Jae-Sun Seo

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 49

Top Topics

Structured Sparsity

Object Detection

Top Venues

IEEE J. Solid State Circuits

IEEE J. Emerg. Sel. Topics Circuits Syst.

Publications

Tianyi Zhang, Kishore Kasichainula, Yaoxin Zhuo, Baoxin Li, Jae-Sun Seo, Yu Cao
Patch-based Selection and Refinement for Early Object Detection. WACV (2024)
Mike Shuo-Wei Chen, Visvesh S. Sathe, Massimo Alioto, Jae-Sun Seo, Hidehiro Shiga
Guest Editorial Introduction to the Special Section on the 2023 IEEE International Solid-State Circuits Conference (ISSCC). IEEE J. Solid State Circuits 59 (1) (2024)
Zhenyu Wang, Jingbo Sun, A. Alper Goksoy, Sumit K. Mandal, Yaotian Liu, Jae-Sun Seo, Chaitali Chakrabarti, Ümit Y. Ogras, Vidya A. Chhabria, Jeff Zhang, Yu Cao
Exploiting 2.5D/3D Heterogeneous Integration for AI Computing. ASPDAC (2024)
Tianyi Zhang, Kishore Kasichainula, Yaoxin Zhuo, Baoxin Li, Jae-Sun Seo, Yu Cao
Transformer-Based Selective Super-resolution for Efficient Image Refinement. AAAI (2024)
Anupreetham Anupreetham, Mohamed Ibrahim, Mathew Hall, Andrew Boutros, Ajay Kuzhively, Abinash Mohanty, Eriko Nurvitadhi, Vaughn Betz, Yu Cao, Jae-Sun Seo
High Throughput FPGA-Based Object Detection via Algorithm-Hardware Co-Design. ACM Trans. Reconfigurable Technol. Syst. 17 (1) (2024)
Fan Zhang, Amitesh Sridharan, Wangxin He, Injune Yeo, Maximilian Liehr, Wei Zhang, Nathaniel C. Cady, Yu Cao, Jae-Sun Seo, Deliang Fan
A 65-nm RRAM Compute-in-Memory Macro for Genome Processing. IEEE J. Solid State Circuits 59 (7) (2024)
Bo Zhang, Jyotishman Saikia, Jian Meng, Dewei Wang, Soonwan Kwon, Sungmeen Myung, Hyunsoo Kim, Sang Joon Kim, Jae-Sun Seo, Mingoo Seok
MACC-SRAM: A Multistep Accumulation Capacitor-Coupling In-Memory Computing SRAM Macro for Deep Convolutional Neural Networks. IEEE J. Solid State Circuits 59 (6) (2024)
Amitesh Sridharan, Fan Zhang, Jae-Sun Seo, Deliang Fan
SP-IMC: A Sparsity Aware In-Memory-Computing Macro in 28nm CMOS with Configurable Sparse Representation for Highly Sparse DNN Workloads. CICC (2024)
Vasundhara Damodaran, Ziyu Liu, Jae-Sun Seo, Arindam Sanyal
A Delta-Sigma Based SRAM Compute-in-Memory Macro for Human Activity Recognition. BioCAS (2023)
Han-Sok Suh, Jian Meng, Ty Nguyen, Vijay Kumar, Yu Cao, Jae-Sun Seo
Algorithm-hardware Co-optimization for Energy-efficient Drone Detection on Resource-constrained FPGA. ACM Trans. Reconfigurable Technol. Syst. 16 (2) (2023)
Fan Zhang, Wangxin He, Injune Yeo, Maximilian Liehr, Nathaniel C. Cady, Yu Cao, Jae-Sun Seo, Deliang Fan
A 65nm RRAM Compute-in-Memory Macro for Genome Sequencing Alignment. ESSCIRC (2023)
Injune Yeo, Dong-Woo Jee, Jae-Sun Seo
/ bit Physically Unclonable Function Exploiting Channel Charge Injection and Mismatch Accumulation. CICC (2023)
Bo Zhang, Shihui Yin, Minkyu Kim, Jyotishman Saikia, Soonwan Kwon, Sungmeen Myung, Hyunsoo Kim, Sang Joon Kim, Jae-Sun Seo, Mingoo Seok
PIMCA: A Programmable In-Memory Computing Accelerator for Energy-Efficient DNN Inference. IEEE J. Solid State Circuits 58 (5) (2023)
Jyotishman Saikia, Amitesh Sridharan, Injune Yeo, Shreyas K. Venkataramanaiah, Deliang Fan, Jae-Sun Seo
FP-IMC: A 28nm All-Digital Configurable Floating-Point In-Memory Computing Macro. ESSCIRC (2023)
Zhenyu Wang, Jingbo Sun, A. Alper Goksoy, Sumit K. Mandal, Jae-Sun Seo, Chaitali Chakrabarti, Ümit Y. Ogras, Vidya A. Chhabria, Yu Cao
Benchmarking Heterogeneous Integration with 2.5D/3D Interconnect Modeling. ASICON (2023)
Tianyi Zhang, Kishore Kasichainula, Yaoxin Zhuo, Baoxin Li, Jae-Sun Seo, Yu Cao
Patch-based Selection and Refinement for Early Object Detection. CoRR (2023)
Shreyas Kolala Venkataramanaiah, Jian Meng, Han-Sok Suh, Injune Yeo, Jyotishman Saikia, Sai Kiran Cherupally, Yichi Zhang, Zhiru Zhang, Jae-Sun Seo
A 28-nm 8-bit Floating-Point Tensor Core-Based Programmable CNN Training Processor With Dynamic Structured Sparsity. IEEE J. Solid State Circuits 58 (7) (2023)
Dong-Woo Jee, Seong-Min Ko, Kishore Kasichainula, Injune Yeo, Yu Cao, Jae-Sun Seo
A Time-Memory-based CMOS Vision Sensor with In-Pixel Temporal Derivative Computing for Multi-Mode Image Processing. ESSCIRC (2023)
Vasundhara Damodaran, Ziyu Liu, Jae-Sun Seo, Arindam Sanyal
A 138-TOPS/W Delta-Sigma Modulator-Based Variable- Resolution Activation in-Memory Computing Macro. CICC (2023)
Jae-Sun Seo
Advances and Trends on On-Chip Compute-in-Memory Macros and Accelerators. DAC (2023)
Sai Kiran Cherupally, Jian Meng, Adnan Siraj Rakin, Shihui Yin, Mingoo Seok, Deliang Fan, Jae-Sun Seo
Improving DNN Hardware Accuracy by In-Memory Computing Noise Injection. IEEE Des. Test 39 (4) (2022)
Jian Meng, Li Yang, Jinwoo Shin, Deliang Fan, Jae-Sun Seo
Contrastive Dual Gating: Learning Sparse Features With Contrastive Learning. CVPR (2022)
Jian Meng, Injune Yeo, Wonbo Shim, Li Yang, Deliang Fan, Shimeng Yu, Jae-Sun Seo
Sparse and Robust RRAM-based Efficient In-memory Computing for DNN Inference. IRPS (2022)
Amitesh Sridharan, Shaahin Angizi, Sai Kiran Cherupally, Fan Zhang, Jae-Sun Seo, Deliang Fan
A 1.23-GHz 16-kb Programmable and Generic Processing-in-SRAM Accelerator in 65nm. ESSCIRC (2022)
Fan Zhang, Li Yang, Jian Meng, Jae-Sun Seo, Yu Cao, Deliang Fan
XST: A Crossbar Column-wise Sparse Training for Efficient Continual Learning. DATE (2022)
Gokul Krishnan, Sumit K. Mandal, Chaitali Chakrabarti, Jae-Sun Seo, Ümit Y. Ogras, Yu Cao
Impact of On-chip Interconnect on In-memory Acceleration of Deep Neural Networks. ACM J. Emerg. Technol. Comput. Syst. 18 (2) (2022)
Gokul Krishnan, Zhenyu Wang, Injune Yeo, Li Yang, Jian Meng, Maximilian Liehr, Rajiv V. Joshi, Nathaniel C. Cady, Deliang Fan, Jae-Sun Seo, Yu Cao
Hybrid RRAM/SRAM in-Memory Computing for Robust DNN Acceleration. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41 (11) (2022)
Jyotishman Saikia, Shihui Yin, Sai Kiran Cherupally, Bo Zhang, Jian Meng, Mingoo Seok, Jae-Sun Seo
Modeling and Optimization of SRAM-based In-Memory Computing Hardware Design. DATE (2021)
Gokul Krishnan, Sumit K. Mandal, Chaitali Chakrabarti, Jae-Sun Seo, Ümit Y. Ogras, Yu Cao
System-Level Benchmarking of Chiplet-based IMC Architectures for Deep Neural Network Acceleration. ASICON (2021)
Arnab Neelim Mazumder, Jian Meng, Hasib-Al-Rashid, Utteja Kallakuri, Xin Zhang, Jae-Sun Seo, Tinoosh Mohsenin
A Survey on the Optimization of Neural Network Accelerators for Micro-AI On-Device Inference. IEEE J. Emerg. Sel. Topics Circuits Syst. 11 (4) (2021)
Jian Meng, Li Yang, Xiaochen Peng, Shimeng Yu, Deliang Fan, Jae-Sun Seo
Structured Pruning of RRAM Crossbars for Efficient In-Memory Computing Acceleration of Deep Neural Networks. IEEE Trans. Circuits Syst. II Express Briefs 68 (5) (2021)
Tinoosh Mohsenin, Inna Partin-Vaisband, Houman Homayoun, Jae-Sun Seo, Xin Zhang
Guest Editorial Cross-Layer Designs, Methodologies, and Systems to Enable Micro AI for On-Device Intelligence. IEEE J. Emerg. Sel. Topics Circuits Syst. 11 (4) (2021)
Gokul Krishnan, Sumit K. Mandal, Manvitha Pannala, Chaitali Chakrabarti, Jae-Sun Seo, Ümit Y. Ogras, Yu Cao
SIAM: Chiplet-based Scalable In-Memory Acceleration with Mesh for Deep Neural Networks. ACM Trans. Embed. Comput. Syst. 20 (5s) (2021)
Minkyu Kim, Jae-Sun Seo
An Energy-Efficient Deep Convolutional Neural Network Accelerator Featuring Conditional Computing and Low External Memory Access. IEEE J. Solid State Circuits 56 (3) (2021)
Yufei Ma, Yu Cao, Sarma B. K. Vrudhula, Jae-Sun Seo
Performance Modeling for CNN Inference Accelerators on FPGA. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 39 (4) (2020)
Shreyas K. Venkataramanaiah, Han-Sok Suh, Shihui Yin, Eriko Nurvitadhi, Aravind Dasu, Yu Cao, Jae-Sun Seo
FPGA-based Low-Batch Training Accelerator for Modern CNNs Featuring High Bandwidth Memory. ICCAD (2020)
Yandong Luo, Xiaochen Peng, Ryan Hatcher, Titash Rakshit, Jorge Kittl, Mark S. Rodder, Jae-Sun Seo, Shimeng Yu
A Variation Robust Inference Engine Based on STT-MRAM with Parallel Read-Out. ISCAS (2020)
Shreyas K. Venkataramanaiah, Shihui Yin, Yu Cao, Jae-Sun Seo
Deep Neural Network Training Accelerator Designs in ASIC and FPGA. ISOCC (2020)
Minkyu Kim, Jae-Sun Seo
Deep Convolutional Neural Network Accelerator Featuring Conditional Computing and Low External Memory Access. CICC (2020)
Yufei Ma, Yu Cao, Sarma B. K. Vrudhula, Jae-Sun Seo
Automatic Compilation of Diverse CNNs Onto High-Performance FPGA Accelerators. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 39 (2) (2020)
Shihui Yin, Zhewei Jiang, Jae-Sun Seo, Mingoo Seok
XNOR-SRAM: In-Memory Computing SRAM Macro for Binary/Ternary Deep Neural Networks. IEEE J. Solid State Circuits 55 (6) (2020)
Sumit K. Mandal, Gokul Krishnan, Chaitali Chakrabarti, Jae-Sun Seo, Yu Cao, Ümit Y. Ogras
A Latency-Optimized Reconfigurable NoC for In-Memory Acceleration of DNNs. IEEE J. Emerg. Sel. Topics Circuits Syst. 10 (3) (2020)
Shihui Yin, Zhewei Jiang, Minkyu Kim, Tushar Gupta, Mingoo Seok, Jae-Sun Seo
Vesti: Energy-Efficient In-Memory Computing Accelerator for Deep Neural Networks. IEEE Trans. Very Large Scale Integr. Syst. 28 (1) (2020)
Zhewei Jiang, Shihui Yin, Jae-Sun Seo, Mingoo Seok
C3SRAM: An In-Memory-Computing SRAM Macro Based on Robust Capacitive Coupling Computing Mechanism. IEEE J. Solid State Circuits 55 (7) (2020)
Shruti R. Kulkarni, Deepak Vinayak Kadetotad, Shihui Yin, Jae-Sun Seo, Bipin Rajendran
Neuromorphic Hardware Accelerator for SNN Inference based on STT-RAM Crossbar Arrays. ICECS (2019)
Sai Kiran Cherupally, Shihui Yin, Deepak Kadetotad, Chisung Bae, Sang Joon Kim, Jae-Sun Seo
A Smart Hardware Security Engine Combining Entropy Sources of ECG, HRV and SRAM PUF for Authentication and Secret Key Generation. A-SSCC (2019)
Deepak Kadetotad, Visar Berisha, Chaitali Chakrabarti, Jae-Sun Seo
A 8.93-TOPS/W LSTM Recurrent Neural Network Accelerator Featuring Hierarchical Coarse-Grain Sparsity With All Parameters Stored On-Chip. ESSCIRC (2019)
Zhewei Jiang, Shihui Yin, Jae-Sun Seo, Mingoo Seok
C3SRAM: In-Memory-Computing SRAM Macro Based on Capacitive-Coupling Computing. ESSCIRC (2019)
Jae-Sun Seo, Yu Cao, Xin Li, Paul N. Whatmough
Guest Editors' Introduction: Hardware and Algorithms for Energy-Constrained On-Chip Machine Learning (Part 2). ACM J. Emerg. Technol. Comput. Syst. 15 (4) (2019)