Use Binwalk to find embedded files in the image.

Running Binwalk.

Use Binwalk to extract all the files. Unzip the zip file.

Extracting files.

Execute the hidden_binary.

Run the executable to get the flag.

The flag was: utflag{2fbe9adc2ad89c71da48cabe90a121c0}