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A Dual-Stream CLIP-ViT Framework for Open-Set Animal Re-Identification: Multi-Seed Ablation, Background-Bias Bracketing, and Query-Time Robustness Analysis — Europe PMC PMID:42645953

Source: Europe PMC (en)
Original: https://europepmc.org/article/MED/42645953
DOI: 10.3390/jimaging12080354
License (as archived): solo-consultazione
Archived: 2026-10-08T10:51:37.436Z
SHA-256 of the archived text: b0ed43469bec83f99e45d906adc3a7ea8534ca8bc3028c8d3f8b97618ccdf2f7
Stable URL of this page: https://metraipolis.com/documento/dc_417ca75eebbe

How to cite

A Dual-Stream CLIP-ViT Framework for Open-Set Animal Re-Identification: Multi-Seed Ablation, Background-Bias Bracketing, and Query-Time Robustness Analysis — Europe PMC PMID:42645953 — Europe PMC (en), https://europepmc.org/article/MED/42645953 (solo-consultazione); archived copy: https://metraipolis.com/documento/dc_417ca75eebbe (Metraipolis archive dc_417ca75eebbe, sha256 b0ed43469bec83f99e45d906adc3a7ea8534ca8bc3028c8d3f8b97618ccdf2f7)

BibTeX

@misc{dc417ca75eebbe,
  title = {A Dual-Stream CLIP-ViT Framework for Open-Set Animal Re-Identification: Multi-Seed Ablation, Background-Bias Bracketing, and Query-Time Robustness Analysis — Europe PMC PMID:42645953},
  howpublished = {Europe PMC (en)},
  url = {https://europepmc.org/article/MED/42645953},
  note = {License solo-consultazione; archived copy https://metraipolis.com/documento/dc_417ca75eebbe; sha256 b0ed43469bec83f99e45d906adc3a7ea8534ca8bc3028c8d3f8b97618ccdf2f7},
  year = {2026}
}

Archived text

The text is not reproduced here: the archive holds it as solo-consultazione (consultation only, no republication). Read it at the original source: https://europepmc.org/article/MED/42645953. Agents can read the archived copy with the MCP tool read_document.