I'm a Data Science and Artificial Intelligence masters student writing my thesis
with the
Computer Graphics and Visualization Group at
TU Delft.
My interests lie in 3D visual computing and robotics.
Before this, I graduated with honours in BSc Computer Science at UFPR,
and was studying CNNs/GANs in the Laboratory of Vision, Robotics and Imaging (VRI).
Does Gaussian Blur protect your privacy? In this HackMD blog post, my colleagues and I try to identify for a normal (sharp) image and another blurred image whether they depict the same person by applying triplet loss on two distinct CNNs.
Classification”Experimented on GAN architectures in order to generate lung images from poor segmentation inputs for pneumothorax classification. Several experiments on how to integrate positional encoding in Generative Adversarial Networks to generate consistent but dissimilar results. In the end we produce lung images, but unfortunately the output images didn't grasp the concept of pneumothorax. (PDF, GitLab)
2023 BSc thesis. Trained simple ML models used in a pipeline after a Gaze Estimation model to classify the output vector as 'distracted' or not. (PDF | GitHub Repo)
I was part of a robotics team, Yapira UFPR .
We received the Innovation Award for our image-based line follower in RCX 2023. I've implemented many handcrafted methods to robustly identify the track under inconsistent and adverse lighting condition / framerate.
Trained a MobileNetv2 on the Gaze360 dataset. Achieved decent results using a relatively small architecture. PDF | GitHub Repo
Replace image patches with other 20x20 .ppm tiles based on dominant colour. GitHub