Alessio Quercia
Alessio Quercia
Home
Experience
Publications
Talks
Awards
Contact
Light
Dark
Automatic
Semantic Segmentation
Self-Supervised Learning based on Transformed Image Reconstruction for Equivariance-Coherent Feature Representation
We propose a self-supervised learning approach where the system learns transformations independently by reconstructing images that have undergone previously unseen transformations.
Qin Wang
,
Alessio Quercia
,
Benjamin Bruns
,
Abigail Morrison
,
Hanno Scharr
,
Kai Krajsek
PDF
Cite
Enhancing Monocular Depth Estimation with Multi-Source Auxiliary Tasks
We propose to improve MDE while using auxiliary datasets from related vision tasks with an alternating training scheme with a shared decoder built on top of a pre-trained vision foundation model.
Alessio Quercia
,
Erenus Yildiz
,
Zhuo Cao
,
Kai Krajsek
,
Abigail Morrison
,
Ira Assent
,
Hanno Scharr
PDF
Cite
Code
Cite
×