Manuel Knott

Manuel Knott

PhD Student
Academia
(Alumni)

Manuel became part of SDSC in 2021 through a collaborative PhD position with Empa working on the practical adaptation of visual foundation models. He earned his MSc in Data Science from the University of Amsterdam in the Netherlands, and both his BSc and MSc in Mechanical Engineering from the University of Erlangen-Nuremberg, Germany. Before joining SDSC, he worked as a data scientist in the industry focusing on data-driven applications in manufacturing and 3D computer vision. More recently, as part of his PhD studies, Manuel broadened his research experience by joining the Caltech Vision Lab as visiting researcher.

Projects

Publications

Kondapaneni, N.; Marks, M.; Knott, M.; Guimarães, R.; Perona, P."Text-image Alignment for Diffusion-based Perception"13883-13893
Marks, M.; Knott, M.; Kondapaneni, N.; Cole, E.; Defraeye, T.; Perez-Cruz, F.; Perona, P."A Closer Look at Benchmarking Self-Supervised Pre-training with Image Classification"
Knott, M.; Perez-Cruz, F.; Defraeye, T."Facilitated machine learning for image-based fruit quality assessment"345111401
Hausladen, C. I.; Knott, M.; Camerer, C. F.; Perona, P."Social perception of faces in a vision-language model"

Mentioned in

Case Studies

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