Publications

This section contains publications published by ISI over the past several decades.

2024

Let's Roll: A Synthetic and Real Dataset for Pedestrian Detection Across Different Shutter Types

Yue Hu, Gourav Datta, Kira Beerel, Yao Liu, Peter Beerel
2024 IEEE Workshop on Signal Processing Systems (SiPS), 113-118,  2024

FireLoc: Low-latency Multi-modal Wildfire Geolocation

Xiao Fu, Yue Hu, Prashanth Sutrave, Peter A Beerel, Barath Raghavan
Proceedings of the 22nd ACM Conference on Embedded Networked Sensor Systems …,  2024

Voltage-Controlled Magnetic Tunnel Junction based ADC-less Global Shutter Processing-in-Pixel for Extreme-Edge Intelligence

Md Abdullah-Al Kaiser, Gourav Datta, Jordan Athas, Christian Duffee, Ajey P Jacob, Pedram Khalili Amiri, Peter A Beerel, Akhilesh R Jaiswal
arXiv e-prints, arXiv: 2410.10592,  2024

Energy-Efficient & Real-Time Computer Vision with Intelligent Skipping via Reconfigurable CMOS Image Sensors

Md Abdullah-Al Kaiser, Sreetama Sarkar, Peter A Beerel, Akhilesh R Jaiswal, Gourav Datta
arXiv e-prints, arXiv: 2409.17341,  2024

MaskVD: Region Masking for Efficient Video Object Detection

Sreetama Sarkar, Gourav Datta, Souvik Kundu, Kai Zheng, Chirayata Bhattacharyya, Peter A Beerel
arXiv preprint arXiv:2407.12067,  2024

Toward High-Accuracy, Programmable Extreme-Edge Intelligence for Neuromorphic Vision Sensors utilizing Magnetic Domain Wall Motion-based MTJ

Md Abdullah-Al Kaiser, Gourav Datta, Peter A Beerel, Akhilesh R Jaiswal
Proceedings of the 61st ACM/IEEE Design Automation Conference, 1-6,  2024

Peripheral circuits for processing in-pixel

P Beerel, G Datta, AP Jacob, A Jaiswal, Z Yin
US Patent App. 18/545,859,  2024

Guest Editorial: Special Issue on Learning, Optimization, and Implementation for Circuits and Systems Driven by Artificial Intelligence

Yang Tang, Peter A Beerel, Jürgen Kurths, Guanrong Chen
IEEE Transactions on Circuits and Systems I: Regular Papers 71 (5), 1965-1968,  2024

Training Ultra-Low-Latency Spiking Neural Networks from Scratch

Gourav Datta, Zeyu Liu, Peter A Beerel
ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and …,  2024

Recent advances in scalable energy-efficient and trustworthy spiking neural networks: from algorithms to technology

Souvik Kundu, Rui-Jie Zhu, Akhilesh Jaiswal, Peter A Beerel
ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and …,  2024

Mitigate replication and copying in diffusion models with generalized caption and dual fusion enhancement

Chenghao Li, Dake Chen, Yuke Zhang, Peter A Beerel
ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and …,  2024

Challenges and Unexplored Frontiers in Electronic Design Automation for Superconducting Digital Logic

Sasan Razmkhah, Robert S Aviles, Mingye Li, Sandeep Gupta, Peter A Beerel, Massoud Pedram
2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-6,  2024

Block selective reprogramming for on-device training of vision transformers

Sreetama Sarkar, Souvik Kundu, Kai Zheng, Peter A Beerel
arXiv preprint arXiv:2405.10951,  2024

Aflora: Adaptive freezing of low rank adaptation in parameter efficient fine-tuning of large models

Zeyu Liu, Souvik Kundu, Anni Li, Junrui Wan, Lianghao Jiang, Peter Anthony Beerel
arXiv preprint arXiv:2403.13269,  2024

Programming memristor arrays with arbitrarily high precision for analog computing

Wenhao Song, Mingyi Rao, Yunning Li, Can Li, Ye Zhuo, Fuxi Cai, Mingche Wu, Wenbo Yin, Zongze Li, Qiang Wei, Sangsoo Lee, Hengfang Zhu, Lei Gong, Mark Barnell, Qing Wu, Peter A Beerel, Mike Shuo-Wei Chen, Ning Ge, Miao Hu, Qiangfei Xia, J Joshua Yang
Science 383 (6685), 903-910,  2024

Linearizing Models for Efficient yet Robust Private Inference

Sreetama Sarkar, Souvik Kundu, Peter A Beerel
arXiv preprint arXiv:2402.05521,  2024

Toward High Performance, Programmable Extreme-Edge Intelligence for Neuromorphic Vision Sensors utilizing Magnetic Domain Wall Motion-based MTJ

Md Abdullah-Al Kaiser, Gourav Datta, Peter A Beerel, Akhilesh R Jaiswal
arXiv e-prints, arXiv: 2402.15121,  2024

Lmuformer: low complexity yet powerful spiking model with legendre memory units

Zeyu Liu, Gourav Datta, Anni Li, Peter Anthony Beerel
arXiv preprint arXiv:2402.04882,  2024