In Japan, train photographers are called toritetsu (撮り鉄), which combines the word for "take a picture" (撮り) and "railway" (鉄). It is a specific subculture under the broader umbrella of railway enthusiasts, known as densha otaku (電車オタク). I’m none of these, but I fancy a train photo here and there.