Maciej Szankin

According to our database, Maciej Szankin authored at least 22 papers between 2018 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

LLaMA-NAS: Efficient Neural Architecture Search for Large Language Models.

Anthony Sarah, Sharath Nittur Sridhar, Maciej Szankin, Sairam Sundaresan

CoRR, 2024

Sensi-Bert: Towards Sensitivity Driven Fine-Tuning for Parameter-Efficient Language Model.

Souvik Kundu, Sharath Nittur Sridhar, Maciej Szankin, Sairam Sundaresan

Proceedings of the IEEE International Conference on Acoustics, 2024

2023

Thermal Image Processing for Respiratory Estimation from Cubical Data with Expandable Depth.

Maciej Szankin, Alicja Kwasniewska, Jacek Ruminski

J. Imaging, 2023

SimQ-NAS: Simultaneous Quantization Policy and Neural Architecture Search.

Sharath Nittur Sridhar, Maciej Szankin, Fang Chen, Sairam Sundaresan, Anthony Sarah

CoRR, 2023

Sensi-BERT: Towards Sensitivity Driven Fine-Tuning for Parameter-Efficient BERT.

Souvik Kundu, Sharath Nittur Sridhar, Maciej Szankin, Sairam Sundaresan

CoRR, 2023

InstaTune: Instantaneous Neural Architecture Search During Fine-Tuning.

Sharath Nittur Sridhar, Souvik Kundu, Sairam Sundaresan, Maciej Szankin, Anthony Sarah

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

2022

A Hardware-Aware Framework for Accelerating Neural Architecture Search Across Modalities.

Daniel Cummings, Anthony Sarah, Sharath Nittur Sridhar, Maciej Szankin, Juan Pablo Muñoz, Sairam Sundaresan

CoRR, 2022

A Hardware-Aware System for Accelerating Deep Neural Network Optimization.

Anthony Sarah, Daniel Cummings, Sharath Nittur Sridhar, Sairam Sundaresan, Maciej Szankin, Tristan Webb, J. Pablo Munoz

CoRR, 2022

Accelerating neural architecture exploration across modalities using genetic algorithms.

Daniel Cummings, Sharath Nittur Sridhar, Anthony Sarah, Maciej Szankin

Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Companion Volume, Boston, Massachusetts, USA, July 9, 2022

2021

Fully Automated AI-powered Contactless Cough Detection based on Pixel Value Dynamics Occurring within Facial Regions.

Maciej Szankin, Alicja Kwasniewska, Natalia Glowacka, Jacek Ruminski, Rey Nicolas, David Gamba

Proceedings of the 14th International Conference on Human System Interaction, 2021

Improving Accuracy of Respiratory Rate Estimation by Restoring High Resolution Features With Transformers and Recursive Convolutional Models.

Alicja Kwasniewska, Maciej Szankin, Jacek Ruminski, Anthony Sarah, David Gamba

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2021

2020

Super-resolved thermal imagery for high-accuracy facial areas detection and analysis.

Alicja Kwasniewska, Jacek Ruminski, Maciej Szankin, Mariusz Kaczmarek

Eng. Appl. Artif. Intell., 2020

2019

Deep Learning Optimization for Edge Devices: Analysis of Training Quantization Parameters.

Alicja Kwasniewska, Maciej Szankin, Mateusz Ozga, Jason Wolfe, Arun Das, Adam Zajac, Jacek Ruminski, Paul Rad

Proceedings of the IECON 2019, 2019

Influence of Thermal Imagery Resolution on Accuracy of Deep Learning based Face Recognition.

Maciej Szankin, Alicja Kwasniewska, Jacek Ruminski

Proceedings of the 12th International Conference on Human System Interaction, 2019

Evaluation of Facial Pulse Signals using Deep Neural Net Models.

Jacek Ruminski, Alicja Kwasniewska, Maciej Szankin, Tomasz Kocejko, Magdalena Mazur-Milecka

Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

Evaluating Accuracy of Respiratory Rate Estimation from Super Resolved Thermal Imagery.

Alicja Kwasniewska, Maciej Szankin, Jacek Ruminski, Mariusz Kaczmarek

Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

2018

Road Condition Evaluation Using Fusion of Multiple Deep Models on Always-On Vision Processor.

Maciej Szankin, Alicja Kwasniewska, Jacek Ruminski, Rey Nicolas

Proceedings of the IECON 2018, 2018

Speaker Recognition Using Convolutional Neural Network with Minimal Training Data for Smart Home Solutions.

Mingshan Wang, Tejaswini Sirlapu, Alicja Kwasniewska, Maciej Szankin, Marko Bartscherer, Rey Nicolas

Proceedings of the 11th International Conference on Human System Interaction, 2018

Optical Sensor Based Gestures Inference Using Recurrent Neural Network in Mobile Conditions.

Krzysztof Czuszynski, Alicja Kwasniewska, Maciej Szankin, Jacek Ruminski

Proceedings of the 11th International Conference on Human System Interaction, 2018

Long Distance Vital Signs Monitoring with Person Identification for Smart Home Solutions.

Maciej Szankin, Alicja Kwasniewska, Tejaswini Sirlapu, Mingshan Wang, Jacek Ruminski, Rey Nicolas, Marko Bartscherer

Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

Remote Estimation of Video-Based Vital Signs in Emotion Invocation Studies.

Alicja Kwasniewska, Jacek Ruminski, Maciej Szankin, Krzysztof Czuszynski

Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

Pose-Invariant Face Detection by Replacing Deep Neurons with Capsules for Thermal Imagery in Telemedicine.

Alicja Kwasniewska, Jacek Ruminski, Maciej Szankin, Krzysztof Czuszynski

Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018