Cell-DINO ViT-L: protein localization classification
Evaluation 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.
- Model
- Cell-DINO ViT-L
- Benchmark
- protein localization classification
- Dataset
- HPA-FoV
- origin
- Author-reported evaluation
- configuration
- Not reported
- protocol id
- Not reported
- dataset version
- Not reported
- split
- Not reported
- population
- Not reported
- inputs
- Not reported
- adaptation
- Not reported
- metric implementation
- Not reported
- aggregation
- Not reported
- budget
- Not reported
Metadata review: needs review. Unreported conditions prevent automatic comparisons.
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: needs review
- Cell-DINO: Self-supervised image-based embeddings for cell fluorescent microscopy · Original source · version of record
Technical metadata and extraction receipts
Stable ID: evaluation-lit-b4-015
- areas
- cells-tissues
- tasks
- protein localization classification
- origin
- author_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.
- version
- Not reported
- comparison
- protocol id: Not reported; dataset version: Not reported; split: Not reported; population: Not reported; inputs: Not reported; adaptation: Not reported; metric implementation: Not reported; aggregation: Not reported; budget: Not reported
- missing metadata
- model version: not_reported_in_legacy_extract; dataset version: not_reported_in_legacy_extract; split: not_reported_in_legacy_extract
Related records
- model: Cell-DINO ViT-L
- benchmark: protein localization classification
- dataset: HPA-FoV
- evaluation: Cell-DINO ViT-L · F1 · HPA-FoV