First clear evidence that dogs do not naturally distinguish objects by shape
lincoln.ac.uk
lincoln.ac.uk
The paper 'Word Generalization by a Dog (Canis Familiaris); is Shape Important?' by Emile van der Zee, Helen Zulch and Daniel Mills is published in PLOS ONE on 21st November 2012 and is available at: http://dx.plos.org/10.1371/journal.pone.0049382*
Excellent point! Now, I would love to read a rebuttal/confirmation study over a larger population and/or varying dog breeds and I think you just stumbled upon an great idea for a research paper.
At least thats how it was explained to me when you throw a red toy on the grass that the dog can't "see" it.
Truth in advertising!
Guess it's one of those things where you think everybody senses the world the same way.
When a computer looks at a scene it sees in terms of learned rules or operations on high dimensional elements of a vector space intended to cluster pixels.
Scenes have semantics. When we see a scene we see not just things regardless of color or orientation but That thing BY a thing ON TOP of that other thing. We use not just co-occurence patterns of blobs of pixels but context. No doubt context rules can be brute forced by looking at statistics of large amount of images. But it can be more readily learned by a system with a good language model and rules expressed in terms of it.
Language is more important than vision for making sense of the world.
You can also look at it in terms of the brain. That the parts related to sensory integration and processing are also key to language. And that those sections activate as a coprocessor not a single processor.
There is a part of the brain called the Temporal lobe. The Temporal lobe processes audio, speech and semantics. A section of that, intersecting the parietal lobe (linked to visuospatial integration, symbols, math ability), is the Superior temporal sulcus. It is identified as key in theory of mind, processing motion, social cues, faces as well as integrating audio and visual information. What's interesting is that it shows task related activation. It doesn't do all these things alone but activates differently in conjunction with what networks are currently active.
Recently a paper also made a strong argument that the STS is a part of brain that interprets stimuli specifically, regardless of modality (sound, visual) obviously key to recognizing objects.
http://www.jneurosci.org/content/32/47/16629.abstract