This command works great with ffmpeg. It doesn't matter if you want to convert 1080p video and you have a slow computer, it will convert it at its own pace.
ffmpeg -i "Katy Perry - Firework.mp4" image%08d.png
The format% 08d seems to match the general printf format. It generates a file name, for example image00000001.png.
ffmpeg can convert the whole video into images.
https://www.ffmpeg.org/ffmpeg.html#Video-and-Audio-grabbing
I could not find information about a specific output directory, however, it looks like on Windows you can navigate through directories with ..
ffmpeg -i "Katy Perry - Firework.mp4" ./temp/image%08d.png
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