Unverified50% confidenceFactExact time
With the despeckle and gap-closing steps implemented in Pillow without numpy-dependent logic, each image takes less than a second on a server with 1 vCPU and 2 GB of memory.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/17/2026
First Seen
Valid until: 1/15/2027
Sources
Related Entities
Related Claims
UnverifiedOn a single-core 2GB machine, images should be processed serially one task at a time, avoiding parallelism, because parallelism causes two tasks to each get half the memory and both fail; serial processing is faster over the whole batch, because no tasks are killed and restarted76% similarUnverifiedTabPFN v2, which has a relatively small parameter count, can run on an ordinary laptop CPU with millisecond-level latency.69% similar
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