Police say the men entered Manuel Sanchez's home on May 27 and took the birds. The next day, they sold the birds to at least three pet shops.
The canaries are valued at $30 each, which means the thefts were worth about $15,000 in all.
Police on Wednesday asked the public for help in identifying the suspects. Authorities say images of the suspects selling the birds were captured by video surveillance cameras.
Police were able to recover about 150 birds.
