Partha P. Maji

Most-cited papers

On the Reduction of Computational Complexity of Deep Convolutional Neural Networks
Partha P. Maji, Robert D. Mullins
2018Entropy71 citations Open access
Semantic Scholar
Efficient Winograd or Cook-Toom Convolution Kernel Implementation on Widely Used Mobile CPUs
Partha P. Maji, Andrew Mundy, Ganesh S. Dasika, Jesse G. Beu +2 more
20192019 2nd Workshop on Energy Efficient Machine Learning and Cognitive Computing for Embedded Applications (EMC2)28 citations Open access
Semantic Scholar
Stochastic-YOLO: Efficient Probabilistic Object Detection under Dataset Shifts
Tiago Azevedo, Re-Ne Jong, Partha P. Maji
2020arXiv.org21 citations
Semantic Scholar
Towards Efficient Point Cloud Graph Neural Networks Through Architectural Simplification
Shyam A. Tailor, Re-Ne Jong, Tiago Azevedo, Matthew Mattina +1 more
20212021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)17 citations Open access
Semantic Scholar
On the Effects of Quantisation on Model Uncertainty in Bayesian Neural Networks
Martin Ferianc, Partha P. Maji, Matthew Mattina, Miguel L. Rodrigues
2021Conference on Uncertainty in Artificial Intelligence14 citations
Semantic Scholar
Quarc: A High-Efficiency Network on-Chip Architecture
M. Moadeli, Partha P. Maji, W. Vanderbauwhede
2009International Conference on Advanced Information Networking and Applications12 citations
Semantic Scholar
Enabling ImageNet-Scale Deep Learning on MCUs for Accurate and Efficient Inference
Sulaiman Sadiq, Jonathon S. Hare, Simon Craske, Partha P. Maji +1 more
2024IEEE Internet of Things Journal9 citations Open access
Semantic Scholar
ADaPT: optimizing CNN inference on IoT and mobile devices using approximately separable 1-D kernels
Partha P. Maji, Daniel Bates, Alex Chadwick, Robert D. Mullins
2017International Conference on Internet of Things and Machine Learning9 citations
Semantic Scholar
Stochastic-Shield: A Probabilistic Approach Towards Training-Free Adversarial Defense in Quantized CNNs
Lorena Qendro, Sangwon Ha, Re-Ne Jong, Partha P. Maji
2021Proceedings of the 1st Workshop on Security and Privacy for Mobile AI8 citations Open access
Semantic Scholar
TinyOps: ImageNet Scale Deep Learning on Microcontrollers
Sulaiman Sadiq, Jonathon S. Hare, Partha P. Maji, Simon Craske +1 more
20222022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)6 citations
Semantic Scholar
1D-FALCON: Accelerating Deep Convolutional Neural Network Inference by Co-optimization of Models and Underlying Arithmetic Implementation
Partha P. Maji, Robert D. Mullins
2017International Conference on Artificial Neural Networks6 citations Open access
Semantic Scholar
Design and implementation of the Quarc Network on-Chip
M. Moadeli, Partha P. Maji, W. Vanderbauwhede
20092009 IEEE International Symposium on Parallel & Distributed Processing6 citations Open access
Semantic Scholar
On Efficient Uncertainty Estimation for Resource-Constrained Mobile Applications
J. Rock, Tiago Azevedo, Re-Ne Jong, Daniel Ruiz-Munoz +1 more
2021arXiv.org5 citations
Semantic Scholar
An Underexplored Dilemma between Confidence and Calibration in Quantized Neural Networks
Guoxuan Xia, Sangwon Ha, Tiago Azevedo, Partha P. Maji
2021arXiv.org5 citations
Semantic Scholar
The Next Memory Wall: Why Moving Data Will Define the Future of AI Inference
Partha P. Maji, Timothy Jones, Robert D. Mullins
2026Computer0 citations
Semantic Scholar
Availability Attacks on Graph Neural Networks
Shyam A. Tailor, Miguel Tairum-Cruz, Tiago Azevedo, N. Lane +1 more
20220 citations
Semantic Scholar
Model-architecture co-design of deep neural networks for embedded systems
Partha P. Maji
20200 citations
Semantic Scholar