rewire.it
result · source checked

65.5% F1

Cell-DINO ViT-L · F1 · HPA-FoV

Tested model
Cell-DINO ViT-L
Task or benchmark
protein localization classification
Dataset
HPA-FoV
Procedure
Self-supervised microscopy embedding pre-trained on HPA-FoV; downstream protein-localization classifier. Dataset-specific pretraining; the paper does not claim a general-purpose foundation model that generalizes beyond these benchmarks.
Evaluation
Cell-DINO ViT-L: protein localization classification
Evidence
Author-reported evaluation · source checkedCell-DINO: Self-supervised image-based embeddings for cell fluorescent microscopy · Table 2, HPA-FoV section, Cell-DINO row, PL column

A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: needs review. Source checked does not mean independently reproduced.

Evaluation results

Release 2026-09-16-d74d282221a9 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.

Results grouped by the exact reported evaluation
Metric and findingCoverage and uncertaintyEvidence
Cell-DINO ViT-L: protein localization classification

Self-supervised microscopy embedding pre-trained on HPA-FoV; downstream protein-localization classifier. Dataset-specific pretraining; the paper does not claim a general-purpose foundation model that generalizes beyond these benchmarks.

Author-reported evaluation · Evaluation metadata: needs review

65.5% F1

Unit: percent · Direction: unknown

Uncertainty: not reported in legacy extract

Scored: Not reported · Eligible: Not reported

source checkedCell-DINO: Self-supervised image-based embeddings for cell fluorescent microscopy · Table 2, HPA-FoV section, Cell-DINO row, PL column

Source checking is not independent reproduction.

Sources and history

Release 2026-09-16-d74d282221a9 · Record review: source checked

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Technical metadata and extraction receipts

Stable ID: lit-b4-015

areas
cells-tissues
tasks
protein localization classification
printed value
65.5
numeric value
65.5
metric
F1
metric direction
unknown
unit
percent
uncertainty
Not reported
source locator
Table 2, HPA-FoV section, Cell-DINO row, PL column
review
method: independent_ai_table_review; reviewer: Codex primary curator table review; reviewed at: 2026-09-16T10:41:06Z; notes: HPA-FoV Cell-DINO PL column (protein localisation), not CL. Transcription verified; experimental claims not independently reproduced.; evidence: 65.5; artifact sha256: 12a53a78c70b3033c3351cf7afd4da42ebc98bb3281308f07e71e5baffc153a0; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12826486/fullTextXML
legacy id
lit-b4-015
legacy row
id: lit-b4-015; paper id: cell-dino-2025; domain id: cells-tissues; task: protein localization classification; model: Cell-DINO ViT-L; model version: Not reported; dataset: HPA-FoV; dataset version: Not reported; split: Not reported; metric: F1; value: 65.5; unit: percent; uncertainty: Not reported; protocol: Self-supervised microscopy embedding pre-trained on HPA-FoV; downstream protein-localization classifier. Dataset-specific pretraining; the paper does not claim a general-purpose foundation model that generalizes beyond these benchmarks.; source locator: Table 2, HPA-FoV section, Cell-DINO row, PL column; source url: https://pmc.ncbi.nlm.nih.gov/articles/PMC12826486/; evaluation origin: author_reported; reviewed utc: 2026-09-15T23:37:05Z
missing metadata
model version: not_reported_in_legacy_extract; dataset version: not_reported_in_legacy_extract; split: not_reported_in_legacy_extract; uncertainty: not_reported_in_legacy_extract
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