Maximum Distance-based PCA Approximation for Hyperspectral Image Analysis and Visualization. - Alina Machidon; Radu-Mihai Coliban; Octavian Machidon; Mihai Ivanovici (TSP, 2018)

On Parallelizing Geometrical PCA Approximation. - Alina L. Machidon; Catalin Bogdan Ciobanu; Octavian Mihai Machidon; Petre Lucian Ogrutan (RoEduNet, 2019)

Face Recognition Using Eigenfaces, Geometrical PCA Approximation and Neural Networks. - Alina L. Machidon; Octavian Mihai Machidon; Petre L. Ogrutan (TSP, 2019)

SAR Data Fusion Using Nonlinear Principal Component Analysis. - Luca Fasano; Daniele Latini; Alina Machidon; Chiara Clementini; Giovanni Schiavon; Fabio Del Frate (IEEE Geosci. Remote. Sens. Lett., 2020)

Geometrical Approximated Principal Component Analysis for Hyperspectral Image Analysis. - Alina L. Machidon; Fabio Del Frate; Matteo Picchiani; Octavian Mihai Machidon; Petre L. Ogrutan (Remote. Sens., 2020)

Accelerating a Geometrical Approximated PCA Algorithm Using AVX2 and CUDA. - Alina L. Machidon; Octavian Mihai Machidon; Catalin Bogdan Ciobanu; Petre L. Ogrutan (Remote. Sens., 2020)

Deep Learning Techniques for Compressive Sensing-Based Reconstruction and Inference - A Ubiquitous Systems Perspective. - Alina L. Machidon; Veljko Pejovic (CoRR, 2021)

Enabling resource-efficient edge intelligence with compressive sensing-based deep learning. - Alina Machidon; Veljko Pejovic (CF, 2022)

AgriAdapt: Towards Resource-Efficient UAV Weed Detection using Adaptable Deep Learning. - Octavian Mihai Machidon; Andraz Krasovec; Alina L. Machidon; Veljko Pejovic; Daniele Latini; Sarathchandrakumar Thottuchirayil Sasidharan; Fabio Del Frate (NET4us@MobiCom, 2023)

Deep learning for compressive sensing: a ubiquitous systems perspective. - Alina L. Machidon; Veljko Pejovic (Artif. Intell. Rev., 2023)

Context-Based Adaptation of Neural Network Compression for Unmanned Aerial Vehicle (UAV) Weed Detection. - Ioana C. Igret; Alina L. Machidon; Octavian Mihai Machidon (ICCP, 2024)

Adaptive data-driven subsampling for efficient neural network inference. - Alina L. Machidon; Veljko Pejovic (Signal Image Video Process., 2024)

SqueezeSlimU-Net: An Adaptive and Efficient Segmentation Architecture for Real-Time UAV Weed Detection. - Alina L. Machidon; Andraz Krasovec; Veljko Pejovic; Octavian Mihai Machidon (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025)

Correction: Adaptive data-driven subsampling for efficient neural network inference. - Alina L. Machidon; Veljko Pejovic (Signal Image Video Process., 2025)

Integrating control-theoretic predictive deep learning for resource-efficient computing systems. - Alina L. Machidon; Veljko Pejovic (J. Intell. Inf. Syst., 2025)

Comparing OCR Pipelines for Folkloristic Text Digitization. - Octavian Mihai Machidon; Alina L. Machidon (CoRR, 2025)