Great media coverage of the iToBoS project

The iToBoS project is having a significant media impact.

Brain2Music: reconstructing music from human brain activity

How we experience music is an interesting topic in neuroscience, and with functional magnetic resonance imaging (fMRI) is possible the exciting task of reconstructing music from brain activity.

SkinGAN Project using LaMa-Fourier

The goal of this project is to help protect the privacy of customers by removing tattoos that would enable them to be identified. This is an important issue when managing personal images, as is the case with the iToBoS.

3D-aware Conditional Image Synthesis

Image-to-image translation models can output a high-resolution generated image given a 2D label map as an input.

No tan is safe – here’s what to do instead

Here at iToBoS, we strongly suggest you avoid getting a suntan. You certainly need some sunshine in your life, but UV dose high enough to cause a tan is already much higher than the dose needed for vitamin D production.

Creation of a test dataset for automatic lesion detection

Test datasets serve as a benchmark to evaluate the performance of algorithms and models.

EfficientNetV2: Smaller Models & Faster Training

EfficientNet was first proposed in the original paper of Mingxing Tan & Quoc V Le in 2019, namely EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks.

Exploiting EfficientNet Models: A powerful tool for skin lesion diagnosis

iToBoS is exploring the use of EfficientNet models for pigmented skin lesion classification. This family of models, developed by Google researchers, are deep learning architectures that offer exceptional performance.

Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture

I-JEPA [1], the latest self-supervised model from Meta AI, has been officially released: the paper was published in June 2023 at the last CVPR conference, together with their codes that they made open-source.

Spacing of healthy moles hints at site-specific melanoma risk

Naevi (moles) are benign brown or black spots on your skin that sometimes look similar to melanomas, but are completely harmless.