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SOURCE-QUALIFIED COMPARISON

FastVLM 0.5B vs 1.5B vs 7B

Compare the three official FastVLM sizes using Apple’s full published evaluation table and deployment-oriented guidance.

All comparisons
Benchmark0.5B1.5B7B
AI2D68.077.483.6
ScienceQA85.294.496.7
MMMU33.937.845.4
VQAv276.379.180.8
ChartQA76.080.185.0
TextVQA64.570.474.9
InfoVQA46.459.775.8
DocVQA82.588.393.2
OCRBench63.970.273.1
RealWorldQA56.161.267.2
SeedBench-Img71.074.275.4

Decision summary

  • 0.5B is the only model in the official browser playground and the lowest-footprint starting point.
  • 1.5B improves every score in the published table over 0.5B.
  • 7B leads every published score but requires a more capable native environment.