I'd actually push back a bit on going straight to third-party tools for this. Windows 11's Storage Sense gets a bad rap, but it's improved more than people realize. The duplicate detection in Settings > System > Storage > Cleanup recommendations does work, though yeah, it's conservative and won't catch everything. The real issue is that it only removes exact duplicates (same file, byte-for-byte), so if you have slightly different versions or compressed copies of photos, it'll miss those. But for 50GB of actual duplicates, it's worth running first since it's free and safe.
That said, if Storage Sense doesn't make a dent in your problem, then yeah, you'll want a proper duplicate finder. The thing most answers skip over is that you really do need to preview before deleting anything - especially with photos where you might have multiple similar shots from the same moment. Tools like Duplicate File Finder or even simpler ones like dupeGuru let you see thumbnails side-by-side, sort by file size or date, and mark which ones to keep. Some folks prefer to be extra cautious and use a second pass with a different tool just to catch what the first one missed, though that's probably overkill for most people.
Before you nuke anything though, back up your Documents and Photos folders to an external drive first. Takes an hour but saves a ton of headache if something goes wrong mid-cleanup.