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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" article-type="review-article" dtd-version="1.2" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">I.P. Pavlov Journal of Higher Nervous Activity</journal-id><journal-title-group><journal-title xml:lang="en">I.P. Pavlov Journal of Higher Nervous Activity</journal-title><trans-title-group xml:lang="ru"><trans-title>Журнал высшей нервной деятельности им. И.П. Павлова</trans-title></trans-title-group></journal-title-group><issn publication-format="print">0044-4677</issn><issn publication-format="electronic">3034-5316</issn><publisher><publisher-name xml:lang="en">The Russian Academy of Sciences</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">680896</article-id><article-id pub-id-type="doi">10.31857/S0044467725020016</article-id><article-categories><subj-group subj-group-type="toc-heading"><subject>ОБЗОРЫ И ТЕОРЕТИЧЕСКИЕ СТАТЬИ</subject></subj-group><subj-group subj-group-type="article-type"><subject>Review Article</subject></subj-group></article-categories><title-group><article-title xml:lang="en">Visual categorization in birds</article-title><trans-title-group xml:lang="ru"><trans-title>Зрительная категоризация у птиц</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Diffine</surname><given-names>E. A.</given-names></name><name xml:lang="ru"><surname>Диффинэ</surname><given-names>Е. А.</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><email>diffineea@my.msu.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Tiunova</surname><given-names>A. A.</given-names></name><name xml:lang="ru"><surname>Тиунова</surname><given-names>А. А.</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><email>diffineea@my.msu.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Anokhin</surname><given-names>K. V.</given-names></name><name xml:lang="ru"><surname>Анохин</surname><given-names>К. В.</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><email>diffineea@my.msu.ru</email><xref ref-type="aff" rid="aff1"/></contrib></contrib-group><aff-alternatives id="aff1"><aff><institution xml:lang="en">Lomonosov Moscow State University</institution></aff><aff><institution xml:lang="ru">Московский государственный университет имени М.В. Ломоносова</institution></aff></aff-alternatives><pub-date date-type="pub" iso-8601-date="2025-03-15" publication-format="electronic"><day>15</day><month>03</month><year>2025</year></pub-date><volume>75</volume><issue>2</issue><issue-title xml:lang="ru"/><fpage>131</fpage><lpage>152</lpage><history><date date-type="received" iso-8601-date="2025-05-28"><day>28</day><month>05</month><year>2025</year></date></history><permissions><copyright-statement xml:lang="en">Copyright ©; 2025, Russian Academy of Sciences</copyright-statement><copyright-statement xml:lang="ru">Copyright ©; 2025, Российская академия наук</copyright-statement><copyright-year>2025</copyright-year><copyright-holder xml:lang="en">Russian Academy of Sciences</copyright-holder><copyright-holder xml:lang="ru">Российская академия наук</copyright-holder></permissions><self-uri xlink:href="https://innoscience.ru/0044-4677/article/view/680896">https://innoscience.ru/0044-4677/article/view/680896</self-uri><abstract xml:lang="en"><p>Categorization is a cognitive process that leads to the ability to perceive similar but not identical stimuli as equivalent. To classify an object into a category, an animal must learn to recognize key features of a new object using the experience gained from previous interactions with similar objects. Due to this, categorization eliminates the need to examine each new object anew, significantly expanding the adaptive capabilities of the organism. The ability to categorize is inherent in animals with different types of organization of the nervous system. The review summarizes approaches to the study of visual categorization in birds – animals that have outstanding abilities for this process. Analysis of extensive data obtained in studies of visual categorization in different models in birds opens up the possibility of not only identifying the general biological neural bases and mechanisms of this process, but can also be used to expand the neuromorphic properties of artificial intelligence.</p></abstract><trans-abstract xml:lang="ru"><p>Категоризация – когнитивный процесс, ведущий к способности воспринимать похожие, но не идентичные стимулы как эквивалентные. Чтобы отнести объект к какой-либо категории, животное должно научиться распознавать ключевые признаки нового объекта, применяя опыт, полученный от предыдущих взаимодействий со схожими объектами. Благодаря этому категоризация избавляет от необходимости исследовать каждый новый объект заново, существенно расширяя адаптивные возможности организма. Способность к категоризации присуща животным с разными типами устройства нервной системы. В обзоре рассмотрены фундаментальные подходы к исследованию зрительной категоризации у птиц, обладающих выдающимися способностями к этому процессу. Анализ обширных данных, полученных в исследованиях зрительной категоризации в разных моделях у птиц, не только открывает возможность выявления общебиологических нервных основ и механизмов этого процесса, но и может быть использован для расширения нейроморфных свойств у систем искусственного интеллекта.</p></trans-abstract><kwd-group xml:lang="en"><kwd>visual categorization</kwd><kwd>categories</kwd><kwd>concepts</kwd><kwd>levels of categorization</kwd><kwd>birds</kwd><kwd>lateralization</kwd><kwd>hemispheric dominance</kwd><kwd>category learning</kwd><kwd>monocular learning</kwd></kwd-group><kwd-group xml:lang="ru"><kwd>зрительная категоризация</kwd><kwd>категории</kwd><kwd>концепты</kwd><kwd>уровни категоризации</kwd><kwd>птицы</kwd><kwd>латерализация</kwd><kwd>доминирование полушарий</kwd><kwd>категориальное обучение</kwd><kwd>монокулярное обучение</kwd></kwd-group><funding-group><award-group><funding-source><institution-wrap><institution xml:lang="ru">Некоммерческий фонд содействия развитию науки и образования «Интеллект»</institution></institution-wrap><institution-wrap><institution xml:lang="en">Intellect Non-Profit Foundation for Assistance to the Development of Science and Education</institution></institution-wrap></funding-source></award-group><award-group><funding-source><institution-wrap><institution xml:lang="ru">Правительство Российской Федерации</institution></institution-wrap><institution-wrap><institution xml:lang="en">Government of the Russian Federation</institution></institution-wrap></funding-source></award-group></funding-group></article-meta></front><body></body><back><ref-list><ref id="B1"><label>1.</label><mixed-citation>Анохин К.В., Тиунова А.А. 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