An automated approach for improving the inference latency and energy efficiency of pretrained CNNs by removing irrelevant pixels with focused convolutions.
Proceedings of the 29th Asia and South Pacific Design Automation Conference, 2024
Tree-Based Unidirectional Neural Networks for Low-Power Computer Vision.
IEEE Des. Test, June, 2023
An automated approach for improving the inference latency and energy efficiency of pretrained CNNs by removing irrelevant pixels with focused convolutions.
CoRR, 2023
Why Accuracy is Not Enough: The Need for Consistency in Object Detection.
IEEE Multim., 2022
Restructurable Activation Networks.
CoRR, 2022
Directed Acyclic Graph-based Neural Networks for Tunable Low-Power Computer Vision.
Proceedings of the ISLPED '22: ACM/IEEE International Symposium on Low Power Electronics and Design, Boston, MA, USA, August 1, 2022
Efficient Computer Vision on Edge Devices with Pipeline-Parallel Hierarchical Neural Networks.
Proceedings of the 27th Asia and South Pacific Design Automation Conference, 2022
Irrelevant Pixels are Everywhere: Find and Exclude Them for More Efficient Computer Vision.
Proceedings of the 4th IEEE International Conference on Artificial Intelligence Circuits and Systems, 2022
Modular Neural Networks for Low-Power Image Classification on Embedded Devices.
ACM Trans. Design Autom. Electr. Syst., 2021
A replication of 'DeepBugs: a learning approach to name-based bug detection'.
Proceedings of the ESEC/FSE '21: 29th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering, 2021
Low-Power Multi-Camera Object Re-Identification using Hierarchical Neural Networks.
Proceedings of the IEEE/ACM International Symposium on Low Power Electronics and Design, 2021
A Survey of Methods for Low-Power Deep Learning and Computer Vision.
Proceedings of the 6th IEEE World Forum on Internet of Things, 2020
Low-power object counting with hierarchical neural networks.
Proceedings of the ISLPED '20: ACM/IEEE International Symposium on Low Power Electronics and Design, 2020
Camera Placement Meeting Restrictions of Computer Vision.
Proceedings of the IEEE International Conference on Image Processing, 2020
Large-Scale Object Detection of Images from Network Cameras in Variable Ambient Lighting Conditions.
Proceedings of the 2nd IEEE Conference on Multimedia Information Processing and Retrieval, 2019