Publications

Minah Lee, Burhan A Mudassar, Taesik Na, Saibal Mukhopadhyay (2020). WarningNet: A Deep Learning Platform for Early Warning of Task Failures under Input Perturbation for Reliable Autonomous Platforms. 57th ACM/ESDA/IEEE Design Automation Conference (DAC).

Priyabrata Saha, Arslan Ali, Burhan Mudassar, Yun Long, Saibal Mukhopadhyay (2020). MagNet: Discovering Multi-agent Interaction Dynamics using Neural Network. IEEE International Conference on Robotics and Automation (ICRA).

Burhan A Mudassar, Saibal Mukhopadhyay (2019). Rethinking Convolutional Feature Extraction for Small Object Detection. British Machine Vision Conference (BMVC).

Taesik Na, Minah Lee, Burhan A Mudassar, Priyabrata Saha, Jong Hwan Ko, Saibal Mukhopadhyay (2019). Mixture of Pre-processing Experts Model for Noise Robust Deep Learning on Resource Constrained Platforms. International Joint Conference on Neural Networks (IJCNN).

Priyabrata Saha, Arslan Ali, Burhan Mudassar, Yun Long, Saibal Mukhopadhyay (2019). Learning Evolution of Coupled Dynamical Systems with Integrated Data-driven and Model-based Approach. NeurIPS Workshop on Machine Learning for Physical Sciences (ML4PS).

S Mukhopadhyay, Y Long, B Mudassar, CS Nair, BH DeProspo, HM Torun, M Kathaperumal, V Smet, D Kim, S Yalamanchili, others (2019). Heterogeneous integration for artificial intelligence: Challenges and opportunities. IBM Journal of Research and Development.

Burhan A Mudassar, Saibal Mukhopadhyay (2019). FocalNet - Foveal Attention for Post-processing DNN Outputs. International Joint Conference on Neural Networks (IJCNN).

Burhan Ahmad Mudassar, Priyabrata Saha, Yun Long, Mohammad Faisal Amir, Evan Gebhardt, Taesik Na, Jong Hwan Ko, Marilyn Wolf, Saibal Mukhopadhyay (2019). CAMEL: An Adaptive Camera with Embedded Machine Learning Based Sensor Parameter Control. IEEE Journal on Emerging and Selected Topics in Circuits and Systems.

Minah Lee, Burhan A Mudassar, Taesik Na, Saibal Mukhopadhyay (2019). A Spatiotemporal Pre-processing Network for Activity Recognition Under Rain. British Machine Vision Conference (BMVC).

Yun Long, Daehyun Kim, Edward Lee, Priyabrata Saha, Burhan Ahmad Mudassar, Xueyuan She, Asif Islam Khan, Saibal Mukhopadhyay (2019). A Ferroelectric FET based Processing-in-Memory Architecture for DNN Acceleration. IEEE Journal on Exploratory Solid-State Computational Devices and Circuits.

Burhan A Mudassar, Priyabrata Saha, Yun Long, Mohammed F Amir, Taesik Na, Jong Hwan Ko, Marilyn Wolf, Saibal Mukhopadhyay (2019). A Camera with Brain - Embedding Machine Learning in 3D Sensors. Proceedings of the Conference on Design, Automation & Test in Europe (DATE).

Saibal Mukhopodhyay, Marilyn Wolf, Mohammed F Amir, Evan Gebahrdt, Jong Hwan Ko, Jae Ha Kung, Burhan A Musassar (2018). The CAMEL approach to stacked sensor smart cameras. Proceedings of the Conference on Design, Automation & Test in Europe (DATE).

Ramyad Hadidi, Bahar Asgari, Jeffrey Young, Burhan Ahmad Mudassar, Kartikay Garg, Tushar Krishna, Hyesoon Kim (2018). Performance implications of NoCs on 3D-stacked memories: Insights from the hybrid memory cube. 2018 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS).

Burhan A Mudassar, Jong Hwan Ko, Saibal Mukhopadhyay (2018). Edge-cloud collaborative processing for intelligent internet of things: A case study on smart surveillance. 2018 55th ACM/ESDA/IEEE Design Automation Conference (DAC).

Burhan A Mudassar, Jong Hwan Ko, Saibal Mukhopadhyay (2018). An unsupervised anomalous event detection framework with class aware source separation. 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Priyabrata Saha, Burhan A Mudassar, Saibal Mukhopadhyay (2018). Adaptive Control of Camera Modality with Deep Neural Network-Based Feedback for Efficient Object Tracking. 2018 15th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS).

Jong Hwan Ko, Burhan Mudassar, Taesik Na, Saibal Mukhopadhyay (2017). Design of an energy-efficient accelerator for training of convolutional neural networks using frequency-domain computation. 2017 54th ACM/EDAC/IEEE Design Automation Conference (DAC).

Ramyad Hadidi, Bahar Asgari, Burhan Ahmad Mudassar, Saibal Mukhopadhyay, Sudhakar Yalamanchili, Hyesoon Kim (2017). Demystifying the characteristics of 3D-stacked memories: A case study for Hybrid Memory Cube. 2017 IEEE International Symposium on Workload Characterization (IISWC).

Jong Hwan Ko, Burhan Ahmad Mudassar, Saibal Mukhopadhyay (2015). An energy-efficient wireless video sensor node for moving object surveillance. IEEE Transactions on Multi-Scale Computing Systems.