196 citations · 525 across the 17 of their papers we have counts for
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Language Models as Zero-shot Visual Semantic Learners
Yue Jiao, Jonathon Hare, Adam Prügel-Bennett
Visual Semantic Embedding (VSE) models, which map images into a rich semantic embedding space, have been a milestone in object recognition and zero-shot learning. Current approache…
What Remains of Visual Semantic Embeddings
Yue Jiao, Jonathon Hare, Adam Prügel-Bennett
Zero shot learning (ZSL) has seen a surge in interest over the decade for its tight links with the mechanism making young children recognize novel objects. Although different parad…
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…