A talented student of Paulin Guérin, Girodet-Trioson and Antoine-Jean Gros, he was admitted to the école des Beaux-Arts in 1813 and won second prize in the Prix de Rome in 1819 then a médaille d'encouragement in 1820. In 1824, he won first prize in the Prix de Rome with a painting of The Death of Alcibiades, thus allowing him to stay in Rome at the Villa Medici from 1824 to 1830.
Receptive to the sensibilities of the Romantic school but formed within the discipline of classicism, he became an official artist specialising in history paintings of public events and battles of the Ancien Régime (such as the Battle of the Dunes) and the medieval period (such as Montgisard and Castillon), though he also produced portraits of public figures and religious works. He first exhibited at the Paris Salon in 1827 and won a medal in 1831 and 1855. He benefitted from important public commissions (such as 3 of the paintings in the Galerie des batailles at the château de Versailles) and received the Légion d'honneur in 1836. He was also awarded the Tunisian Nichan Iftikhar.
Among the portraits of historic figures which he assigned to the paintings collection at the Musée d'Histoire de France at Versailles are those of marshals Rochambeau, Bugeaud and Saint-Arnaud. His standing portrait of général Dode de La Brunerie hung on the escalier d'honneur of the Pavillon du Roi, at the Château de Vincennes.
He also decorated a chapel dedicated to Saint-Eustache and, like Ingres, produced cartoons for stained glass windows for the Chapelle royale de Dreux. On his death his family left what was left in his studio to the musée de Picardie. The last painting by Larivière to enter a French public collection was Le Tasse convalescent au couvent de Saint-Onufre, acquired in 2001 by the Museum of Grenoble.
His brother Louis-Eugène Larivière (c1801-1823) was also a painter. Albert Maignan left the Louvre a portrait by Louis-Eugene of Eugénie-Paméla Larivière (c 1804–1824), sister to Charles-Philippe and Louis-Eugène.
Alexandre Ferdinand Parseval-Deschenes (1790–1860)
Rémy-Isidore Exelmans (1775–1852)
Thomas Bugeaud (1784–1849)
Ibrahim Pacha (1789–1848)
Albin Roussin (1781–1854)
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