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- M-Theory_(learning_framework) abstract "In Machine Learning and Computer Vision, M-Theory is a learning framework inspired by feed-forward processing in the ventral stream of visual cortex and originally developed for recognition and classification of objects in visual scenes. M-Theory was later applied to other areas, such as speech recognition. On certain image recognition tasks, algorithms based on a specific instantiation of M-Theory, HMAX, achieved human-level performance.The core principle of M-Theory is extracting representations invariant to various transformations of images (translation, scale, 2D and 3D rotation and others). In contrast with other approaches using invariant representations, in M-Theory they are not hardcoded into the algorithms, but learned. M-Theory also shares some principles with Compressed Sensing. The theory proposes multilayered hierarchical learning architecture, similar to that of visual cortex.".
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- M-Theory_(learning_framework) wikiPageOutDegree "20".
- M-Theory_(learning_framework) wikiPageRevisionID "639165949".
- M-Theory_(learning_framework) wikiPageWikiLink Category:Computer_vision.
- M-Theory_(learning_framework) wikiPageWikiLink Category:Machine_learning.
- M-Theory_(learning_framework) wikiPageWikiLink Category:Speech_recognition.
- M-Theory_(learning_framework) wikiPageWikiLink Compact_group.
- M-Theory_(learning_framework) wikiPageWikiLink Compressed_sensing.
- M-Theory_(learning_framework) wikiPageWikiLink Computer_vision.
- M-Theory_(learning_framework) wikiPageWikiLink Dot_product.
- M-Theory_(learning_framework) wikiPageWikiLink Gabor_atom.
- M-Theory_(learning_framework) wikiPageWikiLink Group_(mathematics).
- M-Theory_(learning_framework) wikiPageWikiLink Johnson–Lindenstrauss_lemma.
- M-Theory_(learning_framework) wikiPageWikiLink Locally_compact_group.
- M-Theory_(learning_framework) wikiPageWikiLink Machine_learning.
- M-Theory_(learning_framework) wikiPageWikiLink Neocognitron.
- M-Theory_(learning_framework) wikiPageWikiLink Sample_complexity.
- M-Theory_(learning_framework) wikiPageWikiLink Speech_recognition.
- M-Theory_(learning_framework) wikiPageWikiLink Support_(mathematics).
- M-Theory_(learning_framework) wikiPageWikiLink Two-streams_hypothesis.
- M-Theory_(learning_framework) wikiPageWikiLink Unitary_group.
- M-Theory_(learning_framework) wikiPageWikiLink Visual_cortex.
- M-Theory_(learning_framework) wikiPageUsesTemplate Template:About.
- M-Theory_(learning_framework) wikiPageUsesTemplate Template:Clarify.
- M-Theory_(learning_framework) wikiPageUsesTemplate Template:Orphan.
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- M-Theory_(learning_framework) subject Category:Computer_vision.
- M-Theory_(learning_framework) subject Category:Machine_learning.
- M-Theory_(learning_framework) subject Category:Speech_recognition.
- M-Theory_(learning_framework) hypernym Framework.
- M-Theory_(learning_framework) type Software.
- M-Theory_(learning_framework) comment "In Machine Learning and Computer Vision, M-Theory is a learning framework inspired by feed-forward processing in the ventral stream of visual cortex and originally developed for recognition and classification of objects in visual scenes. M-Theory was later applied to other areas, such as speech recognition.".
- M-Theory_(learning_framework) label "M-Theory (learning framework)".
- M-Theory_(learning_framework) sameAs m.012g445q.
- M-Theory_(learning_framework) wasDerivedFrom M-Theory_(learning_framework)?oldid=639165949.
- M-Theory_(learning_framework) isPrimaryTopicOf M-Theory_(learning_framework).