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Explain semantic vs instance segmentation and how Mask R-CNN works.

Semantic labels every pixel by class; instance pulls each object apart. The signal is knowing that the first cannot count overlapping objects, why Mask R-CNN adds a mask branch on RoIAlign, and what RoIAlign fixed. Here is the answer.

Updated Sep 2026 · Grounded in real GenAI, LLM, and AI/ML engineering interview loops and written to a senior-engineer editorial bar.

Semantic labels every pixel by class; instance pulls each object apart. The signal is knowing that the first cannot count overlapping objects, why Mask R-CNN adds a mask branch on RoIAlign, and what RoIAlign fixed. Here is the answer.

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