The Model Is the Easy Part: What a Real-Time Computer Vision Product Actually Takes
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I used to think computer vision was a model problem. It is a pipeline problem, and the model is the easy part. Here is the pattern I keep seeing. A team trains or fine-tunes a detector, it hits some impressive number on a curated clip, everyone claps, and then it goes into the real world and falls over. The lighting is wrong. The camera moved. Someone wore a color the training set never saw. The response arrives half a second late and the whole thing feels broken. The demo worked. The product…
1Key Takeaways
- I used to think computer vision was a model problem.
- It is a pipeline problem, and the model is the easy part.
- A team trains or fine-tunes a detector, it hits some impressive number on a curated clip, everyone claps, and then it goes into the real world and falls over.
- Someone wore a color the training set never saw.
2AIWedia Score
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — ML reports that i used to think computer vision was a model problem.
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