficient memory compression in deep neural networks using coarse-grain sparsification for speech applications

Kadetotad, D., Arunachalam, S., Chakrabarti, C. & Seo, J., Nov 7 2016, 2016 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 07-10-November-2016. 2967028

Research output: Chapter in Book/Report/Conference proceedingConference contribution

15 Scopus citations

High-performance face detection with CPU-FPGA acceleration

Mohanty, A., Suda, N., Kim, M., Vrudhula, S., Seo, J. & Cao, Y., Jul 29 2016, ISCAS 2016 - IEEE International Symposium on Circuits and Systems. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-July. p. 117-120 4 p. 7527184

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Scopus citations

Mitigating effects of non-ideal synaptic device characteristics for on-chip learning

Chen, P. Y., Lin, B., Wang, I. T., Hou, T. H., Ye, J., Vrudhula, S., Seo, J., Cao, Y. & Yu, S., Jan 5 2016, 2015 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2015. Institute of Electrical and Electronics Engineers Inc., p. 194-199 6 p. 7372570

Research output: Chapter in Book/Report/Conference proceedingConference contribution

72 Scopus citations

Nanoelectronic neurocomputing: Status and prospects

Ceze, L., Hasler, J., Likharev, K. K., Seo, J., Sherwood, T., Strukov, D., Xie, Y. & Yu, S., Aug 22 2016, 74th Annual Device Research Conference, DRC 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-August. 7548506

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations

Ranking the parameters of deep neural networks using the fisher information

Tu, M., Berisha, V., Woolf, M., Seo, J. & Cao, Y., May 18 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-May. p. 2647-2651 5 p. 7472157

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations

Reducing Power, Leakage, and Area of Standard-Cell ASICs Using Threshold Logic Flip-Flops

Kulkarni, N., Yang, J., Seo, J. & Vrudhula, S., Mar 10 2016, (Accepted/In press) In : IEEE Transactions on Very Large Scale Integration (VLSI) Systems.

Research output: Contribution to journalArticle

14 Scopus citations

Reducing the model order of deep neural networks using information theory

Tu, M., Berisha, V., Cao, Y. & Seo, J., Sep 2 2016, Proceedings - IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2016. IEEE Computer Society, Vol. 2016-September. p. 93-98 6 p. 7560179

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Scalable and modularized RTL compilation of Convolutional Neural Networks onto FPGA

Ma, Y., Suda, N., Cao, Y., Seo, J. & Vrudhula, S., Sep 26 2016, FPL 2016 - 26th International Conference on Field-Programmable Logic and Applications. Institute of Electrical and Electronics Engineers Inc., 7577356

Research output: Chapter in Book/Report/Conference proceedingConference contribution

59 Scopus citations

Thermoelectric-based sustainable self-cooling for fine-grained processor hot spots

Lee, S., Pandiyan, D., Seo, J., Phelan, P. & Wu, C-J., Jul 20 2016, Proceedings of the 15th InterSociety Conference on Thermal and Thermomechanical Phenomena in Electronic Systems, ITherm 2016. Institute of Electrical and Electronics Engineers Inc., p. 847-856 10 p. 7517635

Research output: Chapter in Book/Report/Conference proceedingConference contribution

5 Scopus citations

Throughput-optimized openCL-based FPGA accelerator for large-scale convolutional neural networks

Suda, N., Chandra, V., Dasika, G., Mohanty, A., Ma, Y., Vrudhula, S., Seo, J. & Cao, Y., Feb 21 2016, FPGA 2016 - Proceedings of the 2016 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays. Association for Computing Machinery, Inc, p. 16-25 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

206 Scopus citations
2015

A fully-integrated 40-phase flying-capacitance-dithered switched-capacitor voltage regulator with 6mV output ripple

Bang, S., Seo, J., Lee, I., Jeong, S., Pinckney, N., Blaauw, D., Sylvester, D. & Chang, L., Aug 31 2015, IEEE Symposium on VLSI Circuits, Digest of Technical Papers. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-August. p. C336-C337 7231313

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations

Analysis and optimization of CMOS switched-capacitor converters

Sathe, V. S. & Seo, J., Sep 21 2015, Proceedings of the International Symposium on Low Power Electronics and Design. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-September. p. 327-334 8 p. 7273535

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations

A neuromorphic neural spike clustering processor for deep-brain sensing and stimulation systems

Zhang, B., Jiang, Z., Wang, Q., Seo, J. & Seok, M., Sep 21 2015, Proceedings of the International Symposium on Low Power Electronics and Design. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-September. p. 91-97 7 p. 7273496

Research output: Chapter in Book/Report/Conference proceedingConference contribution

5 Scopus citations

Digital CMOS neuromorphic processor design featuring unsupervised online learning

Seo, J. & Seok, M., Oct 30 2015, IEEE/IFIP International Conference on VLSI and System-on-Chip, VLSI-SoC. IEEE Computer Society, Vol. 2015-October. p. 49-51 3 p. 7314390

Research output: Chapter in Book/Report/Conference proceedingConference contribution

8 Scopus citations

Dynamic and leakage power reduction of ASICs using configurable threshold logic gates

Yang, J., Davis, J., Kulkarni, N., Seo, J. & Vrudhula, S., Nov 25 2015, Proceedings of the Custom Integrated Circuits Conference. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-November. 7338369

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Energy-efficient reconstruction of compressively sensed bioelectrical signals with stochastic computing circuits

Ma, Y., Kim, M., Cao, Y., Seo, J. & Vrudhula, S., Dec 14 2015, Proceedings of the 33rd IEEE International Conference on Computer Design, ICCD 2015. Institute of Electrical and Electronics Engineers Inc., p. 443-446 4 p. 7357144

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations