Marcel Catà Villà Email & Phone Number

Sweden

Stockholm, Sweden

Small team with the primary goal of solving computer vision problems on theedge for city-scaled road degradation and traffic signs analysis.- Trained models for various tasks, including classification, object detec-tion, and semantic segmentation.- Conducted KPIs analysis to ensure model performance met requirements andconstraints.- Integrated MLOps practices to streamline model training and deployment,enhancing development efficiency.

Stockholm, Stockholm County, Sweden

Partnership between Zenseact and Univrses on R&D for autonomous driving.Developing deep learning models dealing with scene understanding and occlusion and degradation of vehicle sensors. Since we started the project from scratch, I worked on most parts of the pipeline: from data gathering and annotation, to developing the training pipeline and deploying the models in the car.- Researched on data distribution and model architectures to gain insights onthe tasks.- Trained… Show more Partnership between Zenseact and Univrses on R&D for autonomous driving.Developing deep learning models dealing with scene understanding and occlusion and degradation of vehicle sensors. Since we started the project from scratch, I worked on most parts of the pipeline: from data gathering and annotation, to developing the training pipeline and deploying the models in the car.- Researched on data distribution and model architectures to gain insights onthe tasks.- Trained neural networks within size and runtime constraints, aligned with thetarget hardware specifications.- Automated model training and testing cycles for quicker iterations, fromstreamlined data collection to in-car KPIs measurement.- Managed data annotations, acting as main contact for annotation companies.- Effectively steered the team as the Scrum Master for two years, ensuringefficient collaboration and project progress.- Supervised a master thesis project: "Light monocular 3D Object Detection". Show less

Stockholm, Stockholm County, Sweden

I developed the first version of the object detection network on Univrses product.I gathered data, trained and live-tested an object detection model.

Stockholm, Sweden

I worked on a 3D monocular object detection network, developing a deep learning module that brought predictions from 2D to 3D and comparing it to the location module based on geometric constraints.

Mataró Area, Spain

Teaching science to a group of children from primary school. During the sessions, we performed experiments to bring science closer to the kids.

Master Of Science - Ms, Electrical, Electronics And Communications Engineering

Double degree program UPC - KTH, MSc Programme of Systems, Control and Robotics

Master'S Degree, Telecommunications Engineering

Double degree program UPC - KTH

Bachelor'S Degree, Science And Telecommunication Technologies Engineering

Education record

Graduated with honors