Pose-Invariant Face Detection by Replacing Deep Neurons with Capsules for Thermal Imagery in Telemedicine. - Alicja Kwasniewska; Jacek Ruminski; Maciej Szankin; Krzysztof Czuszynski (EMBC, 2018)

Remote Estimation of Video-Based Vital Signs in Emotion Invocation Studies. - Alicja Kwasniewska; Jacek Ruminski; Maciej Szankin; Krzysztof Czuszynski (EMBC, 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 (EMBC, 2018)

Optical Sensor Based Gestures Inference Using Recurrent Neural Network in Mobile Conditions. - Krzysztof Czuszynski; Alicja Kwasniewska; Maciej Szankin; Jacek Ruminski (HSI, 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 (HSI, 2018)

Road Condition Evaluation Using Fusion of Multiple Deep Models on Always-On Vision Processor. - Maciej Szankin; Alicja Kwasniewska; Jacek Ruminski; Rey Nicolas (IECON, 2018)

Evaluating Accuracy of Respiratory Rate Estimation from Super Resolved Thermal Imagery. - Alicja Kwasniewska; Maciej Szankin; Jacek Ruminski; Mariusz Kaczmarek (EMBC, 2019)

Evaluation of Facial Pulse Signals using Deep Neural Net Models. - Jacek Ruminski; Alicja Kwasniewska; Maciej Szankin; Tomasz Kocejko; Magdalena Mazur-Milecka (EMBC, 2019)

Influence of Thermal Imagery Resolution on Accuracy of Deep Learning based Face Recognition. - Maciej Szankin; Alicja Kwasniewska; Jacek Ruminski (HSI, 2019)

Deep Learning Optimization for Edge Devices: Analysis of Training Quantization Parameters. - Alicja Kwasniewska; Maciej Szankin; Mateusz Ozga; Jason Wolfe; Arun Das 001; Adam Zajac; Jacek Ruminski; Paul Rad (IECON, 2019)

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)

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 (CVPR Workshops, 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 (HSI, 2021)

Accelerating neural architecture exploration across modalities using genetic algorithms. - Daniel Cummings; Sharath Nittur Sridhar; Anthony Sarah; Maciej Szankin (GECCO Companion, 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)

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)

InstaTune: Instantaneous Neural Architecture Search During Fine-Tuning. - Sharath Nittur Sridhar; Souvik Kundu 002; Sairam Sundaresan; Maciej Szankin; Anthony Sarah (ICCV (Workshops), 2023)

Sensi-BERT: Towards Sensitivity Driven Fine-Tuning for Parameter-Efficient BERT. - Souvik Kundu 002; Sharath Nittur Sridhar; Maciej Szankin; Sairam Sundaresan (CoRR, 2023)

SimQ-NAS: Simultaneous Quantization Policy and Neural Architecture Search. - Sharath Nittur Sridhar; Maciej Szankin; Fang Chen; Sairam Sundaresan; Anthony Sarah (CoRR, 2023)

Thermal Image Processing for Respiratory Estimation from Cubical Data with Expandable Depth. - Maciej Szankin; Alicja Kwasniewska; Jacek Ruminski (J. Imaging, 2023)

LLaMA-NAS: Efficient Neural Architecture Search for Large Language Models. - Anthony Sarah; Sharath Nittur Sridhar; Maciej Szankin; Sairam Sundaresan (ECCV Workshops (11), 2024)

Sensi-Bert: Towards Sensitivity Driven Fine-Tuning for Parameter-Efficient Language Model. - Souvik Kundu 002; Sharath Nittur Sridhar; Maciej Szankin; Sairam Sundaresan (ICASSP, 2024)

Seeing the Signs: A Survey of Edge-Deployable OCR Models for Billboard Visibility Analysis. - Maciej Szankin; Vidhyananth Venkatasamy; Lihang Ying (CoRR, 2025)