For the Chinese and Thai, it is better to use unicode data. What I did:
Use phpMyAdmin to export data. Use text editor to replace latin1 with utf8. Use phpMyAdmin to drop all data and import the edited one
Now all my data have changed to utf8_general_ci (from latin1_swedish_ci).