NeurIPS paper finds vision models fail to recognize objects without their typical neighbours

FrancescoLocat8 · x · 2026-10-04

A NeurIPS 2026 paper, "Stranger Things: When Objects Appear Without Their Typical Neighbours", examines typicality bias across modern vision models: can a model still recognize an object when its usual contextual neighbours disappear? The thread suggests models depend heavily on typical co-occurring contexts, degrading on out-of-context objects.

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