Clarifying status of DNNs as models of human vision
On several key issues we agree with the commentators. Perhaps most importantly, everyone
seems to agree that psychology has an important role to play in building better models of …
seems to agree that psychology has an important role to play in building better models of …
An interpretable unsupervised capsule network via comprehensive contrastive learning and two-stage training
Limited attention has been given to unsupervised capsule networks (CapsNets) with
contrastive learning due to the challenge of harmoniously learning interpretable primary and …
contrastive learning due to the challenge of harmoniously learning interpretable primary and …
Perceptual Group Tokenizer: Building Perception with Iterative Grou**
Human visual recognition system shows astonishing capability of compressing visual
information into a set of tokens containing rich representations without label supervision …
information into a set of tokens containing rich representations without label supervision …
Learning Part-whole Hierarchies from the Sequence of Handwriting
Part-whole relations and their representation play a vital role in perceptual organization and
conceptual reasoning. It is critical for humans to parse visual scenes into objects and parts …
conceptual reasoning. It is critical for humans to parse visual scenes into objects and parts …
Disagreement and confusion over the status of DNNs as models of vision
We are pleased there is widespread agreement that psychology has an important role to
play in building better models of vision. But there are important confusions and …
play in building better models of vision. But there are important confusions and …