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.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| 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
- Cell-DINO: Self-supervised image-based embeddings for cell fluorescent microscopy · Original source · version of record
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
Related records
- evaluation: Cell-DINO ViT-L: protein localization classification
- subject: Reported F1 for Cell-DINO ViT-L