Abhinav Goel, PhD Optimizing the latest deep learning systems.

About

With a strong background in programming, I use my knowledge in computer engineering to find novel techniques to make the latest AI algorithms more efficient.

Publications

Directed Acyclic Graph-based Neural Networks for Tunable Low-Power Computer Vision

A Goel, C Tung, N Eliopoulos, X Hu, GK Thiruvathukal, JC Davis, and YH Lu

2022 ACM/IEEE International Symposium on Low Power Electronics and Design (Accepted)


Efficient Computer Vision on Edge Devices with Pipeline-Parallel Hierarchical Neural Networks

A Goel, C Tung, X Hu, GK Thiruvathukal, JC Davis, and YH Lu

2022 27th Asia and South Pacific Design Automation Conference (Accepted)


Irrelevant Pixels are Everywhere; Find and Exclude Them for More Efficient Computer Vision

C Tung, A Goel, X Hu, GK Thiruvathukal, V Chaudhary, and YH Lu

2022 IEEE International Conference on Artificial Intelligence Circuits and Systems (Accepted)


Why Accuracy Is Not Enough; The Need for Consistency in Object Detection

C Tung, A Goel, F Bordwell, N Eliopoulos, X Hu, GK Thiruvathukal, and YH Lu

2022 IEEE Multimedia (Accepted)


Observing Human Mobility Worldwide during COVID-19

S Allcroft, M Metwaly, Z Berg, I Ghodgaonkar, F Bordwell, X Zhao, X Liu, S Chakraborty, V Banna, A Chinnakotla, A Goel, C Tung, G Kao, W Zakharov, D Shoham, GK Thiruvathukal, and YH Lu

2022 IEEE Computer (Accepted)


Establishing Trust in Vehicle-to-Vehicle Coordination - A Sensor Fusion Approach

J Veselsky, J West, I Ahlgren, A Goel, W Jiang, K Lee, Y Kim, JC Davis, GK Thiruvathukal and N Klingensmith

2022 Data-Driven and Intelligent Cyber-Physical Systems for Smart Cities (Accepted)


Dynamic Adjustment of Concurrent Neural Networks within Limited Power Thermal Constraints in Autonomous Driving

HJ Park, A Goel

2021 20th IEEE International Conference On Machine Learning And Applications

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Low-Power Multi-Camera Object Re-Identification using Hierarchical Neural Networks

A Goel, C Tung, X Hu, H Wang, JC Davis, GK Thiruvathukal and YH Lu

2021 ACM/IEEE International Symposium on Low Power Electronics and Design

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Modular Neural Networks for Low-Power Image Classification on Embedded Devices

A Goel, C Tung, S Aghajanzadeh, SH Chen, GK Thiruvathukal, YH Lu

2020 ACM Transactions on Design Automation of Electronic Systems

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Analyzing Worldwide Social Distancing through Large-Scale Computer Vision

I Ghodgaonkar, S Chakraborty, V Banna, S Allcroft, M Metwaly, F Bordwell, K Kimura, X Zhao, A Goel, C Tung, A Chinnakotla, M Xue, YH Lu, MD Ward, W Zakharov, DS Ebert, DM Barbarash, GK Thiruvathukal

2020 arXiv preprint

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Low-Power Object Counting with Hierarchical Neural Networks

A Goel, C Tung, S Aghajanzadeh, I Ghodgaonkar, S Ghosh, GK Thiruvathukal, YH Lu

2020 ACM/IEEE International Symposium on Low Power Electronics and Design

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Camera Placement Meeting Restrictions of Computer Vision

S Aghajanzadeh, R Naidu, SH Chen, C Tung, A Goel, YH Lu, GK Thiruvathukal

2020 IEEE International Conference on Image Processing

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Observing Responses to the COVID-19 Pandemic using Worldwide Network Cameras

I Ghodgaonkar, A Goel, F Bordwell, C Tung, S Aghajanzadeh, N Curran, R Chen, K Yu, S Mahapatra, V Banna, G Kao, K Lee, X Hu, N Eliopolous, A Chinnakotla, D Rijhwani, A Kim, A Chakraborty, MD Ward, YH Lu, GK Thiruvathukal

2020 arXiv preprint

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A Survey of Methods for Low-Power Deep Learning and Computer Vision

A Goel, C Tung, YH Lu, GK Thiruvathukal

2020 IEEE World Forum on Internet of Things

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Low-Power Computer Vision; Status, Challenges, Opportunities

S Alyamkin, M Ardi, A Brighton, A C Berg, B Chen, Y Chen, HP Cheng, Z Fan, C Feng, B Fu, K Gauen, J Go, A Goel, A Goncharenko, X Guo, S Ha, A Howard, X Hu, Y Huang, D Kang, J Kim, A Kondratyev, J Lee, S Lee, S Lee, Z Li, Z Liang, J Liu, Z Liu, Y Lu, YH Lu, D Malik, HH Nguyen, E Park, D Repin, L Shen, T Sheng, F Sun, D Svitov, GK Thiruvathukal, B Zhang, J Zhang, X Zhang, S Zhuo

2019 IEEE Journal on Emerging and Selected Topics in Circuits and Systems

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CompactNet - High Accuracy Deep Neural Network Optimized for On-Chip Implementation

A Goel, Z Liu, R Blanton

2018 IEEE International Conference on Big Data

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Robustness of the Counting Rule for Distributed Detection in Wireless Sensor Networks

A Goel, A Patel, KG Nagananda, PK Varshney

2018 IEEE Signal Processing Letters

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Visual Positioning System for Automated Indoor/Outdoor Navigation

A Satya, A Goel, S Padmanabhan

2017 IEEE TENCON

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Bio

Jun 22 - Senior Deep Learning Architect @ NVIDIA
Aug 18 - May 22 Graduate Research Assistant @ Purdue University
May 21 - Aug 21 Machine Learning Performance Intern @ Qualcomm
Jun 20 - Aug 20 Machine Learning Performance Intern @ Qualcomm
Aug 19 - Dec 19 Graduate Teaching Assistant @ Purdue University
Jan 18 - May 18 Undergraduate Research Intern @ Syracuse University
May 17 - Aug 17 Summer Research Intern @ Carnegie Mellon University

Education

2018 - 2022 Doctor of Philosophy @ Purdue University
2014 - 2018 Bachelor of Technology @ PES University