Patterns of brain activity contain meaningful information about the perceived world. Recent
decades have welcomed a new era in neural analyses, with computational techniques from …

Objective. Semantic concepts are coherent entities within our minds. They underpin our
thought processes and are a part of the basis for our understanding of the world. Modern …

The rapid transformation of sensory inputs into meaningful neural representations is critical
to adaptive human behaviour. While non-invasive neuroimaging methods are the de-facto …

Scene recognition is a core sensory capacity that enables humans to adaptively interact with
their environment. Despite substantial progress in the understanding of the neural …

Animacy is an important framework through which humans view and categorize the world,
but many objects do not easily fit within this scale. Plants are unique because they are very …

While many brain networks are specialised for processing specific types of information, a
network of frontoparietal regions is engaged by a wide range of cognitive demands. Here …

The recall and visualization of people and places from memory is an everyday occurrence,
yet the neural mechanisms underpinning this phenomenon are not well understood. In …

Humans effortlessly make quick and accurate perceptual decisions about the nature of their
immediate visual environment, such as the category of the scene they face. Previous …

Our visual world consists of an immense number of unique objects and yet, we are easily
able to identify, distinguish, interact, and reason about the things we see within a few …

Deep learning, in general, was built on input data transformation and presentation, model
training with parameter tuning, and recognition of new observations using the trained model …