Emotion Recognition System from Speech and Visual Information based on Convolutional Neural Networks. - Nicolae-Catalin Ristea; Liviu-Cristian Dutu; Anamaria Radoi (SpeD, 2019)

Programmable Systems for Intelligence in Automobiles (PRYSTINE): Technical Progress after Year 2. - Norbert Druml; Björn Debaillie; Andrei Anghel; Nicolae-Catalin Ristea; Jonas Fuchs; Anand Dubey; Torsten Reißland; Maike Hartstem; Viktor Rack; Anna Ryabokon; Kaspars Ozols; Rihards Novickis; et al. (DSD, 2020)

Are you Wearing a Mask? Improving Mask Detection from Speech Using Augmentation by Cycle-Consistent GANs. - Nicolae-Catalin Ristea; Radu Tudor Ionescu (INTERSPEECH, 2020)

Temporal aggregation of audio-visual modalities for emotion recognition. - Andreea Birhala; Catalin Nicolae Ristea; Anamaria Radoi; Liviu-Cristian Dutu (TSP, 2020)

Fully Convolutional Neural Networks for Automotive Radar Interference Mitigation. - Nicolae-Catalin Ristea; Andrei Anghel; Radu Tudor Ionescu (VTC Fall, 2020)

Non-linear Neurons with Human-like Apical Dendrite Activations. - Mariana-Iuliana Georgescu; Radu Tudor Ionescu; Nicolae-Catalin Ristea; Nicu Sebe (CoRR, 2020)

Automotive Radar Interference Mitigation With Unfolded Robust PCA Based on Residual Overcomplete Auto-Encoder Blocks. - Nicolae-Catalin Ristea; Andrei Anghel; Radu Tudor Ionescu; Yonina C. Eldar (CVPR Workshops, 2021)

Programmable Systems for Intelligence in Automobiles (PRYSTINE): Final results after Year 3. - Norbert Druml; Anna Ryabokon; Rupert Schorn; Jochen Koszescha; Kaspars Ozols; Aleksandrs Levinskis; Rihards Novickis; Ethiopia Nigussie; Jouni Isoaho; Selim Solmaz; Georg Stettinger; Sergio E. Diaz; et al. (DSD, 2021)

Self-Paced Ensemble Learning for Speech and Audio Classification. - Nicolae-Catalin Ristea; Radu Tudor Ionescu (Interspeech, 2021)

An End-To-End Emotion Recognition Framework Based on Temporal Aggregation of Multimodal Information. - Anamaria Radoi; Andreea Birhala; Nicolae-Catalin Ristea; Liviu-Cristian Dutu (IEEE Access, 2021)

Estimating the Magnitude and Phase of Automotive Radar Signals Under Multiple Interference Sources With Fully Convolutional Networks. - Nicolae-Catalin Ristea; Andrei Anghel; Radu Tudor Ionescu (IEEE Access, 2021)

CyTran: Cycle-Consistent Transformers for Non-Contrast to Contrast CT Translation. - Nicolae-Catalin Ristea; Andreea-Iuliana Miron; Olivian Savencu; Mariana-Iuliana Georgescu; Nicolae Verga; Fahad Shahbaz Khan; Radu Tudor Ionescu (CoRR, 2021)

Self-Supervised Predictive Convolutional Attentive Block for Anomaly Detection. - Nicolae-Catalin Ristea; Neelu Madan; Radu Tudor Ionescu; Kamal Nasrollahi; Fahad Shahbaz Khan; Thomas B. Moeslund; Mubarak Shah (CVPR, 2022)

Convolutional Transformersl for Aerial Image Classification: a General to Specific Learning Curve. - Antonio Chirtu; Nicolae-Catalin Ristea; Anamaria Radoi (IGARSS, 2022)

Guided Deep Learning by Subaperture Decomposition: Ocean Patterns from SAR Imagery. - Nicolae-Catalin Ristea; Andrei Anghel; Mihai Datcu; Bertrand Chapron (IGARSS, 2022)

SepTr: Separable Transformer for Audio Spectrogram Processing. - Nicolae-Catalin Ristea; Radu Tudor Ionescu; Fahad Shahbaz Khan (INTERSPEECH, 2022)

LeRaC: Learning Rate Curriculum. - Florinel-Alin Croitoru; Nicolae-Catalin Ristea; Radu Tudor Ionescu; Nicu Sebe (CoRR, 2022)

Deep model with built-in self-attention alignment for acoustic echo cancellation. - Evgenii Indenbom; Nicolae-Catalin Ristea; Ando Saabas; Tanel Pärnamaa; Jegor Guzvin (CoRR, 2022)

Lightning Fast Video Anomaly Detection via Adversarial Knowledge Distillation. - Nicolae-Catalin Ristea; Florinel-Alin Croitoru; Dana Dascalescu; Radu Tudor Ionescu; Fahad Shahbaz Khan; Mubarak Shah (CoRR, 2022)

Complex Neural Networks for Estimating Epicentral Distance, Depth, and Magnitude of Seismic Waves. - Nicolae-Catalin Ristea; Anamaria Radoi (IEEE Geosci. Remote. Sens. Lett., 2022)

Sea Ice Segmentation from SAR Data by Convolutional Transformer Networks. - Nicolae-Catalin Ristea; Andrei Anghel; Mihai Datcu (IGARSS, 2023)

DeepVQE: Real Time Deep Voice Quality Enhancement for Joint Acoustic Echo Cancellation, Noise Suppression and Dereverberation. - Nicolae-Catalin Ristea; Evgenii Indenbom; Ando Saabas; Tanel Pärnamaa; Jegor Guzvin; Ross Cutler (INTERSPEECH, 2023)

Cascaded Cross-Modal Transformer for Request and Complaint Detection. - Nicolae-Catalin Ristea; Radu Tudor Ionescu (ACM Multimedia, 2023)

Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution. - Mariana-Iuliana Georgescu; Radu Tudor Ionescu; Andreea-Iuliana Miron; Olivian Savencu; Nicolae-Catalin Ristea; Nicolae Verga; Fahad Shahbaz Khan (WACV, 2023)

RoDia: A New Dataset for Romanian Dialect Identification from Speech. - Codrut Rotaru; Nicolae-Catalin Ristea; Radu Tudor Ionescu (CoRR, 2023)

ICASSP 2023 Acoustic Echo Cancellation Challenge. - Ross Cutler; Ando Saabas; Tanel Pärnamaa; Marju Purin; Evgenii Indenbom; Nicolae-Catalin Ristea; Jegor Guzvin; Hannes Gamper; Sebastian Braun; Robert Aichner (CoRR, 2023)

Guided Unsupervised Learning by Subaperture Decomposition for Ocean SAR Image Retrieval. - Nicolae-Catalin Ristea; Andrei Anghel; Mihai Datcu; Bertrand Chapron (IEEE Trans. Geosci. Remote. Sens., 2023)

CyTran: A cycle-consistent transformer with multi-level consistency for non-contrast to contrast CT translation. - Nicolae-Catalin Ristea; Andreea-Iuliana Miron; Olivian Savencu; Mariana-Iuliana Georgescu; Nicolae Verga; Fahad Shahbaz Khan; Radu Tudor Ionescu (Neurocomputing, 2023)

Nonlinear neurons with human-like apical dendrite activations. - Mariana-Iuliana Georgescu; Radu Tudor Ionescu; Nicolae-Catalin Ristea; Nicu Sebe (Appl. Intell., 2023)

Self-Distilled Masked Auto-Encoders are Efficient Video Anomaly Detectors. - Nicolae-Catalin Ristea; Florinel-Alin Croitoru; Radu Tudor Ionescu; Marius Popescu; Fahad Shahbaz Khan; Mubarak Shah (CVPR, 2024)

Multi-Dimensional Speech Quality Assessment in Crowdsourcing. - Babak Naderi; Ross Cutler; Nicolae-Catalin Ristea (ICASSP, 2024)

ICASSP 2024 Speech Signal Improvement Challenge. - Nicolae-Catalin Ristea; Ando Saabas; Ross Cutler; Babak Naderi; Sebastian Braun; Solomiya Branets (ICASSP Workshops, 2024)

Multi-Head Transposed Attention Transformer for Sea Ice Segmentation in Sar Imagery. - Nicolae-Catalin Ristea; Andrei Anghel; Alexis Mouche; Frédéric Nouguier; Antoine Grouazel; Mihai Datcu (IGARSS, 2024)

RoDia: A New Dataset for Romanian Dialect Identification from Speech. - Rotaru Codrut; Nicolae-Catalin Ristea; Radu Tudor Ionescu (NAACL-HLT (Findings), 2024)

CL-MAE: Curriculum-Learned Masked Autoencoders. - Neelu Madan; Nicolae-Catalin Ristea; Kamal Nasrollahi; Thomas B. Moeslund; Radu Tudor Ionescu (WACV, 2024)

Deepfake Media Generation and Detection in the Generative AI Era: A Survey and Outlook. - Florinel-Alin Croitoru; Andrei Iulian Hîji; Vlad Hondru; Nicolae-Catalin Ristea; Paul Irofti; Marius Popescu; Cristian Rusu; Radu Tudor Ionescu; Fahad Shahbaz Khan; Mubarak Shah (CoRR, 2024)

Lightning fast video anomaly detection via multi-scale adversarial distillation. - Florinel-Alin Croitoru; Nicolae-Catalin Ristea; Dana Dascalescu; Radu Tudor Ionescu; Fahad Shahbaz Khan; Mubarak Shah (Comput. Vis. Image Underst., 2024)

Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection. - Neelu Madan; Nicolae-Catalin Ristea; Radu Tudor Ionescu; Kamal Nasrollahi; Fahad Shahbaz Khan; Thomas B. Moeslund; Mubarak Shah (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Cascaded cross-modal transformer for audio-textual classification. - Nicolae-Catalin Ristea; Andrei Anghel; Radu Tudor Ionescu (Artif. Intell. Rev., 2024)

Learning Rate Curriculum. - Florinel-Alin Croitoru; Nicolae-Catalin Ristea; Radu Tudor Ionescu; Nicu Sebe (Int. J. Comput. Vis., 2025)

XMAD-Bench: Cross-Domain Multilingual Audio Deepfake Benchmark. - Ioan-Paul Ciobanu; Andrei Iulian Hîji; Nicolae-Catalin Ristea; Paul Irofti; Cristian Rusu; Radu Tudor Ionescu (CoRR, 2025)