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Text-guided patch-level exemplar selection for zero-shot counting | Synapse
March 3, 2026
Text-guided patch-level exemplar selection for zero-shot counting
SZ
Shihui Zhang
JL
Jianxing Liu
Harbin University of Science and Technology
SJ
Shengwei Jia
Key Points
Count accuracy increased through effective text-guided selection methods, particularly in zero-shot scenarios.
This approach utilizes a unique patch-level exemplar selection technique to optimize counting tasks.
Observational analysis across various datasets reveals substantial improvements in counting algorithms.
Supports the need for advanced model training strategies to enhance zero-shot counting performance.
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Zhang et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75d75c6e9836116a27894
https://doi.org/https://doi.org/10.1016/j.engappai.2026.113986
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