[2] Its site was between the present-day sites of the churches of Santo Alessio and Santa Prisca, on the Vigna Torlonia, under piazza del Tempio di Diana (named after the Temple of Diana) and the Casale Maccharini Torlonia, which includes remains from the baths.
Earlier buildings on the site have also left remains, which can be seen in the basement of the Casale Torlonia and under the piazza del Tempio di Diana.
Another building on the site is lavishly decorated with mosaics and wall-paintings showing masks, flowers and landscapes.
The main source for the appearance of the Baths of Decius is a plan made by Andrea Palladio, now in the Duke of Devonshire's collection.
They were decorated with artworks, including an infant Hercules in green basalt and a sleeping Endymion, both now in the Capitoline Museums.