Tania Stathaki

Imperial College London — United Kingdom

Computer Science · Physical Sciences

25h-index2.6kcitations225works0.62yr avg
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Research Topics

Image and Signal Denoising Methods(41), Video Surveillance and Tracking Methods(30), Blind Source Separation Techniques(25), Advanced Image Fusion Techniques(25), Advanced Neural Network Applications(24)

Publications225 total

Mitigating representation bottlenecks in multiple instance learning
Spiral (Imperial College London)·2025Open Access
Towards Data-Efficient Medical Imaging: A Generative and Semi-Supervised Framework
arXiv (Cornell University)·2025Open Access
Enhanced Detection of Tiny Objects in Aerial Images
arXiv (Cornell University)·2025Open Access
No Masks Needed: Explainable AI for Deriving Segmentation from Classification
2025Open Access
Unsupervised Training of Vision Transformers with Synthetic Negatives
arXiv (Cornell University)·2025Open Access
Fake & Square: Training Self-Supervised Vision Transformers with Synthetic Data and Synthetic Hard Negatives
arXiv (Cornell University)·2025Open Access
Cluster Contrast for Unsupervised Visual Representation Learning
2025
Cluster Contrast for Unsupervised Visual Representation Learning
arXiv (Cornell University)·2025Open Access
Image compositing is all you need for data augmentation
arXiv (Cornell University)·2025Open Access
EEG-Driven Decoding Framework for Passenger Hazard Perception in Highly Automated Vehicles
SSRN Electronic Journal·2025Open Access
Image Compositing Is all You Need for Data Augmentation
2025Open Access
Exploiting unlabeled data in few-shot learning with manifold similarity and label cleaning
Pattern Recognition·2024· 3 citedOpen Access
Distilling Invariant Representations with Dual Augmentation
arXiv (Cornell University)·2024Open Access
SynCo: Synthetic Hard Negatives for Contrastive Visual Representation Learning
arXiv (Cornell University)·2024· 1 citedOpen Access
Passenger hazard perception based on EEG signals for highly automated driving vehicles
arXiv (Cornell University)·2024Open Access
DiGCE: Diffusion Model with GRU-Based Conditional Encoder for FRI Signal Reconstruction
2024
Size Aware Cross-shape Scribble Supervision for Medical Image Segmentation
arXiv (Cornell University)·2024Open Access
Discriminative and Consistent Representation Distillation
arXiv (Cornell University)·2024Open Access
Relational Representation Distillation
arXiv (Cornell University)·2024· 1 citedOpen Access
A Review on Discriminative Self-supervised Learning Methods in Computer Vision
arXiv (Cornell University)·2024· 4 citedOpen Access
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Frequent Co-authors

Nikolaos Mitianoudis(13), Panagiotis Barmpoutis(6), Georgios Tzimiropoulos(5), Vasileios Argyriou(5), Tianrui Liu(5), Nikos Grammalidis(4), Mohamed Elmikaty(4), Ioannis Manakos(3), Michalis Lazarou(3), Dimitrios Konstantinidis(3), Junjie Huang(3), Tianhong Dai(3), Zaid Omar(3), Guangyu Ren(3), Athanasios Voulodimos(2), Nikolaos Doulamis(2), Stefanos Zafeiriou(2), Zisis I. Petrou(2), Maria Adamo(2), Vasiliki Kamperidou(2)