By default, images align their bottom edges with the baseline of the text. That space you're seeing is the space below the baseline, used by decenders like q, p, y, etc. (The fact that you have no text is irrelevant - space for them is still reserved.)
You can get rid of it like this:
img { /* Or a suitable class, etc. */
vertical-align: bottom;
}
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