6 citations · 17 across the 6 of their papers we have counts for
5 papers · 1 filter
Learning to Draw: Emergent Communication through Sketching
Daniela Mihai, Jonathon Hare
Evidence that visual communication preceded written language and provided a basis for it goes back to prehistory, in forms such as cave and rock paintings depicting traces of our d…
Differentiable Drawing and Sketching
Daniela Mihai, Jonathon Hare
We present a bottom-up differentiable relaxation of the process of drawing points, lines and curves into a pixel raster. Our approach arises from the observation that rasterising a…
The emergence of visual semantics through communication games
Daniela Mihai, Jonathon Hare
The emergence of communication systems between agents which learn to play referential signalling games with realistic images has attracted a lot of attention recently. The majority…
How Convolutional Neural Network Architecture Biases Learned Opponency and Colour Tuning
Ethan Harris, Daniela Mihai, Jonathon Hare
Recent work suggests that changing Convolutional Neural Network (CNN) architecture by introducing a bottleneck in the second layer can yield changes in learned function. To underst…
Spatial and Colour Opponency in Anatomically Constrained Deep Networks
Ethan Harris, Daniela Mihai, Jonathon Hare
Colour vision has long fascinated scientists, who have sought to understand both the physiology of the mechanics of colour vision and the psychophysics of colour perception. We con…