Research Lines
Deep Learning
Deep learning, a cutting-edge branch of artificial intelligence, empowers machines to learn from vast datasets and make intelligent decisions. By mimicking the structure and function of the human brain through artificial neural networks, deep learning algorithms excel at tasks such as image recognition, speech synthesis, and language translation. In our team, we harness the potential of deep learning to drive innovation and solve complex problems across various domains.
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Deep learning for food computing
Today Deep learning (DL) is revolutionizing many fields of real problems, beating human performance in problems such as object recognition, lip reading, or cancer detection. However, food recognition and segmentation are still underexplored and underexploited. To address them, we develop highly robust DL algorithms employing Transfer learning, Transformers, Uncertainty modeling and Explainability among others.
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Pathophysiology of Nervous System Diseases
Our team is dedicated to unraveling the complex mechanisms underlying neurological disorders, from Alzheimer's disease to Parkinson's disease and beyond. Through cutting-edge research and interdisciplinary collaboration, we're gaining invaluable insights into the molecular, cellular, and physiological changes that contribute to these conditions. Together, we're working towards innovative treatments and therapies to improve the lives of those affected by these disorders.
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Medical Imaging
Our team is committed to harnessing the power of advanced imaging technologies to improve healthcare outcomes. From X-rays and MRI scans to CT scans and ultrasound, medical imaging plays a crucial role in diagnosis, treatment planning, and monitoring of various medical conditions. Through cutting-edge research and innovation, we're pushing the boundaries of what's possible in medical imaging, developing new techniques and algorithms to enhance image quality, reduce radiation exposure, and increase diagnostic accuracy.
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Artificial Intelligence applied to Health
Our team is dedicated to harnessing the power of AI to revolutionize healthcare. From predictive analytics and diagnostic imaging to personalized treatment recommendations and remote patient monitoring, AI holds the potential to transform every aspect of the healthcare ecosystem. Through cutting-edge research and collaboration with healthcare professionals, we aim to develop innovative AI solutions that improve patient outcomes, increase efficiency, and reduce costs.
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Computer Graphics
Our team is passionate about creating visually stunning and immersive experiences through the power of digital imagery. From video games and animation to virtual reality and augmented reality, computer graphics play a vital role in shaping how we interact with digital content. With a focus on innovation and creativity, our team is dedicated to pushing the boundaries of what's possible in computer graphics, developing cutting-edge techniques and technologies to bring ideas to life in breathtaking detail.
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Machine Learning
We're passionate about harnessing the power of data and algorithms to create intelligent systems that can learn and adapt. From predictive analytics and recommendation systems to autonomous vehicles and medical diagnostics, machine learning is revolutionizing industries and driving innovation. With a focus on cutting-edge research and practical applications, our team is dedicated to pushing the boundaries of what's possible with machine learning, developing new algorithms and techniques to solve complex problems and unlock new opportunities.
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Data Science & Bio-Medical Applications
We're passionate about leveraging data-driven approaches to tackle some of the most pressing challenges in healthcare and life sciences. From analyzing genomic data and identifying biomarkers to predicting disease outcomes and optimizing treatment strategies, data science holds immense potential for revolutionizing biomedical research and patient care. With a focus on cutting-edge methodologies and interdisciplinary collaboration, our team is dedicated to pushing the boundaries of what's possible at the intersection of data science and biomedicine.
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Natural Language Processing (NLP)
We're passionate about harnessing the power of language to create intelligent systems that can understand, interpret, and generate human language. From chatbots and virtual assistants to language translation and sentiment analysis, NLP is revolutionizing how we communicate and interact with technology. With a focus on cutting-edge research and practical applications, our team is dedicated to pushing the boundaries of what's possible with NLP, developing new algorithms and techniques to solve complex language-related problems and unlock new opportunities.
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Statistical and Probabilistic Modeling
Our team is more passionate about harnessing the power of data and probability theory to gain insights, make predictions, and drive decision-making in various fields. From predicting financial trends and analyzing market behavior to modeling complex systems in engineering and science, statistical and probabilistic modeling plays a crucial role in understanding uncertainty and variability. With a focus on cutting-edge methodologies and practical applications, our team is dedicated to pushing the boundaries of what's possible with statistical and probabilistic modeling, developing innovative solutions to solve complex problems and unlock new opportunities.
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Uncertainty Modeling
We're passionate about understanding and quantifying uncertainty in various systems and processes. From predicting the reliability of engineering structures to assessing risk in financial markets and forecasting the impact of climate change, uncertainty modeling and quantification are essential for making informed decisions in the face of uncertainty. With a focus on cutting-edge methodologies and practical applications, our team is dedicated to pushing the boundaries of what's possible in uncertainty modeling and quantification, developing innovative solutions to address complex challenges and mitigate risks.
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Bio-Mechanics
We're dedicated to understanding the mechanical principles underlying biological systems, from the movement of cells and tissues to the biomechanics of human movement and injury prevention. With a focus on interdisciplinary research and practical applications, our team is committed to pushing the boundaries of what's possible in biomechanics, developing innovative solutions to address challenges in healthcare, sports performance, and rehabilitation.
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Bio-Informatics
We're dedicated to leveraging computational tools and techniques to analyze biological data, unlocking new insights and driving discoveries in the life sciences. From studying DNA sequences and protein structures to understanding complex biological pathways and disease mechanisms, bioinformatics plays a crucial role in advancing our understanding of living organisms and their interactions. With a focus on cutting-edge research and practical applications, our team is committed to pushing the boundaries of what's possible in bioinformatics, developing innovative solutions to address key challenges in healthcare, agriculture, and environmental science.
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