Table 5

Key differences between academic research and industry standardization.

AspectAcademic ResearchIndustry Standardization
Primary GoalSemantic depthInteroperability & speed
Core RepresentationGraph-based semanticsComponent-based formats
Input DataPoint clouds & captionsMeshes, textures, streams
Evolution PaceFast-paced AIConsensus-driven progress

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