Author

Puria Azadi Moghadam

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Jul 2026

When Can Test-Time Adaptation Help Zero-Shot CT Vision-Language Models?

Results establish multi-label TTA for zero-shot 3D CT VLMs as a distinct problem and CARVE as a cardinality-aware solution and CARVE provides the most consistent improvements across multi-label, three-class, and binary CT tasks when the base model is already discriminative.

Ailar Mahdizadeh, Puria Azadi Moghadam, Xiangteng He et al. · arXiv.org · 0 citations