Vision foundation models show predictable feature instability at accidental viewpoints, while their handling of out-of-distribution viewpoints varies widely across models.
Cnnˆ{2}: View- point generalization via a binocular vision.Advances in Neu- ral Information Processing Systems, 32, 2019
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Not all Views are Created Equal: Analyzing Viewpoint Instabilities in Vision Foundation Models
Vision foundation models show predictable feature instability at accidental viewpoints, while their handling of out-of-distribution viewpoints varies widely across models.