Weakly Supervised Video Anomaly Detection Based on 3D Convolution and LSTM. - Zhen Ma; José J. M. Machado; João Manuel R. S. Tavares (Sensors, 2021)

Urban Safety: An Image-Processing and Deep-Learning-Based Intelligent Traffic Management and Control System. - Selim Reza; Hugo S. Oliveira; José J. M. Machado; João Manuel R. S. Tavares (Sensors, 2021)

Analysis of the Structure of the Road Networks: A Network Science Perspective. - Selim Reza; José J. M. Machado; João Manuel R. S. Tavares (ISAIM, 2022)

A multi-head attention-based transformer model for traffic flow forecasting with a comparative analysis to recurrent neural networks. - Selim Reza; Marta Campos Ferreira; José J. M. Machado; João Manuel R. S. Tavares (Expert Syst. Appl., 2022)

9-DOF IMU-Based Attitude and Heading Estimation Using an Extended Kalman Filter with Bias Consideration. - Sajjad Boorghan Farahan; José J. M. Machado; Fernando Gomes de Almeida; João Manuel R. S. Tavares (Sensors, 2022)

Binaural Acoustic Scene Classification Using Wavelet Scattering, Parallel Ensemble Classifiers and Nonlinear Fusion. - Vahid Hajihashemi; Abdorreza Alavi Gharahbagh; Pedro Miguel Cruz; Marta Campos Ferreira; José J. M. Machado; João Manuel R. S. Tavares (Sensors, 2022)

Classification of Heart Sounds Using Chaogram Transform and Deep Convolutional Neural Network Transfer Learning. - Ali Harimi; Yahya Majd; Abdorreza Alavi Gharahbagh; Vahid Hajihashemi; Zeynab Esmaileyan; José J. M. Machado; João Manuel R. S. Tavares (Sensors, 2022)

Convolutional Neural Networks and Heuristic Methods for Crowd Counting: A Systematic Review. - Khouloud Ben Ali Hassen; José J. M. Machado; João Manuel R. S. Tavares (Sensors, 2022)

Sound Classification and Processing of Urban Environments: A Systematic Literature Review. - Ana Filipa Rodrigues Nogueira; Hugo S. Oliveira; José J. M. Machado; João Manuel R. S. Tavares (Sensors, 2022)

Transformers for Urban Sound Classification - A Comprehensive Performance Evaluation. - Ana Filipa Rodrigues Nogueira; Hugo S. Oliveira; José J. M. Machado; João Manuel R. S. Tavares (Sensors, 2022)

Using Deep Neural Networks for Human Fall Detection Based on Pose Estimation. - Mohammadamin Salimi; José J. M. Machado; João Manuel R. S. Tavares (Sensors, 2022)

Camera Movement Cancellation in Video Using Phase Congruency and an FFT-Based Technique. - Abdorreza Alavi Gharahbagh; Vahid Hajihashemi; José J. M. Machado; João Manuel R. S. Tavares (WorldCIST (4), 2023)

Audio Event Detection Based on Cross Correlation in Selected Frequency Bands of Spectrogram. - Vahid Hajihashemi; Abdorreza Alavi Gharahbagh; José J. M. Machado; João Manuel R. S. Tavares (WorldCIST (4), 2023)

Deep Learning Approach for Human Action Recognition Using a Time Saliency Map Based on Motion Features Considering Camera Movement and Shot in Video Image Sequences. - Abdorreza Alavi Gharahbagh; Vahid Hajihashemi; José J. M. Machado; João Manuel R. S. Tavares (Inf., 2023)

A customized residual neural network and bi-directional gated recurrent unit-based automatic speech recognition model. - Selim Reza; Marta Campos Ferreira; José J. M. Machado; João Manuel R. S. Tavares (Expert Syst. Appl., 2023)

Road networks structure analysis: A preliminary network science-based approach. - Selim Reza; Marta Campos Ferreira; José J. M. Machado; João Manuel R. S. Tavares (Ann. Math. Artif. Intell., 2024)

A Hybrid Hierarchical Mathematical Heuristic Solution of Sparse Algebraic Equations in Sentiment Analysis. - Maryam Jalali; Morteza Zahedi; Abdorreza Alavi Gharahbagh; Vahid Hajihashemi; José J. M. Machado; João Manuel R. S. Tavares (Inf., 2024)

Hybrid time-spatial video saliency detection method to enhance human action recognition systems. - Abdorreza Alavi Gharahbagh; Vahid Hajihashemi; Marta Campos Ferreira; José J. M. Machado; João Manuel R. S. Tavares (Multim. Tools Appl., 2024)

3D Industrial Human Action Recognition Based on the Synergy Between Convolutional Neural Networks and Long Short-Term Memory. - Mohammadamin Salimi; Carla Sofia Ferreira Alves; André Cardoso; Estela Bicho; Luis Louro; Ana Colim; José J. M. Machado; João Manuel R. S. Tavares; Duarte Fernandes (ICARA, 2025)

Enhancing intelligent transportation systems with a more efficient model for long-term traffic predictions based on an attention mechanism and a residual temporal convolutional network. - Selim Reza; Marta Campos Ferreira; José J. M. Machado; João Manuel R. S. Tavares (Neural Networks, 2025)

A citywide TD-learning based intelligent traffic signal control for autonomous vehicles: Performance evaluation using SUMO. - Selim Reza; Marta Campos Ferreira; José J. M. Machado; João Manuel R. S. Tavares (Expert Syst. J. Knowl. Eng., 2025)

Novel sound event and sound activity detection framework based on intrinsic mode functions and deep learning. - Vahid Hajihashemi; Abdorreza Alavi Gharahbagh; José J. M. Machado; João Manuel R. S. Tavares (Multim. Tools Appl., 2025)