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)

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

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 (IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2024, Seattle, WA, USA, June 16-22, 2024, 2024)

ICASSP 2024 Speech Signal Improvement Challenge - Nicolae-Catalin Ristea; Ando Saabas; Ross Cutler; Babak Naderi; Sebastian Braun; Solomiya Branets (IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2024 - Workshops, Seoul, Republic of Korea, April 14-19, 2024, 2024)

Multi-Dimensional Speech Quality Assessment in Crowdsourcing - Babak Naderi; Ross Cutler; Nicolae-Catalin Ristea (IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2024, Seoul, Republic of Korea, April 14-19, 2024, 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 - 2024 IEEE International Geoscience and Remote Sensing Symposium, Athens, Greece, July 7-12, 2024, 2024)

RoDia: A New Dataset for Romanian Dialect Identification from Speech - Rotaru Codrut; Nicolae-Catalin Ristea; Radu Tudor Ionescu (Findings of the Association for Computational Linguistics: NAACL 2024, Mexico City, Mexico, June 16-21, 2024, 2024)

CL-MAE: Curriculum-Learned Masked Autoencoders - Neelu Madan; Nicolae-Catalin Ristea; Kamal Nasrollahi; Thomas B. Moeslund; Radu Tudor Ionescu (IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2024, Waikoloa, HI, USA, January 3-8, 2024, 2024)

Cascaded Cross-Modal Transformer for Audio-Textual Classification - Nicolae-Catalin Ristea; Andrei Anghel; Radu Tudor Ionescu (CoRR, 2024)

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

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

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)

Sea Ice Segmentation from SAR Data by Convolutional Transformer Networks - Nicolae-Catalin Ristea; Andrei Anghel; Mihai Datcu (IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2023, Pasadena, CA, USA, July 16-21, 2023, 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 (24th Annual Conference of the International Speech Communication Association, Interspeech 2023, Dublin, Ireland, August 20-24, 2023, 2023)

Cascaded Cross-Modal Transformer for Request and Complaint Detection - Nicolae-Catalin Ristea; Radu Tudor Ionescu (Proceedings of the 31st ACM International Conference on Multimedia, MM 2023, Ottawa, ON, Canada, 29 October 2023- 3 November 2023, 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 (IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2023, Waikoloa, HI, USA, January 2-7, 2023, 2023)

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

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

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

CL-MAE: Curriculum-Learned Masked Autoencoders - Neelu Madan; Nicolae-Catalin Ristea; Kamal Nasrollahi; Thomas B. Moeslund; Radu Tudor Ionescu (CoRR, 2023)

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

Multi-dimensional Speech Quality Assessment in Crowdsourcing - Babak Naderi; Ross Cutler; Nicolae-Catalin Ristea (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)

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

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 (IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2022, New Orleans, LA, USA, June 18-24, 2022, 2022)

Convolutional Transformersl for Aerial Image Classification: a General to Specific Learning Curve - Antonio Chirtu; Nicolae-Catalin Ristea; Anamaria Radoi (IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2022, Kuala Lumpur, Malaysia, July 17-22, 2022, 2022)

Guided Deep Learning by Subaperture Decomposition: Ocean Patterns from SAR Imagery - Nicolae-Catalin Ristea; Andrei Anghel; Mihai Datcu; Bertrand Chapron (IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2022, Kuala Lumpur, Malaysia, July 17-22, 2022, 2022)

SepTr: Separable Transformer for Audio Spectrogram Processing - Nicolae-Catalin Ristea; Radu Tudor Ionescu; Fahad Shahbaz Khan (23rd Annual Conference of the International Speech Communication Association, Interspeech 2022, Incheon, Korea, September 18-22, 2022, 2022)

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

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 (CoRR, 2022)

Guided deep learning by subaperture decomposition: ocean patterns from SAR imagery - Nicolae-Catalin Ristea; Andrei Anghel; Mihai Datcu; Bertrand Chapron (CoRR, 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)

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 (CoRR, 2022)

Guided Unsupervised Learning by Subaperture Decomposition for Ocean SAR Image Retrieval - Nicolae-Catalin Ristea; Andrei Anghel; Mihai Datcu; Bertrand Chapron (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)

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)

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 (IEEE Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2021, virtual, June 19-25, 2021, 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. (24th Euromicro Conference on Digital System Design, DSD 2021, Virtual Event / Palermo, Sicily, Italy, September 1-3, 2021, 2021)

Self-Paced Ensemble Learning for Speech and Audio Classification - Nicolae-Catalin Ristea; Radu Tudor Ionescu (22nd Annual Conference of the International Speech Communication Association, Interspeech 2021, Brno, Czechia, August 30 - September 3, 2021, 2021)

Self-paced ensemble learning for speech and audio classification - Nicolae-Catalin Ristea; Radu Tudor Ionescu (CoRR, 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 (CoRR, 2021)

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. (23rd Euromicro Conference on Digital System Design, DSD 2020, Kranj, Slovenia, August 26-28, 2020, 2020)

Are you Wearing a Mask? Improving Mask Detection from Speech Using Augmentation by Cycle-Consistent GANs - Nicolae-Catalin Ristea; Radu Tudor Ionescu (21st Annual Conference of the International Speech Communication Association, Interspeech 2020, Virtual Event, Shanghai, China, October 25-29, 2020, 2020)

Temporal aggregation of audio-visual modalities for emotion recognition - Andreea Birhala; Catalin Nicolae Ristea; Anamaria Radoi; Liviu-Cristian Dutu (43rd International Conference on Telecommunications and Signal Processing, TSP 2020, Milan, Italy, July 7-9, 2020, 2020)

Fully Convolutional Neural Networks for Automotive Radar Interference Mitigation - Nicolae-Catalin Ristea; Andrei Anghel; Radu Tudor Ionescu (92nd IEEE Vehicular Technology Conference, VTC Fall 2020, Victoria, BC, Canada, November 18 - December 16, 2020, 2020)

Emotion Recognition System from Speech and Visual Information based on Convolutional Neural Networks - Nicolae-Catalin Ristea; Liviu-Cristian Dutu; Anamaria Radoi (CoRR, 2020)

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

Are you wearing a mask? Improving mask detection from speech using augmentation by cycle-consistent GANs - Nicolae-Catalin Ristea; Radu Tudor Ionescu (CoRR, 2020)

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

Estimating Magnitude and Phase of Automotive Radar Signals under Multiple Interference Sources with Fully Convolutional Networks - Nicolae-Catalin Ristea; Andrei Anghel; Radu Tudor Ionescu (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 (CoRR, 2020)

Emotion Recognition System from Speech and Visual Information based on Convolutional Neural Networks - Nicolae-Catalin Ristea; Liviu-Cristian Dutu; Anamaria Radoi (2019 International Conference on Speech Technology and Human-Computer Dialogue, SpeD 2019, Timisoara, Romania, October 10-12, 2019, 2019)