PMID: 9161022May 15, 1997Paper

SEEMORE: combining color, shape, and texture histogramming in a neurally inspired approach to visual object recognition

Neural Computation
B W Mel

Abstract

Severe architectural and timing constraints within the primate visual system support the conjecture that the early phase of object recognition in the brain is based on a feedforward feature-extraction hierarchy. To assess the plausibility of this conjecture in an engineering context, a difficult three-dimensional object recognition domain was developed to challenge a pure feedforward, receptive-field-based recognition model called SEEMORE. SEEMORE is based on 102 viewpoint-invariant nonlinear filters that as a group are sensitive to contour, texture, and color cues. The visual domains consists of 100 real objects of many different types, including rigid (shovel), nonrigid (telephone cord), and statistical (maple leaf cluster) objects and photographs of complex scenes. Objects were individually presented in color video images under normal room lighting conditions. Based on 12 to 36 training views, SEEMORE was required to recognize unnormalized test views of objects that could vary in position, orientation in the image plane and in depth, and scale (factor of 2); for nonrigid objects, recognition was also tested under gross shape deformations. Correct classification performance on a test set consisting of 600 novel object views w...Continue Reading

References

Jul 1, 1992·Journal of Neurophysiology·M W Oram, D I Perrett
Jan 1, 1988·Cognitive Psychology·I Biederman, G Ju
Jan 1, 1972·Journal of Neurophysiology·C G GrossD B Bender
Jun 25, 1982·Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences·M Mishkin
Sep 1, 1983·Proceedings of the National Academy of Sciences of the United States of America·E L SchwartzC G Gross
Jan 1, 1982·Experimental Brain Research·D I PerrettW Caan
May 1, 1994·Current Biology : CB·N K LogothetisT Poggio
Jun 1, 1994·Journal of Neurophysiology·P M GochinC G Gross
Sep 1, 1947·The Bulletin of Mathematical Biophysics·W PITTS, W S McCULLOCH

❮ Previous
Next ❯

Citations

Jul 16, 2005·Biological cybernetics·Wolfgang EinhäuserPeter König
Dec 18, 2008·Biological cybernetics·Tim C KietzmannMartin Riedmiller
Feb 1, 1997·Progress in Neurobiology·G Wallis, E T Rolls
Jun 20, 2001·Neural Networks : the Official Journal of the International Neural Network Society·F SchwenkerG Palm
Oct 23, 2001·Neural Networks : the Official Journal of the International Neural Network Society·A Delorme, S J Thorpe
Apr 1, 2004·Journal of Experimental Psychology. Human Perception and Performance·Volker ThomaJules Davidoff
Mar 6, 2002·The European Journal of Neuroscience·Wolfgang EinhäuserKonrad P Körding
Dec 23, 1998·Network : Computation in Neural Systems·W Maass
Jan 16, 2009·Journal of Neurophysiology·David B T McMahon, Carl R Olson
Mar 13, 2001·Journal of Cognitive Neuroscience·M Fabre-ThorpeS Thorpe
Apr 19, 2000·Neural Computation·B W Mel, J Fiser
Jan 15, 2000·Neural Computation·B Mel, J Fiser
Apr 26, 2002·Neural Computation·Dan RothNarendra Ahuja
Jun 21, 2003·Neural Computation·Heiko Wersing, Edgar Körner
Dec 16, 2005·Neural Computation·Arnulf B A GrafBernhard Schölkopf
Jun 13, 2006·Neural Computation·Christian EckesChristoph von der Malsburg
Feb 8, 2008·Neural Computation·Minjoon Kouh, Tomaso Poggio
Mar 19, 2009·Neural Computation·Günter Westphal, Rolf P Würtz
Sep 3, 2010·The Journal of Clinical Investigation·Julie Blumberg, Gabriel Kreiman
Dec 24, 2011·PloS One·Larissa K SamuelsonJohn P Spencer
May 4, 2010·Attention, Perception & Psychophysics·Simone Favelle, Stephen Palmisano
Apr 4, 2007·Proceedings of the National Academy of Sciences of the United States of America·Thomas SerreTomaso Poggio
Nov 6, 2002·Proceedings of the National Academy of Sciences of the United States of America·Scott O MurrayDavid L Woods
Nov 14, 2002·Proceedings of the National Academy of Sciences of the United States of America·József Fiser, Richard N Aslin
Jun 16, 2011·Neural Computation·Mathias FranziusLaurenz Wiskott
Nov 1, 1997·Trends in Cognitive Sciences·S Edelman
May 27, 2008·Neural Networks : the Official Journal of the International Neural Network Society·Christian Faubel, Gregor Schöner
Jul 3, 2007·Neural Networks : the Official Journal of the International Neural Network Society·Alessio Plebe, Rosaria Grazia Domenella
Mar 6, 2007·Journal of Physiology, Paris·Stuart Geman
Dec 26, 2006·Trends in Cognitive Sciences·Shimon Ullman
Nov 12, 2005·Cognitive Science·Chen YuRichard N Aslin
Mar 22, 2016·Wiley Interdisciplinary Reviews. Cognitive Science·Thomas Serre
Jun 19, 2013·Annals of the New York Academy of Sciences·Tomaso Poggio, Shimon Ullman
May 9, 2014·IEEE Transactions on Neural Networks and Learning Systems·Wentao Fan, Nizar Bouguila
Jun 27, 2008·IEEE Transactions on Pattern Analysis and Machine Intelligence·Efstathios HadjidemetriouShree K Nayar
Jan 17, 2007·IEEE Transactions on Pattern Analysis and Machine Intelligence·Thomas SerreTomaso Poggio
Nov 24, 2004·Neural Networks : the Official Journal of the International Neural Network Society·Junmei Zhu, Christoph von der Malsburg
Jan 27, 2006·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Aristeidis DiplarosIoannis Patras
Aug 18, 2004·Neural Networks : the Official Journal of the International Neural Network Society·Roman M Borisyuk, Yakov B Kazanovich
Nov 5, 2010·IEEE Transactions on Neural Networks·Joo-Heon ShinKrzysztof J Cios
Aug 4, 2004·Neural Networks : the Official Journal of the International Neural Network Society·Scott O MurrayDaniel Kersten
Feb 7, 2008·IEEE Transactions on Neural Networks·L Prssoa, A P Leitao
Aug 4, 2004·Neural Networks : the Official Journal of the International Neural Network Society·Shimon Ullman, Evgeniy Bart

❮ Previous
Next ❯

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.