Showing cs.CVShow all
3 papers · 1 filter
cs.CV2026
What Do Audio-Visual Synchronization Metrics Actually Measure?
Jai Kumar Sharma, Peeyush Tapadiya
Automatic AV-sync metrics are widely used to rank and train audio-visual generators, but they are rarely audited as measurement instruments. We jointly audit AV-Align, ImageBind AV…
cs.CV2026
Can You Trust Frozen Hematology Foundation Models under Acquisition Shift?
Jai Kumar Sharma, Peeyush Tapadiya
Frozen hematology foundation-model (FM) embeddings reach near-saturated in-domain white-blood-cell (WBC) accuracy, but clinical deployment demands reliability across scanners, site…
cs.CV2026
Does Marginal Coverage Guarantee Class-Conditional Safety for Zero-Shot VLMs Under Shift?
Jai Kumar Sharma, Amartya Dutta
Split-conformal prediction provides marginal coverage under exchangeability and is increasingly used as an abstention layer for zero-shot vision-language models (VLMs). We audit th…