This is what a sesame plant looks like.

Sesame seeds are actually the seeds of an annual herb, so they do not grow from trees. But since mature sesame plant can grow to 1-1.5m(3-5ft) tall, it looks like a bunch of small trees.
Here are the steps my father told me how my grandma used to hull the sesame seeds by hand when he was little.
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When the sesame plants reach maturity (usually takes
4 months), the flowers will develop into dozens od shells
containing seeds in it.
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My grandma would reap the sesame plants and tie them into bundles.
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After bringing gathered bundles back home, she put stacks of sesame
plants against the wall in order to let it dry in the sun.
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Once it get dried, those little pots will get cracked naturally. My
grandma used to put a piece of cloth underneath the plants, and
collect the seeds by hitting and shaking the plant by holding it
upside down.
- Then the seeds all fall out. My grandma would keep the the stalks of the sesame plant because those are good materials to build fire.

Click to have a closer look at sesame plants