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Release 2026-09-29-06401fd5b220 · Evidence verified: Not verified
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1 evaluation · 1 result. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: Cell-DINO ViT-L | Task: protein localization classification Dataset: HPA-FoV | 65.5% F1 percent · unknown Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCell-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. Aggregation: Not reported Cell-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. Release 2026-09-29-06401fd5b220.
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.
Metadata review: needs review. Unreported conditions prevent automatic comparisons.
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One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
17 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.comparison.adaptation Not reported Context-only references | Cell-DINO: Self-supervised image-based embeddings for cell fluorescent microscopy No field-specific location recorded Version: version of record | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.aggregation Not reported Context-only references | Cell-DINO: Self-supervised image-based embeddings for cell fluorescent microscopy No field-specific location recorded Version: version of record | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.budget Not reported Context-only references | Cell-DINO: Self-supervised image-based embeddings for cell fluorescent microscopy No field-specific location recorded Version: version of record | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.dataset_version Not reported Context-only references | Cell-DINO: Self-supervised image-based embeddings for cell fluorescent microscopy No field-specific location recorded Version: version of record | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.inputs Not reported Context-only references | Cell-DINO: Self-supervised image-based embeddings for cell fluorescent microscopy No field-specific location recorded Version: version of record | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.metric_implementation Not reported Context-only references | Cell-DINO: Self-supervised image-based embeddings for cell fluorescent microscopy No field-specific location recorded Version: version of record | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.population Not reported Context-only references | Cell-DINO: Self-supervised image-based embeddings for cell fluorescent microscopy No field-specific location recorded Version: version of record | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.protocol_id Not reported Context-only references | Cell-DINO: Self-supervised image-based embeddings for cell fluorescent microscopy No field-specific location recorded Version: version of record | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.split Not reported Context-only references | Cell-DINO: Self-supervised image-based embeddings for cell fluorescent microscopy No field-specific location recorded Version: version of record | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.origin author_reported Context-only references | Cell-DINO: Self-supervised image-based embeddings for cell fluorescent microscopy No field-specific location recorded Version: version of record | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
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Release 2026-09-29-06401fd5b220 · Record review: needs review
Stable ID: evaluation-lit-b4-015