I disagree that there is something that needs to be changed here. "Dataset of classified X" is commonly used to refer to this exact thing. (i.e. dataset of data points with human-made labels)
"... classified screenshots ..." would be usually be understood in en-gb to be "screenshots given a security rating requiring restricted access".
"... screenshots classified ..." would be "screenshots given a classification of some sort".